diff --git a/docs/ARCH/11 - architecture_turnaround/06 - phase_acceptance_matrix.md b/docs/ARCH/11 - architecture_turnaround/06 - phase_acceptance_matrix.md
index b0f4aef..726abf5 100644
--- a/docs/ARCH/11 - architecture_turnaround/06 - phase_acceptance_matrix.md	
+++ b/docs/ARCH/11 - architecture_turnaround/06 - phase_acceptance_matrix.md	
@@ -29,7 +29,7 @@ Current reporting baseline:
 - Open-World Business Overview implementation breadth: `~99%` through Slice 25.
 - Open-World Semantic Control Gate: accepted critical subset after EHMO/W5/W7 hardening; fat GUI pack review remains a broad human-pressure gate.
 - Route-Candidate-Driven Enablement Loop: `100%`, now regression-gated by phase91-phase98 canaries.
-- Open-World Schema/Primitive Discovery: `38%`, financial-counterparty slice accepted live at `4/4` and limit-honesty/business-language gate accepted live at `6/6`; next schema/primitive candidate should come from real live/manual replay evidence.
+- Open-World Schema/Primitive Discovery: `95%`, phases97-105 accepted live and saved as user-runnable AGENT autoruns; latest closure replay `phase105_mixed_schema_primitive_closure_live3` accepted `13/13`. Remaining gate is manual GUI/fat-pack review before final closure or a narrow phase106 repair if that review reveals a new semantic defect.
 
 ## Archived Execution Snapshot (2026-04-17)
 
diff --git a/docs/ARCH/11 - architecture_turnaround/21 - current_status_canon_2026-05-01.md b/docs/ARCH/11 - architecture_turnaround/21 - current_status_canon_2026-05-01.md
index 6913f08..8a9750b 100644
--- a/docs/ARCH/11 - architecture_turnaround/21 - current_status_canon_2026-05-01.md	
+++ b/docs/ARCH/11 - architecture_turnaround/21 - current_status_canon_2026-05-01.md	
@@ -6,7 +6,7 @@ This note is the short source of truth for current module wording after the Post
 
 It exists to prevent stale percentage drift in planning discussions.
 
-If another document says `78%`, `87%`, `92%`, or `85%` for a module that is now closed, read that value as a historical snapshot unless this note explicitly repeats it as current.
+If another document says `78%`, `84%`, `87%`, `92%`, or `85%` for a module that is now closed or has since advanced, read that value as a historical snapshot unless this note explicitly repeats it as current.
 
 ## 2026-05-05 Overlay - EHMO Manual QA Gate
 
@@ -87,11 +87,18 @@ Fresh validation cut:
 - Completed autonomy slice inside that loop: `Inventory Reserve/Liquidation Quality Reviewed Route`: `inventory_reserve_liquidation_quality` now promotes to reviewed inventory quality-event evidence from posted write-off, receipt-adjustment, stocktaking, and revaluation documents; phase96 live replay is accepted.
 - Completed broader schema/primitive discovery slice: `Financial Counterparty Flow Hints`: bank-document money-flow recipes expose operation/purpose/comment fields, ranked value-flow buckets carry `financial_flow_hint`, explicit `СБЕРБАНК` wording is not swallowed by supplier/customer tails, and bank-like leaders are bounded away from ordinary supplier/customer overclaim; phase97 live replay is accepted.
 - Completed broader schema/primitive discovery support slice: `Limit Honesty And Business Language Gate`: compact business-overview replies sanitize route/proxy/MCP-style wording, keep row-limit disclosure relevant to the asked contour, and preserve debt/VAT/bank/inventory/supplier canaries; phase98 live replay is accepted.
-- Current live canary: `phase98_limit_honesty_business_language_live3` accepted `6/6`.
-- Current accepted autorun: `AGENT | Phase 98 limit honesty and business-language replay` (`gen-ag05122315-f1e27c`).
+- Completed broader schema/primitive discovery support slice: `Large-Query Budget And Continuation Policy`: explicit-year `business_overview` now receives the chunked monthly recovery budget already used by value-flow routes, yearly money-flow coverage can recover from broad-row caps without fake limit refusal, and profit follow-ups answer direct-first that cash-flow net is not clean profit while still surfacing checked accounting close evidence when present; phase99 live replay is accepted.
+- Completed broader schema/primitive discovery support slice: `Large-Query Continuation UX`: all-time broad `business_overview` row-cap disclosure now becomes a safe year/quarter continuation path, while narrowed explicit-year follow-ups keep company scope instead of falling into placeholder counterparty wording; phase100 live replay is accepted.
+- Completed broader schema/primitive discovery support slice: `Inventory Root Scope Without Warehouse Clarification`: broad stock-on-hand root wording now has replay proof that the assistant asks only for company when organization scope is ambiguous, resumes the all-warehouse company snapshot after the company choice, and does not invent warehouse/item/category/material requirements for root inventory questions; phase101 live replay is accepted.
+- Completed broader schema/primitive discovery support slice: `Debt Mirror Clean-Scope Polarity`: fresh bare organization-name turns can bind scope from a live data-scope probe, confirmed payables/receivables keep the selected organization, short mirror follow-ups override stale/open-items LLM expansion, and mirrored 76.09 financial-security rows are disclosed as offset evidence rather than counted as clean debt in both directions; phase102 live replay is accepted.
+- Completed broader schema/primitive discovery support slice: `Financial Role/Purpose Arbitration`: grounded exact `bank_operations_*` answers now win over generic value-flow discovery when bank-like counterparties need role/purpose classification; compact bank answers summarize incoming/outgoing rows and do not overclaim ordinary customer revenue or supplier dependency without operation/purpose/contract evidence; phase103 live replay is accepted.
+- Completed broader schema/primitive discovery support slice: `Generic Role-Tail Anchor Hygiene`: broad role wording such as `не обычный клиент или поставщик` no longer leaks `или поставщик` into counterparty filters, selected objects, or discovery predecompose input, while explicit supplier-payment wording still keeps real counterparties and routes to `supplier_payouts_profile`; phase104 live replay is accepted.
+- Completed broader schema/primitive discovery closure slice: `Mixed Schema/Primitive Closure Replay`: phase105 validates the combined current module surface across inventory root scope, historical inventory carryover, role-tail hygiene, bank role/purpose, supplier payout, bidirectional SVK value-flow, clean debt polarity, VAT tax-period continuity, and cash-flow/profit boundary; phase105 live replay is accepted.
+- Current live canary: `phase105_mixed_schema_primitive_closure_live3` accepted `13/13`.
+- Current accepted autorun: `AGENT | Phase 105 mixed schema/primitive closure replay` (`gen-ag05131312-2d0445`).
 - Implementation breadth: `~99% (Open-World Bounded Autonomy Breadth through Slice 25)`.
-- Active broader autonomy module: `Open-World Schema/Primitive Discovery`, with `Financial Counterparty Flow Hints` and `Limit Honesty And Business Language Gate` accepted and saved.
-- Next active slice: select the next unfamiliar 1C ask from live/manual replay evidence, then continue broader schema/primitive discovery while using phase91-phase98 as regression canaries.
+- Active broader autonomy module: `Open-World Schema/Primitive Discovery`, with phases97-105 accepted and saved; the module is now at manual-review readiness rather than another blind coding slice.
+- Next active slice: run/review the phase105 GUI autorun or the user's fat manual pack; if it stays clean, close this module, otherwise convert the next observed failure into a narrow phase106 repair/replay.
 - Operating-layer progress: `~99% (Agentic Semantic Development Loop, accepted dogfood loop + autorun hygiene; manual GUI confirmation still required)`.
 
 ## Reporting Rule
@@ -104,7 +111,7 @@ Use these labels when reporting progress:
 - `Прогресс модуля: 99% (Agentic Semantic Development Loop, accepted dogfood loop + autorun hygiene; manual GUI confirmation still required)` when discussing the current development-loop operating layer.
 - `Прогресс модуля: 100% (Open-World Route Candidate Promotion, declared phase90 slice accepted)` when discussing the route-candidate handoff slice itself.
 - `Прогресс модуля: 100% (Route-Candidate-Driven Enablement Loop, final reviewed proof-family route accepted; use as regression gate)` when discussing the current candidate-driven enablement loop.
-- `Прогресс модуля: 38% (Open-World Schema/Primitive Discovery, phase97 financial-counterparty slice and phase98 business-language gate accepted; next schema/primitive candidate pending)` when discussing the current broader schema/primitive discovery module.
+- `Прогресс модуля: 95% (Open-World Schema/Primitive Discovery, phases97-105 accepted; phase105 GUI/manual checkpoint pending before final closure)` when discussing the current broader schema/primitive discovery module.
 - `Open-World Business Overview implementation breadth: ~99%, Semantic Control Gate critical subset accepted, fat GUI pack still pending` when discussing only the already wired Slice 25 breadth.
 - `Прогресс модуля: X% (Open-World Bounded Autonomy Breadth, active slice: <name>)` for later breadth work after the Semantic Control Gate is accepted.
 
@@ -170,12 +177,18 @@ For current planning, read:
 9. `27 - proof_family_enablement_candidates_2026-05-10.md`
 10. `26 - route_candidate_driven_enablement_loop_2026-05-10.md`
 11. `25 - open_world_route_candidate_promotion_2026-05-10.md`
-12. `24 - agentic_semantic_development_loop_and_autorun_hygiene_2026-05-10.md`
-13. `23 - current_execution_spine_and_semantic_control_gate_2026-05-05.md`
-14. `22 - open_world_bounded_autonomy_breadth_2026-05-01.md`
-15. `20 - planner_autonomy_consolidation_2026-05-01.md`
-16. `19 - inventory_stock_open_world_breadth_proof_2026-05-01.md`
-17. `17 - post_f_semantic_integrity_hardening_2026-04-23.md`
-18. `16 - data_need_graph_and_open_world_mcp_plan_2026-04-22.md`
+12. `34 - large_query_budget_continuation_2026-05-13.md`
+13. `35 - large_query_continuation_ux_2026-05-13.md`
+14. `36 - inventory_root_scope_no_warehouse_clarification_2026-05-13.md`
+15. `37 - debt_mirror_clean_scope_polarity_2026-05-13.md`
+16. `24 - agentic_semantic_development_loop_and_autorun_hygiene_2026-05-10.md`
+17. `23 - current_execution_spine_and_semantic_control_gate_2026-05-05.md`
+18. `22 - open_world_bounded_autonomy_breadth_2026-05-01.md`
+19. `20 - planner_autonomy_consolidation_2026-05-01.md`
+20. `19 - inventory_stock_open_world_breadth_proof_2026-05-01.md`
+21. `40 - mixed_schema_primitive_closure_replay_2026-05-13.md`
+22. `39 - generic_role_tail_anchor_hygiene_2026-05-13.md`
+23. `17 - post_f_semantic_integrity_hardening_2026-04-23.md`
+24. `16 - data_need_graph_and_open_world_mcp_plan_2026-04-22.md`
 
 Documents `01` through `15` remain valuable, but mostly as the historical architecture trail.
diff --git a/docs/ARCH/11 - architecture_turnaround/34 - large_query_budget_continuation_2026-05-13.md b/docs/ARCH/11 - architecture_turnaround/34 - large_query_budget_continuation_2026-05-13.md
new file mode 100644
index 0000000..f383711
--- /dev/null
+++ b/docs/ARCH/11 - architecture_turnaround/34 - large_query_budget_continuation_2026-05-13.md	
@@ -0,0 +1,75 @@
+# 34 - Large Query Budget And Continuation Policy (2026-05-13)
+
+## Purpose
+
+This slice hardens explicit-year large business questions inside the broader `Open-World Schema/Primitive Discovery` module.
+
+The triggering user concern was not only answer wording. It was the runtime behavior where a broad yearly business question could hit the MCP row cap and then answer as if coverage was materially limited, even though the value-flow runtime already had a safe monthly recovery mechanism.
+
+## Runtime Change
+
+The planner now grants the existing chunked coverage budget to explicit-year `business_overview` routes, not only to direct value-flow routes.
+
+Key boundary:
+
+- this is not a global unlimited query mode;
+- this does not remove evidence gates;
+- this does not turn all-time broad analysis into a full accounting audit;
+- it enables bounded monthly recovery for explicit-year business overview money-flow evidence when the broad money probe reaches the row cap.
+
+The pilot executor now also records successful business-overview monthly recovery in reason codes:
+
+- `pilot_business_overview_incoming_monthly_period_chunking_recovered_coverage`
+- `pilot_business_overview_outgoing_monthly_period_chunking_recovered_coverage`
+
+The answer layer was tightened so profit follow-ups answer direct-first:
+
+- money-flow net is not clean profit;
+- if accounting close evidence exists, the answer may add the checked 90/91/99 result;
+- user-facing text avoids route jargon such as "бухгалтерский маршрут" and account-specific margin phrasing like `90.01`.
+
+## Validation
+
+Local validation:
+
+- `npm.cmd test -- assistantMcpDiscoveryPlanner.test.ts assistantMcpDiscoveryPilotExecutor.test.ts assistantMcpDiscoveryAnswerAdapter.test.ts assistantMcpDiscoveryResponseCandidate.test.ts`
+- result: `141 passed, 1 skipped`
+- `npm.cmd run build`
+- result: passed
+
+Live semantic replay:
+
+- spec: `docs/orchestration/address_truth_harness_phase99_large_query_budget_continuation.json`
+- accepted run: `artifacts/domain_runs/phase99_large_query_budget_continuation_live2`
+- result: `4/4`, `final_status=accepted`
+
+Saved user-runnable AGENT autorun:
+
+- title: `AGENT | Phase 99 large-query budget and continuation policy replay`
+- generation id: `gen-ag05131009-f08174`
+- validation status: `accepted_live_replay`
+
+## Acceptance Meaning
+
+Accepted for this slice:
+
+- explicit-year company business overview can recover yearly money-flow coverage through monthly probes when the broad money query hits the row cap;
+- yearly overview answers remain direct-first and preserve bank/counterparty role boundaries;
+- profit follow-up after money overview does not equate cash-flow net to clean profit;
+- if accounting-result evidence exists, it is framed as checked 1C period-close evidence, not external audit or legal reporting.
+
+Still not accepted as universal:
+
+- arbitrary all-time large 1C scans;
+- automatic long-running user confirmation UX;
+- complete accounting audit, statutory P&L, or legal reporting;
+- unlimited primitive exploration outside reviewed route candidates.
+
+## Current Status
+
+`Open-World Schema/Primitive Discovery` moves to `52%` after this slice.
+
+Why not higher:
+
+- phase97, phase98, and phase99 prove important runtime breadth/support behavior;
+- but broader dynamic schema/primitive discovery still needs more unfamiliar 1C asks, more primitive descriptors where live evidence demands them, and continuation UX for genuinely large all-time questions.
diff --git a/docs/ARCH/11 - architecture_turnaround/35 - large_query_continuation_ux_2026-05-13.md b/docs/ARCH/11 - architecture_turnaround/35 - large_query_continuation_ux_2026-05-13.md
new file mode 100644
index 0000000..68a4b8c
--- /dev/null
+++ b/docs/ARCH/11 - architecture_turnaround/35 - large_query_continuation_ux_2026-05-13.md	
@@ -0,0 +1,65 @@
+# 35 - Large Query Continuation UX (2026-05-13)
+
+## Purpose
+
+This slice hardens the user-facing behavior after genuinely broad all-time business questions.
+
+The previous phase99 slice made explicit-year `business_overview` safe by giving it the existing monthly recovery budget. Phase100 covers the adjacent UX seam: when an all-time or very wide question still reaches row caps, the assistant must not pretend that the checked slice is a complete accounting answer, and it must not leave the user at a dead end.
+
+## Runtime Change
+
+The compact business-overview answer now turns a row-limit disclosure into an actionable continuation policy:
+
+- state that the current result is an expanded checked slice, not a guaranteed full accounting turnover;
+- tell the user to choose a concrete year or quarter for a safe follow-up;
+- avoid promising unlimited scans or unreviewed full exports;
+- keep the answer business-readable and free of MCP/route/probe jargon.
+
+The bidirectional value-flow compact answer also now respects organization scope when no counterparty is selected. If the turn is scoped to `ООО Альтернатива Плюс` and the derived value-flow has no explicit counterparty, the answer says `по компании ООО Альтернатива Плюс`, not `по контрагенту запрошенному контрагенту`.
+
+## Validation
+
+Local validation:
+
+- `npm.cmd test -- assistantMcpDiscoveryResponseCandidate.test.ts`
+- result: `28 passed`
+- `npm.cmd run build`
+- result: passed
+
+Live semantic replay:
+
+- spec: `docs/orchestration/address_truth_harness_phase100_large_query_continuation_ux.json`
+- first run: `artifacts/domain_runs/phase100_large_query_continuation_ux_live1`, partial because the initial spec over-forbade a correct negative profit-boundary phrase and exposed the company-vs-counterparty wording defect in step 2;
+- accepted run: `artifacts/domain_runs/phase100_large_query_continuation_ux_live2`
+- result: `3/3`, `final_status=accepted`
+
+Saved user-runnable AGENT autorun:
+
+- title: `AGENT | Phase 100 large-query continuation UX replay`
+- generation id: `gen-ag05131028-234e5e`
+- validation status: `accepted_live_replay`
+
+## Acceptance Meaning
+
+Accepted for this slice:
+
+- all-time company business overview can answer from the checked slice while honestly warning about row caps;
+- the answer includes a safe continuation path through a concrete year or quarter instead of a technical dead end;
+- explicit-year follow-up after the all-time answer recovers the 2020 money-flow numbers and labels the scope as company scope;
+- profit follow-up still separates operating cash-flow net from clean profit/accounting financial result.
+
+Still not accepted as universal:
+
+- automatic long-running confirmation UX;
+- arbitrary all-time full accounting export;
+- unlimited primitive exploration outside reviewed route candidates;
+- legal or external-audit profit claims.
+
+## Current Status
+
+`Open-World Schema/Primitive Discovery` moves to `60%` after this slice.
+
+Why not higher:
+
+- phase97 through phase100 now cover financial counterparty hints, language/limit hygiene, explicit-year large-query recovery, and all-time continuation UX;
+- but broader dynamic schema/primitive discovery still needs more unfamiliar 1C asks, more primitive descriptors where live evidence proves real gaps, and more continuation behavior for non-money domains.
diff --git a/docs/ARCH/11 - architecture_turnaround/36 - inventory_root_scope_no_warehouse_clarification_2026-05-13.md b/docs/ARCH/11 - architecture_turnaround/36 - inventory_root_scope_no_warehouse_clarification_2026-05-13.md
new file mode 100644
index 0000000..79d71b9
--- /dev/null
+++ b/docs/ARCH/11 - architecture_turnaround/36 - inventory_root_scope_no_warehouse_clarification_2026-05-13.md	
@@ -0,0 +1,75 @@
+# 36 - Inventory Root Scope Without Warehouse Clarification (2026-05-13)
+
+## Purpose
+
+This slice hardens a real manual-GUI signal from `assistant-stage1-hyh1A1WR3j`.
+
+The problematic seam was not a missing inventory route. The route already knew how to answer stock-on-hand snapshots. The semantic risk was narrower:
+
+- user asks a broad root question such as `что там на складе по остаткам?`;
+- assistant correctly asks for company because several organizations exist;
+- user selects `АЛЬТЕРНАТИВА`;
+- assistant must resume the broad inventory snapshot for the selected company instead of inventing a new requirement for a concrete warehouse, item, category, or material.
+
+For root inventory, `склад` in user language means the stock contour, not necessarily a warehouse filter. A warehouse filter is valid only when the user names or asks for a specific warehouse.
+
+## Runtime Meaning
+
+No new code patch was required in this slice.
+
+The live replay proved the current runtime already behaves correctly after the latest scope/continuation work:
+
+- ambiguous broad inventory root asks only for organization;
+- bare company selection resumes the pending inventory intent;
+- extracted filters contain organization and date, but not `warehouse`, `item`, or `category`;
+- historical capability follow-up stays human and does not ask for a warehouse;
+- month-only follow-ups keep the inventory contour and the selected organization.
+
+This is still important because it converts a manual concern into a saved regression gate rather than leaving it as a vague GUI memory.
+
+## Validation
+
+Live semantic replay:
+
+- spec: `docs/orchestration/address_truth_harness_phase101_inventory_root_scope_no_warehouse_clarification.json`
+- accepted run: `artifacts/domain_runs/phase101_inventory_root_scope_no_warehouse_clarification_live1`
+- result: `7/7`, `final_status=accepted`
+
+Critical step evidence:
+
+- `step_03_inventory_root_requires_company_only`: asks for organization only.
+- `step_04_company_choice_resumes_inventory_without_warehouse`: answers `На 13.05.2026 на складе подтверждено 11 позиций...`, with `organization=ООО Альтернатива Плюс` and no warehouse/item/category filters.
+- `step_06_inventory_june_2017_after_capability`: answers the June 2017 snapshot with organization/date carryover and no warehouse filter.
+- `step_07_inventory_march_2016_stays_root`: answers the March 2016 snapshot with organization/date carryover and no warehouse filter.
+
+Saved user-runnable AGENT autorun:
+
+- title: `AGENT | Phase 101 inventory root scope without warehouse clarification replay`
+- generation id: `gen-ag05131044-cbe2ff`
+- validation status: `accepted_live_replay`
+
+## Acceptance Meaning
+
+Accepted for this slice:
+
+- broad inventory root wording may ask for company when organization scope is ambiguous;
+- after company choice, the assistant answers across available company stock evidence instead of asking for a warehouse;
+- historical inventory follow-ups keep company/date carryover;
+- root inventory does not promote natural Russian `на складе` into a literal warehouse anchor by itself.
+
+Still not accepted as universal:
+
+- arbitrary warehouse-specific analytics without a named warehouse;
+- inventory turnover/FIFO/liquidity beyond already reviewed proxy contours;
+- item-level provenance unless an item or selected object is present;
+- external audit-grade stock valuation outside confirmed 1C evidence.
+
+## Current Status
+
+`Open-World Schema/Primitive Discovery` moves to `68%` after this slice.
+
+Why not higher:
+
+- this was a control/semantic-proof slice rather than new primitive expansion;
+- the live replay covers the manual warehouse-clarification seam, but broader unfamiliar inventory asks can still reveal new primitive gaps;
+- the next slice should continue from real manual/live evidence, especially where a broad business noun could be misread as a required technical axis.
diff --git a/docs/ARCH/11 - architecture_turnaround/37 - debt_mirror_clean_scope_polarity_2026-05-13.md b/docs/ARCH/11 - architecture_turnaround/37 - debt_mirror_clean_scope_polarity_2026-05-13.md
new file mode 100644
index 0000000..c3335f6
--- /dev/null
+++ b/docs/ARCH/11 - architecture_turnaround/37 - debt_mirror_clean_scope_polarity_2026-05-13.md	
@@ -0,0 +1,83 @@
+# 37 - Debt Mirror Clean-Scope Polarity (2026-05-13)
+
+## Purpose
+
+This slice hardens a real debt-polarity question from manual replay `assistant-stage1-87gHJCwTI9`.
+
+The dangerous symptom was semantic, not just routing noise:
+
+- the same `Комитет государственных услуг` amount could appear in both "мы должны" and "нам должны";
+- mirrored financial-security rows on account `76.09` could be mistaken for clean payable or receivable debt;
+- a short follow-up such as `а мы кому?` after receivables could be expanded by LLM predecompose into an open-items route instead of the clean payables route;
+- a fresh-session bare company name such as `Альтернатива Плюс` could fall into generic living chat instead of becoming the selected organization scope.
+
+The target behavior is direct and conservative: clean debt answers may disclose mirrored/offset evidence, but must not count it as real debt in both directions.
+
+## Runtime Changes
+
+Implemented:
+
+- `assistantTransitionPolicy` now lets a detected debt-role swap override an LLM open-items expansion for short mirror follow-ups.
+- `assistantLivingChatRuntimeAdapter` now probes live data scope for short bare organization-name turns when no organization is active yet.
+- If the probe resolves a known organization, living chat emits the deterministic organization-selection reply and stores the selected/active organization before subsequent address turns.
+- The debug contract now records `living_chat_bare_scope_probe_attempted` and `living_chat_bare_scope_probe_matched_organization`.
+
+This keeps the fix bounded:
+
+- normal data/meta/capability/safety questions are not reinterpreted as organization selection;
+- unmatched bare text still falls back to the previous living-chat path;
+- clean payables/receivables still run through reviewed exact debt recipes.
+
+## Validation
+
+Live semantic replay:
+
+- spec: `docs/orchestration/address_truth_harness_phase102_debt_mirror_clean_scope_polarity.json`
+- accepted run: `artifacts/domain_runs/phase102_debt_mirror_clean_scope_polarity_live3`
+- result: `6/6`, `final_status=accepted`
+
+Critical step evidence:
+
+- `step_01_choose_company_scope`: bare `Альтернатива Плюс` selects `ООО Альтернатива Плюс` through deterministic data-scope selection, not LLM chat.
+- `step_02_clean_payables_today`: clean payables keep `organization=ООО Альтернатива Плюс`.
+- `step_03_committee_payable_is_not_clean_debt`: payable debt to the Committee is confirmed as `0,00`.
+- `step_04_committee_receivable_is_not_clean_debt`: confirmed receivable debt from the Committee is not found.
+- `step_05_clean_receivables_today`: clean receivables keep the selected organization.
+- `step_06_payables_mirror_followup_keeps_clean_scope`: `а мы кому?` resolves to `payables_confirmed_as_of_date`, not open-items, and keeps the organization scope.
+
+Targeted verification:
+
+- `npm.cmd test -- assistantLivingChatRuntimeAdapter.test.ts assistantLivingChatAttemptInputBuilder.test.ts assistantLivingChatAttemptRuntimeInputBuilder.test.ts assistantTransitionPolicy.test.ts assistantAddressFollowupContext.test.ts`
+- `npm.cmd run build`
+
+Saved user-runnable AGENT autorun:
+
+- title: `AGENT | Phase 102 debt mirror clean-scope polarity replay`
+- generation id: `gen-ag05131121-8c41ab`
+- validation status: `accepted_live_replay`
+
+## Acceptance Meaning
+
+Accepted for this slice:
+
+- fresh bare organization labels can bind organization scope from live known organizations;
+- clean debt root questions keep selected organization scope;
+- short receivables-to-payables mirror follow-ups stay in the confirmed clean-debt route;
+- mirrored financial-security evidence may be disclosed separately, but is not counted as clean debt in both directions.
+
+Still not accepted as universal:
+
+- arbitrary legal/commercial classification of every account `76.*` without reviewed semantics;
+- external audit-grade netting rules outside confirmed 1C evidence;
+- full contractual delinquency analysis beyond the reviewed due-date aging route;
+- organization/counterparty names that cannot be matched by the live data-scope probe.
+
+## Current Status
+
+`Open-World Schema/Primitive Discovery` moves to `72%` after this slice.
+
+Why not higher:
+
+- this slice fixes an important polarity/scope integrity seam, but does not expand the primitive catalog to arbitrary 1C facts;
+- account-role semantics beyond the reviewed debt recipes still need evidence-driven expansion;
+- the next slice should again be selected from real manual/live replay evidence where user business wording exposes an unsupported schema primitive or wrong semantic arbitration.
diff --git a/docs/ARCH/11 - architecture_turnaround/38 - financial_role_purpose_arbitration_2026-05-13.md b/docs/ARCH/11 - architecture_turnaround/38 - financial_role_purpose_arbitration_2026-05-13.md
new file mode 100644
index 0000000..9096d5e
--- /dev/null
+++ b/docs/ARCH/11 - architecture_turnaround/38 - financial_role_purpose_arbitration_2026-05-13.md	
@@ -0,0 +1,86 @@
+# 38 - Financial Role/Purpose Arbitration (2026-05-13)
+
+## Purpose
+
+This slice hardens a real schema/semantic seam around bank-like counterparties.
+
+The dangerous symptom was not that `СБЕРБАНК` could be found. It was that the same evidence could be misread through an ordinary counterparty lens:
+
+- incoming bank rows could be overclaimed as customer revenue;
+- outgoing bank rows could be overclaimed as supplier payments;
+- generic `value_flow` discovery could replace the more precise exact `bank_operations_*` route;
+- long bank operation lists could bury the business answer in raw rows.
+
+The target behavior is conservative: bank-like counterparties are first treated as financial-operation evidence, and ordinary customer/supplier/revenue meaning must be proven from operation kind, payment purpose, contract, and checked rows rather than inferred from the name or movement direction alone.
+
+## Runtime Changes
+
+Implemented:
+
+- `assistantMcpDiscoveryResponsePolicy` now keeps confirmed exact `bank_operations_by_counterparty` / `bank_operations_by_contract` replies over generic value-flow discovery candidates.
+- The guard is intentionally narrow: it requires an exact bank operation intent, matching bank recipe, address-lane source, and grounded/matched/exact runtime evidence.
+- Bank operation answer composition now includes a compact direction summary over incoming/outgoing/unknown rows.
+- Bank role boundary wording now says directly when a bank is not proven as an ordinary customer, supplier, or client revenue source.
+- Bank operation drilldown answers now show a bounded first-page sample instead of dumping every row into direct business answers.
+- Evidence selection prefers the direction implied by the user question when showing the short 1C basis line.
+
+This keeps the fix bounded:
+
+- ordinary customer/supplier value-flow routes are unchanged;
+- generic value-flow candidates can still replace stale or unsupported replies outside exact bank-operation evidence;
+- the assistant does not classify bank flows as credit, deposit, commission, or revenue without operation/purpose/contract evidence.
+
+## Validation
+
+Live semantic replay:
+
+- spec: `docs/orchestration/address_truth_harness_phase103_financial_role_purpose_arbitration.json`
+- accepted run: `artifacts/domain_runs/phase103_financial_role_purpose_arbitration_live3`
+- result: `6/6`, `final_status=accepted`
+
+Critical step evidence:
+
+- `step_01_choose_company_scope`: fresh `Альтернатива Плюс` binds `ООО Альтернатива Плюс`.
+- `step_02_sberbank_role_purpose_summary`: exact bank route wins over generic value-flow and answers the role/purpose question.
+- `step_03_sberbank_incoming_customer_boundary`: incoming bank evidence is not overclaimed as customer revenue.
+- `step_04_sberbank_outgoing_supplier_boundary`: outgoing bank evidence is not overclaimed as ordinary supplier dependency.
+- `step_05_business_overview_excludes_bank_role_overclaim`: broad company overview keeps bank role boundaries in top-flow discussion.
+- `step_06_svk_value_flow_canary_after_bank_context`: normal non-bank counterparty value-flow canary remains healthy after the bank context.
+
+Targeted verification:
+
+- `npm.cmd test -- assistantMcpDiscoveryResponsePolicy.test.ts`
+- `npm.cmd test -- addressQueryRuntimeM23.test.ts assistantMcpDiscoveryResponsePolicy.test.ts`
+- `npm.cmd run build`
+
+Saved user-runnable AGENT autorun:
+
+- title: `AGENT | Phase 103 financial role and purpose arbitration replay`
+- generation id: `gen-ag05131200-0ed59a`
+- validation status: `accepted_live_replay`
+
+## Acceptance Meaning
+
+Accepted for this slice:
+
+- exact bank-operation evidence is preferred over generic value-flow when the exact route is grounded;
+- bank-like counterparties are not classified as ordinary customers, suppliers, or revenue sources without purpose/operation/contract evidence;
+- direct bank boundary answers stay compact enough for business review;
+- the fix preserves normal counterparty value-flow behavior.
+
+Still not accepted as universal:
+
+- full bank-product accounting classification across every bank and account family;
+- external audit-grade loan/deposit/commission categorization without reviewed 1C document semantics;
+- arbitrary financial-instrument semantics outside the currently materialized operation/purpose/contract fields;
+- replacement of all value-flow logic with bank-specific heuristics.
+
+## Current Status
+
+`Open-World Schema/Primitive Discovery` moves to `78%` after this slice.
+
+Why not higher:
+
+- the slice closes a high-value role/purpose arbitration gap, but it is still one family of financial-operation semantics;
+- broader schema/primitive discovery still needs additional real evidence around unfamiliar 1C asks;
+- the next slice should come from another live/manual replay seam where the assistant can reach evidence but still lacks the right primitive, role, or answer shape.
diff --git a/docs/ARCH/11 - architecture_turnaround/39 - generic_role_tail_anchor_hygiene_2026-05-13.md b/docs/ARCH/11 - architecture_turnaround/39 - generic_role_tail_anchor_hygiene_2026-05-13.md
new file mode 100644
index 0000000..9790aef
--- /dev/null
+++ b/docs/ARCH/11 - architecture_turnaround/39 - generic_role_tail_anchor_hygiene_2026-05-13.md	
@@ -0,0 +1,80 @@
+# 39 - Generic Role-Tail Anchor Hygiene (2026-05-13)
+
+## Purpose
+
+This slice hardens a subtle semantic-integrity seam found after the financial role/purpose work.
+
+The user may describe ordinary business roles inside a broad company question, for example `не обычный клиент или поставщик`. Those words are business semantics, not entity anchors. The dangerous failure mode was that the tail `или поставщик` could become a fake `counterparty` in exact filters, selected objects, and MCP discovery input.
+
+The target behavior is narrow:
+
+- role words such as `клиент`, `поставщик`, or `или поставщик` must not become counterparty anchors by themselves;
+- real explicit role-prefixed counterparties such as `по поставщику Группа СВК` must still keep the actual counterparty;
+- broad business overview can discuss customer/supplier/bank roles without poisoning later bank or value-flow drilldowns.
+
+## Runtime Changes
+
+Implemented:
+
+- `addressFilterExtractor` now treats standalone generic role tails as low-quality counterparty anchors.
+- `address_runtime/decomposeStage` clears inherited low-quality role-tail anchors from follow-up state before recipe selection.
+- `assistantMcpDiscoveryTurnInputAdapter` rejects generic role tails from LLM predecompose before they become discovery entity candidates.
+- `addressIntentResolver` now recognizes `сколько мы ему заплатили` / `заплатили` supplier-payment wording as `supplier_payouts_profile`, preventing a supplier payment question from first falling into `counterparty_population_and_roles`.
+
+The fix is bounded:
+
+- `по поставщику Альфа` and `по поставщику Группа СВК` remain valid explicit counterparty anchors;
+- supplier count / role split questions such as `скока поставщиков` remain in counterparty population;
+- MCP discovery can still recover unsupported value-flow asks, but no longer receives a fake role-tail entity from the accepted replay seam.
+
+## Validation
+
+Live semantic replay:
+
+- spec: `docs/orchestration/address_truth_harness_phase104_generic_role_tail_anchor_hygiene.json`
+- accepted run: `artifacts/domain_runs/phase104_generic_role_tail_anchor_hygiene_live2`
+- result: `4/4`, `final_status=accepted`
+
+Critical step evidence:
+
+- `step_01_choose_company_scope`: fresh `Альтернатива Плюс` binds `ООО Альтернатива Плюс`.
+- `step_02_business_overview_role_tail_not_counterparty`: broad company overview has no `counterparty` filter while still explaining bank/customer/supplier boundaries.
+- `step_03_sberbank_role_after_role_tail_overview`: SBERBANK bank-role drilldown remains grounded after the role-tail overview.
+- `step_04_real_supplier_prefix_still_keeps_counterparty`: real supplier-prefixed `Группа СВК` stays a counterparty and routes through `supplier_payouts_profile` instead of population.
+
+Targeted verification:
+
+- `npm.cmd test -- addressQueryRuntimeM23.test.ts assistantMcpDiscoveryTurnInputAdapter.test.ts`
+- `npm.cmd run build`
+
+Saved user-runnable AGENT autorun:
+
+- title: `AGENT | Phase 104 generic role-tail anchor hygiene replay`
+- generation id: `gen-ag05131226-630ddf`
+- validation status: `accepted_live_replay`
+
+## Acceptance Meaning
+
+Accepted for this slice:
+
+- generic role-tail anchors are filtered across exact extraction, follow-up merge, and discovery predecompose input;
+- bank role/purpose context does not contaminate later normal counterparty value-flow questions;
+- explicit supplier-payment wording is routed as supplier payout, not as a population/role count question;
+- the accepted replay checks both user-facing answer quality and machine-level forbidden-filter hygiene.
+
+Still not accepted as universal:
+
+- every possible Russian business-role paraphrase outside the covered role-tail family;
+- full natural-language role taxonomy;
+- automatic proof that every role word in every sentence is entity-free;
+- broad arbitrary 1C schema discovery outside the currently accepted phase97-phase104 seams.
+
+## Current Status
+
+`Open-World Schema/Primitive Discovery` moves to `84%` after this slice.
+
+Why not higher:
+
+- the slice closes a real semantic poisoning seam, but it is still a targeted role-tail/intent-arbitration hardening cut;
+- the module still needs at least one broader mixed replay pass over unfamiliar asks before a `95%+` claim is honest;
+- future slices should continue coming from live/manual replay evidence where the assistant can reach evidence but still risks wrong primitive, stale state, wrong role, or noisy answer shape.
diff --git a/docs/ARCH/11 - architecture_turnaround/40 - mixed_schema_primitive_closure_replay_2026-05-13.md b/docs/ARCH/11 - architecture_turnaround/40 - mixed_schema_primitive_closure_replay_2026-05-13.md
new file mode 100644
index 0000000..662749f
--- /dev/null
+++ b/docs/ARCH/11 - architecture_turnaround/40 - mixed_schema_primitive_closure_replay_2026-05-13.md	
@@ -0,0 +1,43 @@
+# 40 - Mixed Schema/Primitive Closure Replay (2026-05-13)
+
+## Status
+
+Accepted.
+
+This slice closes the current `Open-World Schema/Primitive Discovery` pass to manual-review readiness. It is intentionally not a new proof-family expansion: it is a mixed semantic closure replay across the routes and integrity seams already hardened in phases 97-104.
+
+Validated replay:
+
+- spec: `docs/orchestration/address_truth_harness_phase105_mixed_schema_primitive_closure.json`
+- accepted run: `artifacts/domain_runs/phase105_mixed_schema_primitive_closure_live3`
+- result: `13/13`, `final_status=accepted`
+- saved autorun: `AGENT | Phase 105 mixed schema/primitive closure replay`
+- generation id: `gen-ag05131312-2d0445`
+
+## What It Proves
+
+- Broad inventory root wording such as `что там на складе по остаткам` answers from the resolved organization scope without inventing a warehouse, item, category, or material clarification.
+- Historical inventory follow-ups keep organization and temporal continuity.
+- Business-overview wording with generic role tails does not leak `или поставщик` or similar role text into counterparty scope.
+- Bank-like counterparties such as `СБЕРБАНК` are classified from bank-operation evidence and are not overclaimed as ordinary clients or suppliers.
+- Explicit supplier-payment wording for `Группа СВК` routes to supplier payout evidence.
+- Bidirectional counterparty value-flow keeps the full multi-token subject `Группа СВК` through raw-scope discovery and answers incoming, outgoing, and net money flow directly.
+- Broad debt-polarity questions switch cleanly between payables and receivables without inheriting stale counterparty scope.
+- VAT tax-period questions survive after inventory, role, value-flow, and debt pivots and keep the quarter tax-period basis explicit.
+- Earnings/cash-flow wording routes to business overview and does not equate operational cash net with clean accounting profit.
+
+## Code-Level Corrections From The Replay
+
+- `address_runtime/decomposeStage.ts` suppresses stale counterparty carryover for broad debt-polarity questions such as `кому мы должны` and `а нам кто должен`, while preserving explicit referential counterparty follow-ups such as `по нему`.
+- `addressFilterExtractor.ts` treats generic inventory wording like `по остаткам` as a low-quality warehouse pseudo-anchor.
+- `assistantMcpDiscoveryTurnInputAdapter.ts` preserves multi-token raw scoped counterparties in discovery input, so `по Группа СВК за 2020` does not degrade to `Группа`.
+
+## Verification
+
+- `npm.cmd test -- addressQueryRuntimeM23.test.ts assistantMcpDiscoveryTurnInputAdapter.test.ts --testTimeout=45000` passed: `537 passed`, `7 skipped`.
+- `npm.cmd run build` passed.
+- `phase105_mixed_schema_primitive_closure_live3` passed `13/13`.
+
+## Remaining Risk
+
+The module is now ready for a fat manual GUI check rather than more blind implementation. Remaining risk is not that phases 97-105 are absent; the risk is that a human mixed run may still expose a new unfamiliar 1C phrasing, another entity alias edge, or an answer-shape expectation outside the current replay.
diff --git a/docs/ARCH/11 - architecture_turnaround/README.md b/docs/ARCH/11 - architecture_turnaround/README.md
index 0268086..65da3e0 100644
--- a/docs/ARCH/11 - architecture_turnaround/README.md	
+++ b/docs/ARCH/11 - architecture_turnaround/README.md	
@@ -51,6 +51,13 @@ This package answers the next question:
 31. [31 - inventory_reserve_liquidation_quality_reviewed_route_2026-05-12.md](./31%20-%20inventory_reserve_liquidation_quality_reviewed_route_2026-05-12.md)
 32. [32 - financial_counterparty_flow_hints_2026-05-13.md](./32%20-%20financial_counterparty_flow_hints_2026-05-13.md)
 33. [33 - limit_honesty_business_language_2026-05-13.md](./33%20-%20limit_honesty_business_language_2026-05-13.md)
+34. [34 - large_query_budget_continuation_2026-05-13.md](./34%20-%20large_query_budget_continuation_2026-05-13.md)
+35. [35 - large_query_continuation_ux_2026-05-13.md](./35%20-%20large_query_continuation_ux_2026-05-13.md)
+36. [36 - inventory_root_scope_no_warehouse_clarification_2026-05-13.md](./36%20-%20inventory_root_scope_no_warehouse_clarification_2026-05-13.md)
+37. [37 - debt_mirror_clean_scope_polarity_2026-05-13.md](./37%20-%20debt_mirror_clean_scope_polarity_2026-05-13.md)
+38. [38 - financial_role_purpose_arbitration_2026-05-13.md](./38%20-%20financial_role_purpose_arbitration_2026-05-13.md)
+39. [39 - generic_role_tail_anchor_hygiene_2026-05-13.md](./39%20-%20generic_role_tail_anchor_hygiene_2026-05-13.md)
+40. [40 - mixed_schema_primitive_closure_replay_2026-05-13.md](./40%20-%20mixed_schema_primitive_closure_replay_2026-05-13.md)
 
 ## Current Status Snapshot (2026-05-13)
 
@@ -112,6 +119,20 @@ Status canon for planning:
 - The accepted user-runnable autorun for that slice is `AGENT | Phase 97 financial counterparty flow hints replay` (`gen-ag05122250-4451a8`).
 - The second broader schema/primitive discovery support slice is now accepted: `limit honesty and business-language gate` sanitizes route/proxy/MCP-style answer wording, keeps row-limit disclosure relevant to the asked business contour, and preserves debt/VAT/bank/inventory/supplier canaries; `phase98_limit_honesty_business_language_live3` passed `6/6`.
 - The accepted user-runnable autorun for that slice is `AGENT | Phase 98 limit honesty and business-language replay` (`gen-ag05122315-f1e27c`).
+- The third broader schema/primitive discovery support slice is now accepted: `large-query budget and continuation policy` grants explicit-year `business_overview` the existing monthly recovery budget, avoids artificial row-limit refusal when yearly money-flow coverage can be chunked safely, and fixes the profit follow-up answer shape so cash-flow net is not equated with clean profit; `phase99_large_query_budget_continuation_live2` passed `4/4`.
+- The accepted user-runnable autorun for that slice is `AGENT | Phase 99 large-query budget and continuation policy replay` (`gen-ag05131009-f08174`).
+- The fourth broader schema/primitive discovery support slice is now accepted: `large-query continuation UX` turns all-time row-cap disclosure into a safe year/quarter continuation path, keeps broad answers honest about checked-slice coverage, and fixes organization-scoped bidirectional value-flow wording after continuation; `phase100_large_query_continuation_ux_live2` passed `3/3`.
+- The accepted user-runnable autorun for that slice is `AGENT | Phase 100 large-query continuation UX replay` (`gen-ag05131028-234e5e`).
+- The fifth broader schema/primitive discovery support slice is now accepted: `inventory root scope without warehouse clarification` proves a broad stock-on-hand root query resumes after company clarification as an all-warehouse company snapshot instead of asking for a warehouse, item, category, or material; `phase101_inventory_root_scope_no_warehouse_clarification_live1` passed `7/7`.
+- The accepted user-runnable autorun for that slice is `AGENT | Phase 101 inventory root scope without warehouse clarification replay` (`gen-ag05131044-cbe2ff`).
+- The sixth broader schema/primitive discovery support slice is now accepted: `debt mirror clean-scope polarity` proves a bare company-name turn in a fresh session can bind organization scope from live data-scope probe, confirmed payables/receivables keep the selected organization, short mirror follow-ups such as `а мы кому?` stay in the clean debt route instead of drifting into open-items, and mirrored 76.09 financial-security rows are disclosed as offset/mirror evidence rather than counted as debt in both directions; `phase102_debt_mirror_clean_scope_polarity_live3` passed `6/6`.
+- The accepted user-runnable autorun for that slice is `AGENT | Phase 102 debt mirror clean-scope polarity replay` (`gen-ag05131121-8c41ab`).
+- The seventh broader schema/primitive discovery support slice is now accepted: `financial role/purpose arbitration` keeps grounded exact `bank_operations_*` evidence over generic value-flow candidates, summarizes incoming/outgoing bank rows compactly, and prevents bank-like counterparties from being classified as ordinary customer revenue or supplier dependency without operation/purpose/contract evidence; `phase103_financial_role_purpose_arbitration_live3` passed `6/6`.
+- The accepted user-runnable autorun for that slice is `AGENT | Phase 103 financial role and purpose arbitration replay` (`gen-ag05131200-0ed59a`).
+- The eighth broader schema/primitive discovery support slice is now accepted: `generic role-tail anchor hygiene` prevents wording such as `или поставщик` from becoming a fake counterparty in exact filters, selected objects, or discovery predecompose input, while preserving real role-prefixed counterparties such as `по поставщику Группа СВК`; `phase104_generic_role_tail_anchor_hygiene_live2` passed `4/4`.
+- The accepted user-runnable autorun for that slice is `AGENT | Phase 104 generic role-tail anchor hygiene replay` (`gen-ag05131226-630ddf`).
+- The ninth broader schema/primitive discovery closure slice is now accepted: `mixed schema/primitive closure replay` validates inventory scope, historical inventory carryover, role-tail hygiene, bank role/purpose, supplier payout wording, bidirectional SVK value-flow, clean payables/receivables polarity, VAT tax-period continuity, and cash-flow-vs-profit answer shape together; `phase105_mixed_schema_primitive_closure_live3` passed `13/13`.
+- The accepted user-runnable autorun for that slice is `AGENT | Phase 105 mixed schema/primitive closure replay` (`gen-ag05131312-2d0445`).
 - The phase94 replay spec was repaired to real UTF-8 Russian before autorun persistence, so the saved user-runnable pack does not repeat the earlier GUI mojibake/card-text regression.
 - The short source of truth for status wording is [21 - current_status_canon_2026-05-01.md](./21%20-%20current_status_canon_2026-05-01.md).
 - The current execution spine after EHMO is [23 - current_execution_spine_and_semantic_control_gate_2026-05-05.md](./23%20-%20current_execution_spine_and_semantic_control_gate_2026-05-05.md).
@@ -125,6 +146,13 @@ Status canon for planning:
 - The fourth/final reviewed proof-family route slice is [31 - inventory_reserve_liquidation_quality_reviewed_route_2026-05-12.md](./31%20-%20inventory_reserve_liquidation_quality_reviewed_route_2026-05-12.md).
 - The first broader schema/primitive discovery slice is [32 - financial_counterparty_flow_hints_2026-05-13.md](./32%20-%20financial_counterparty_flow_hints_2026-05-13.md), now accepted live and saved as a user-runnable AGENT autorun.
 - The second broader schema/primitive discovery support slice is [33 - limit_honesty_business_language_2026-05-13.md](./33%20-%20limit_honesty_business_language_2026-05-13.md), now accepted live and saved as a user-runnable AGENT autorun.
+- The third broader schema/primitive discovery support slice is [34 - large_query_budget_continuation_2026-05-13.md](./34%20-%20large_query_budget_continuation_2026-05-13.md), now accepted live and saved as a user-runnable AGENT autorun.
+- The fourth broader schema/primitive discovery support slice is [35 - large_query_continuation_ux_2026-05-13.md](./35%20-%20large_query_continuation_ux_2026-05-13.md), now accepted live and saved as a user-runnable AGENT autorun.
+- The fifth broader schema/primitive discovery support slice is [36 - inventory_root_scope_no_warehouse_clarification_2026-05-13.md](./36%20-%20inventory_root_scope_no_warehouse_clarification_2026-05-13.md), now accepted live and saved as a user-runnable AGENT autorun.
+- The sixth broader schema/primitive discovery support slice is [37 - debt_mirror_clean_scope_polarity_2026-05-13.md](./37%20-%20debt_mirror_clean_scope_polarity_2026-05-13.md), now accepted live and saved as a user-runnable AGENT autorun.
+- The seventh broader schema/primitive discovery support slice is [38 - financial_role_purpose_arbitration_2026-05-13.md](./38%20-%20financial_role_purpose_arbitration_2026-05-13.md), now accepted live and saved as a user-runnable AGENT autorun.
+- The eighth broader schema/primitive discovery support slice is [39 - generic_role_tail_anchor_hygiene_2026-05-13.md](./39%20-%20generic_role_tail_anchor_hygiene_2026-05-13.md), now accepted live and saved as a user-runnable AGENT autorun.
+- The mixed schema/primitive closure replay is [40 - mixed_schema_primitive_closure_replay_2026-05-13.md](./40%20-%20mixed_schema_primitive_closure_replay_2026-05-13.md), now accepted live and saved as a user-runnable AGENT autorun.
 
 It now documents a turnaround that is already operational in code, already materially past the acute regression breakpoint, and already moved through bounded MCP autonomy, Post-F hardening, inventory breadth proof, and the declared Planner Autonomy slice:
 
@@ -187,7 +215,7 @@ Current honest status:
 - exit-from-danger-zone readiness: `~97%`
 - pre-multidomain readiness: `~90%`
 - bounded-autonomy foundation readiness: `~89%`
-- open-world bounded-autonomy readiness: `~87%`
+- legacy open-world bounded-autonomy parent-readiness snapshot: `~87%` before the later route-candidate/schema-primitive closure; use the active module line below for the current `95%` schema/primitive discovery status
 - active Open-World Bounded Autonomy Breadth implementation breadth: `~99%`, with business-overview evidence fusion, the reviewed `business_overview` catalog/data-need/planner route-fabric slice, the fresh multi-probe runtime bridge, the explicit-period VAT/tax fact-family bridge, the explicit-period debt-position bridge, the explicit-date inventory-position bridge, the open-settlement quality bridge accepted by live semantic replay, selected-item profitability bridged by local semantic/runtime regression tests, contract-date debt age bridged locally, debt staleness-risk proxy bridged locally, debt due-date boundary arbitration bridged locally, inventory reserve/liquidation boundary arbitration bridged locally, supplier/procurement-quality boundary arbitration bridged locally, supplier concentration proxy bridged locally, document/account-section activity profile bridged locally, counterparty population/roles and contract usage profiles bridged locally, yearly operating-flow proxy bridged locally, earnings/best-year wording arbitration bridged locally, profit/margin wording boundary arbitration bridged locally, analyst synthesis added to business-overview answer drafting, company-period trading margin proxy bridged locally, inventory sales-to-stock proxy bridged locally, inventory staleness-risk proxy bridged locally, gap-specific answer shaping bridged locally, missing proof families recorded as runtime evidence ledger, exact accounting profit/margin promoted into a reviewed 90/91/99 route by phase93, debt due-date aging promoted into a reviewed payment-term/open-balance route by phase94, vendor/procurement quality promoted into reviewed procurement-concentration evidence by phase95, inventory reserve/write-off/liquidation quality promoted into reviewed inventory quality-event evidence by phase96, and bank-like financial counterparty role/purpose hints accepted by phase97
 - active Open-World Bounded Autonomy Breadth accepted-module progress: `~99%`, because the EHMO-derived `Open-World Semantic Control Gate` critical subset accepts live at `21/21` after W5/W7 hardening; full closure is still held back for the fat manual GUI pack and remaining answer-shape residual review
 - Post-F semantic integrity module progress: `~99%` operationally closed, with remaining risk now treated as next-slice discovery rather than an open blocker inside the closed slice
@@ -195,7 +223,8 @@ Current honest status:
 - Planner Autonomy Consolidation progress: `100%` for the declared module, with catalog-fabric, value-flow arbitration, lifecycle bounded inference, broad-evaluation bridge, inventory catalog templates, inventory runtime-boundary honesty, exact inventory recipe bridging, unambiguous metadata-surface lane inference, catalog chain-template scoring, structured chain-match contract exposure, runtime/debug propagation, subject-aware bidirectional comparison arbitration, structured catalog-alignment verdicts, representative alignment regression guard, catalog-alignment reason-code telemetry, explicit `alignment_status` propagation, truth-harness/acceptance-matrix surfacing, soft divergence warning, `catalog_alignment_ok` acceptance invariant, step-level expected catalog-alignment assertions, phase66 and phase32 spec alignment expectations, AGENT source-catalog surfacing, generated phase83 mixed planner-brain replay spec, checked-source user-facing error sanitation, surface-grounded catalog promotion, and guarded live phase83 acceptance validated. Broader unfamiliar 1C asks are now next-module breadth work rather than an open blocker inside this declared slice
 - Open-World Route Candidate Promotion progress: `100%` for the declared phase90 slice, with structured `route_candidate` runtime contract, artifact propagation, live semantic replay accepted at `5/5`, and accepted AGENT autorun persistence; broader autonomous route enablement remains the next active slice
 - Route-Candidate-Driven Enablement Loop progress: `100%`, with deterministic repair-target grouping, Lead Codex handoff surfacing, local tooling tests, live phase91 canary acceptance, phase92 proof-family candidates accepted/saved as a user-runnable AGENT autorun, `accounting_profit_margin` promoted into reviewed 90/91/99 execution by phase93 live replay, `debt_due_date_aging_quality` promoted into reviewed payment-term/open-balance execution by phase94 live replay, `vendor_risk_procurement_quality` promoted into reviewed procurement-concentration evidence by phase95 live replay, and `inventory_reserve_liquidation_quality` promoted into reviewed inventory quality-event evidence by phase96 live replay; the declared route-candidate-driven enablement loop is now closed and should be used as a regression gate for the next broader autonomy slice
-- Open-World Schema/Primitive Discovery progress: `38%`, with `financial counterparty flow hints` accepted live at `4/4` and `limit honesty/business language` accepted live at `6/6`; bank-document money-flow recipes expose operation/purpose/comment fields, ranked value-flow buckets carry `financial_flow_hint`, Sberbank-like leaders are bounded away from name-only supplier/customer overclaim, route/proxy/MCP-style answer wording is sanitized, and the next slice should be selected from real unfamiliar 1C asks rather than synthetic domain wish lists.
+- Open-World Schema/Primitive Discovery progress: `95%`, with phases97-105 accepted live and saved as user-runnable AGENT autoruns; the latest closure replay `phase105_mixed_schema_primitive_closure_live3` passed `13/13` across inventory scope, historical inventory carryover, business overview role-tail hygiene, bank role/purpose, supplier payout wording, bidirectional SVK value-flow, clean payables/receivables polarity, VAT tax-period continuity, and cash-flow-vs-profit answer shape.
+- Current manual checkpoint for this module: run `AGENT | Phase 105 mixed schema/primitive closure replay` (`gen-ag05131312-2d0445`) from GUI autoruns before moving the module from `95%` to final closure.
 - graph snapshot after latest rebuild: see `graphify-out/GRAPH_REPORT.md`
 - current regression-gate breakpoint:
   - the validated hot paths are no longer structurally broken;
@@ -288,6 +317,11 @@ Latest live proof now includes:
 - inventory reserve/liquidation quality reviewed route accepted locally/live: answer/runtime/candidate tests passed `84/84` with `1` skipped, pilot-executor tests passed `34/34`, build passed; direct MCP query for `address_inventory_quality_events_for_organization_v1` returned `fetched_rows=0`, `matched_rows=0`, `error=null`; `phase96_inventory_reserve_liquidation_quality_rerun` accepted `2/2`; `inventory_reserve_liquidation_quality` now derives reviewed evidence from posted write-off, receipt-adjustment, stocktaking, and revaluation documents, removes the proof family from `missing_proof_families` when this reviewed route executes, anchors the organization in the direct answer, and can promote `inventory_reserve_boundary` route candidates to `ready_for_reviewed_execution`; the accepted autorun is `AGENT | Phase 96 inventory reserve/liquidation quality-events` (`gen-ag05122057-c9786e`).
 - financial counterparty flow hints accepted locally/live: targeted bank-flow/intent/turn-input/answer tests passed `554/554` with `7` skipped, build passed, graphify rebuilt to `6483` nodes, `14382` edges, `143` communities; `phase97_financial_counterparty_flow_hints_live4` accepted `4/4`, proving explicit `СБЕРБАНК` wording, bank-operation purpose/direction disclosure, incoming-bank no-overclaim, business-overview bank boundaries, and `Группа СВК` net-flow canary continuity; the accepted autorun is `AGENT | Phase 97 financial counterparty flow hints replay` (`gen-ag05122250-4451a8`).
 - limit honesty and business-language gate accepted locally/live: response-candidate/answer-adapter/pilot-executor/M23 tests passed `519/519` with `1` skipped, build passed, graphify rebuilt to `6484` nodes, `14385` edges, `142` communities; `phase98_limit_honesty_business_language_live3` accepted `6/6`, proving debt due-date boundary, short follow-up directness, VAT debug hygiene, top incoming bank boundary, inventory reserve boundary language, and supplier dependency language together; the accepted autorun is `AGENT | Phase 98 limit honesty and business-language replay` (`gen-ag05122315-f1e27c`).
+- large-query budget/continuation policy accepted locally/live: targeted planner/pilot/answer/candidate tests passed `141/141` with `1` skipped, build passed; `phase99_large_query_budget_continuation_live2` accepted `4/4`, proving explicit-year business overview can recover money-flow coverage through monthly probes, cash-flow net is not treated as clean profit, bank-like incoming leaders stay bounded, and supplier-dependency answers remain concentration-only unless stronger evidence exists; the accepted autorun is `AGENT | Phase 99 large-query budget and continuation policy replay` (`gen-ag05131009-f08174`).
+- large-query continuation UX accepted locally/live: response-candidate tests passed `28/28`, build passed; `phase100_large_query_continuation_ux_live2` accepted `3/3`, proving all-time row-cap disclosure becomes a safe year/quarter continuation path, the 2020 follow-up recovers checked incoming/outgoing/net numbers under company scope, and profit follow-up remains cash-flow-vs-profit honest; the accepted autorun is `AGENT | Phase 100 large-query continuation UX replay` (`gen-ag05131028-234e5e`).
+- inventory root scope without warehouse clarification accepted live: `phase101_inventory_root_scope_no_warehouse_clarification_live1` accepted `7/7`, proving the manual `assistant-stage1-hyh1A1WR3j` stock-root seam now asks only for company when organization scope is ambiguous, resumes the root stock snapshot after `АЛЬТЕРНАТИВА`, preserves organization/date carryover for June 2017 and March 2016, and does not invent warehouse/item/category/material clarification requirements; the accepted autorun is `AGENT | Phase 101 inventory root scope without warehouse clarification replay` (`gen-ag05131044-cbe2ff`).
+
+- debt mirror clean-scope polarity accepted locally/live: targeted living-chat/transition/follow-up tests passed `95/95` with `1` skipped, build passed; `phase102_debt_mirror_clean_scope_polarity_live3` accepted `6/6`, proving a fresh bare company-name turn binds `ООО Альтернатива Плюс` through data-scope probe, clean payables/receivables keep organization scope, Committee 76.09 mirror rows are disclosed as offset evidence rather than double-counted debt, and short `а мы кому?` follow-up stays in `payables_confirmed_as_of_date` instead of drifting into open-items; the accepted autorun is `AGENT | Phase 102 debt mirror clean-scope polarity replay` (`gen-ag05131121-8c41ab`).
 
 Current architectural reading:
 
@@ -319,6 +353,18 @@ For the detailed audit, current percentages, and remaining debt, read:
 - [26 - route_candidate_driven_enablement_loop_2026-05-10.md](./26%20-%20route_candidate_driven_enablement_loop_2026-05-10.md)
 - [27 - proof_family_enablement_candidates_2026-05-10.md](./27%20-%20proof_family_enablement_candidates_2026-05-10.md)
 - [28 - accounting_profit_margin_reviewed_route_2026-05-10.md](./28%20-%20accounting_profit_margin_reviewed_route_2026-05-10.md)
+- [29 - debt_due_date_aging_reviewed_route_2026-05-10.md](./29%20-%20debt_due_date_aging_reviewed_route_2026-05-10.md)
+- [30 - vendor_procurement_quality_reviewed_route_2026-05-12.md](./30%20-%20vendor_procurement_quality_reviewed_route_2026-05-12.md)
+- [31 - inventory_reserve_liquidation_quality_reviewed_route_2026-05-12.md](./31%20-%20inventory_reserve_liquidation_quality_reviewed_route_2026-05-12.md)
+- [32 - financial_counterparty_flow_hints_2026-05-13.md](./32%20-%20financial_counterparty_flow_hints_2026-05-13.md)
+- [33 - limit_honesty_business_language_2026-05-13.md](./33%20-%20limit_honesty_business_language_2026-05-13.md)
+- [34 - large_query_budget_continuation_2026-05-13.md](./34%20-%20large_query_budget_continuation_2026-05-13.md)
+- [35 - large_query_continuation_ux_2026-05-13.md](./35%20-%20large_query_continuation_ux_2026-05-13.md)
+- [36 - inventory_root_scope_no_warehouse_clarification_2026-05-13.md](./36%20-%20inventory_root_scope_no_warehouse_clarification_2026-05-13.md)
+- [37 - debt_mirror_clean_scope_polarity_2026-05-13.md](./37%20-%20debt_mirror_clean_scope_polarity_2026-05-13.md)
+- [38 - financial_role_purpose_arbitration_2026-05-13.md](./38%20-%20financial_role_purpose_arbitration_2026-05-13.md)
+- [39 - generic_role_tail_anchor_hygiene_2026-05-13.md](./39%20-%20generic_role_tail_anchor_hygiene_2026-05-13.md)
+- [40 - mixed_schema_primitive_closure_replay_2026-05-13.md](./40%20-%20mixed_schema_primitive_closure_replay_2026-05-13.md)
 
 ## Architectural Objects Of Planning
 
@@ -370,6 +416,13 @@ Read in this order:
 32. `31 - inventory_reserve_liquidation_quality_reviewed_route_2026-05-12.md`
 33. `32 - financial_counterparty_flow_hints_2026-05-13.md`
 34. `33 - limit_honesty_business_language_2026-05-13.md`
+35. `34 - large_query_budget_continuation_2026-05-13.md`
+36. `35 - large_query_continuation_ux_2026-05-13.md`
+37. `36 - inventory_root_scope_no_warehouse_clarification_2026-05-13.md`
+38. `37 - debt_mirror_clean_scope_polarity_2026-05-13.md`
+39. `38 - financial_role_purpose_arbitration_2026-05-13.md`
+40. `39 - generic_role_tail_anchor_hygiene_2026-05-13.md`
+41. `40 - mixed_schema_primitive_closure_replay_2026-05-13.md`
 
 ## Planning Rules
 
diff --git a/docs/orchestration/address_truth_harness_phase100_large_query_continuation_ux.json b/docs/orchestration/address_truth_harness_phase100_large_query_continuation_ux.json
new file mode 100644
index 0000000..04ebf7e
--- /dev/null
+++ b/docs/orchestration/address_truth_harness_phase100_large_query_continuation_ux.json
@@ -0,0 +1,112 @@
+{
+  "schema_version": "domain_truth_harness_spec_v1",
+  "scenario_id": "address_truth_harness_phase100_large_query_continuation_ux",
+  "domain": "address_phase100_large_query_continuation_ux",
+  "title": "Phase 100 large-query continuation UX replay",
+  "description": "Focused semantic replay for all-time or very broad business overview questions: the assistant should answer from checked evidence, disclose row-limit coverage honestly, offer a safe period-narrowing continuation path, and then recover the explicit-year follow-up through chunked evidence without leaking technical mechanics.",
+  "bindings": {},
+  "steps": [
+    {
+      "step_id": "step_01_all_time_overview_limit_becomes_continuation_path",
+      "title": "All-time overview gives checked partial answer plus safe continuation path",
+      "question": "Дай общий бизнес-обзор ООО Альтернатива Плюс за весь доступный период: входящие, исходящие, нетто, лучший год. Если срез слишком широкий, не выдумывай полный итог, а скажи как безопасно дособрать.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)альтернатива",
+        "(?i)входящ|поступлен",
+        "(?i)исходящ|списан|платеж",
+        "(?i)нетто|денежн",
+        "(?i)год|период",
+        "(?i)лимит строк|проверенн.*срез|не гарантия полного|не полный",
+        "(?i)конкретн.*год|год или квартал|дозапрос|собрать.*част"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)catalog_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "business_overview",
+        "large_query_continuation",
+        "limit_honesty"
+      ]
+    },
+    {
+      "step_id": "step_02_user_narrows_to_2020_and_gets_recovered_year",
+      "title": "Explicit-year continuation recovers yearly money evidence",
+      "question": "Ок, тогда дособери конкретно 2020: входящие, исходящие и расчетное денежное нетто.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)2020",
+        "(?i)входящ|поступлен",
+        "(?i)исходящ|списан|платеж",
+        "(?i)нетто|денежн",
+        "(?i)47\\s*628\\s*853|47,?6",
+        "(?i)43\\s*763\\s*351|43,?7|43,?8"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)уп[её]р.*лимит",
+        "(?i)лимит выборки",
+        "(?i)лимит строк",
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)catalog_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "business_overview",
+        "large_query_budget",
+        "followup_continuation"
+      ]
+    },
+    {
+      "step_id": "step_03_profit_followup_keeps_boundary_after_continuation",
+      "title": "Profit follow-up keeps cash-flow boundary after continuation",
+      "question": "Это можно считать прибылью за 2020 или нет? Ответь коротко и по делу.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)нет|нельзя|не стоит",
+        "(?i)прибыл",
+        "(?i)денежн|поток|нетто|поступлен",
+        "(?i)90/91/99|закрыт|финрезультат|себестоим|расход"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)catalog_",
+        "(?i)snapshot_items",
+        "(?i)answer_object",
+        "(?i)бухгалтерскому маршруту"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "profit_boundary",
+        "followup_directness",
+        "business_language"
+      ]
+    }
+  ]
+}
diff --git a/docs/orchestration/address_truth_harness_phase101_inventory_root_scope_no_warehouse_clarification.json b/docs/orchestration/address_truth_harness_phase101_inventory_root_scope_no_warehouse_clarification.json
new file mode 100644
index 0000000..5494311
--- /dev/null
+++ b/docs/orchestration/address_truth_harness_phase101_inventory_root_scope_no_warehouse_clarification.json
@@ -0,0 +1,267 @@
+{
+  "schema_version": "domain_truth_harness_spec_v1",
+  "scenario_id": "address_truth_harness_phase101_inventory_root_scope_no_warehouse_clarification",
+  "domain": "address_phase101_inventory_root_scope_no_warehouse_clarification",
+  "title": "Phase 101 inventory root scope without warehouse clarification replay",
+  "description": "Focused semantic replay for the manual assistant-stage1-hyh1A1WR3j signal: after a broad stock-on-hand question and organization clarification, the assistant must resume the root inventory snapshot for the selected company across available warehouses instead of asking the user to name a warehouse, item, category, or material.",
+  "bindings": {},
+  "steps": [
+    {
+      "step_id": "step_01_smalltalk_entry",
+      "title": "Smalltalk entry stays human",
+      "question": "приветик - че как там дела",
+      "required_answer_patterns_all": [
+        "(?i)привет|дела|помочь|могу"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "important",
+      "semantic_tags": [
+        "smalltalk_entry",
+        "human_answer_quality"
+      ]
+    },
+    {
+      "step_id": "step_02_capability_meta_entry",
+      "title": "Capability meta entry stays human and business-oriented",
+      "question": "расскажи что можешь интересного",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation"
+      ],
+      "required_direct_answer_patterns_any": [
+        "(?i)могу|умею",
+        "(?i)ндс|документ|контрагент|долг|склад|остат"
+      ],
+      "forbidden_direct_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "important",
+      "semantic_tags": [
+        "capability_meta",
+        "human_answer_quality"
+      ]
+    },
+    {
+      "step_id": "step_03_inventory_root_requires_company_only",
+      "title": "Broad inventory root asks only for organization when company scope is ambiguous",
+      "question": "кайф - что там на складе по остаткам?",
+      "required_answer_patterns_all": [
+        "(?i)уточни|уточнить|выбери|какую компанию|какая компания|организац",
+        "(?i)альтернатива плюс|лайсвуд|райм"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object",
+        "(?i)какой\\s+конкретн.*склад",
+        "(?i)какой\\s+склад",
+        "(?i)конкретн.*товар",
+        "(?i)названи[ея]\\s+товар",
+        "(?i)категор",
+        "(?i)материал"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "inventory_root",
+        "clarification_required",
+        "warehouse_not_required"
+      ]
+    },
+    {
+      "step_id": "step_04_company_choice_resumes_inventory_without_warehouse",
+      "title": "Company choice resumes root inventory snapshot without asking for warehouse or item",
+      "question": "АЛЬТЕРНАТИВА",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_intents": [
+        "inventory_on_hand_as_of_date"
+      ],
+      "required_filters": {
+        "as_of_date": "{{runtime.today_iso}}",
+        "organization": "ООО Альтернатива Плюс"
+      },
+      "forbidden_filter_keys": [
+        "warehouse",
+        "item",
+        "category"
+      ],
+      "required_direct_answer_patterns_any": [
+        "(?i)на складе|остат",
+        "{{runtime.today_dot_regex}}"
+      ],
+      "forbidden_direct_answer_patterns": [
+        "(?i)^отлично, фиксирую рабочую организацию",
+        "(?i)^фиксирую рабочую организацию",
+        "(?i)уточните организацию",
+        "(?i)какой\\s+конкретн.*склад",
+        "(?i)какой\\s+склад",
+        "(?i)конкретн.*товар",
+        "(?i)названи[ея]\\s+товар",
+        "(?i)категор",
+        "(?i)материал",
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "clarification_resume",
+        "inventory_root",
+        "warehouse_not_required"
+      ]
+    },
+    {
+      "step_id": "step_05_historical_inventory_capability_no_warehouse_reask",
+      "title": "Historical inventory capability follow-up stays human and does not ask for warehouse",
+      "question": "а исторические остатки на другие даты умеешь?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation"
+      ],
+      "required_answer_patterns_any": [
+        "(?i)историческ|история",
+        "(?i)могу|умею"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object",
+        "(?i)какой\\s+конкретн.*склад",
+        "(?i)какой\\s+склад",
+        "(?i)конкретн.*товар",
+        "(?i)названи[ея]\\s+товар",
+        "(?i)категор",
+        "(?i)материал"
+      ],
+      "criticality": "important",
+      "semantic_tags": [
+        "inventory_capability_meta",
+        "warehouse_not_required"
+      ]
+    },
+    {
+      "step_id": "step_06_inventory_june_2017_after_capability",
+      "title": "Month-only follow-up keeps inventory contour and selected organization",
+      "question": "давай на июнь 2017",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_intents": [
+        "inventory_on_hand_as_of_date"
+      ],
+      "required_filters": {
+        "as_of_date": "2017-06-30",
+        "period_from": "2017-06-01",
+        "period_to": "2017-06-30",
+        "organization": "ООО Альтернатива Плюс"
+      },
+      "forbidden_filter_keys": [
+        "warehouse",
+        "item",
+        "category"
+      ],
+      "required_direct_answer_patterns_any": [
+        "30\\.06\\.2017",
+        "(?i)на складе|остат"
+      ],
+      "forbidden_direct_answer_patterns": [
+        "(?i)^отлично, фиксирую рабочую организацию",
+        "(?i)уточните организацию",
+        "(?i)какой\\s+конкретн.*склад",
+        "(?i)какой\\s+склад",
+        "(?i)конкретн.*товар",
+        "(?i)названи[ея]\\s+товар",
+        "(?i)категор",
+        "(?i)материал",
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "historical_inventory",
+        "date_followup",
+        "warehouse_not_required"
+      ]
+    },
+    {
+      "step_id": "step_07_inventory_march_2016_stays_root",
+      "title": "Another short month stays in inventory root and organization scope",
+      "question": "март 2016",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_intents": [
+        "inventory_on_hand_as_of_date"
+      ],
+      "required_filters": {
+        "as_of_date": "2016-03-31",
+        "period_from": "2016-03-01",
+        "period_to": "2016-03-31",
+        "organization": "ООО Альтернатива Плюс"
+      },
+      "forbidden_filter_keys": [
+        "warehouse",
+        "item",
+        "category"
+      ],
+      "required_direct_answer_patterns_any": [
+        "31\\.03\\.2016",
+        "(?i)на складе|остат"
+      ],
+      "forbidden_direct_answer_patterns": [
+        "(?i)^отлично, фиксирую рабочую организацию",
+        "(?i)уточните организацию",
+        "(?i)какой\\s+конкретн.*склад",
+        "(?i)какой\\s+склад",
+        "(?i)конкретн.*товар",
+        "(?i)названи[ея]\\s+товар",
+        "(?i)категор",
+        "(?i)материал",
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "historical_inventory",
+        "date_followup",
+        "warehouse_not_required"
+      ]
+    }
+  ]
+}
diff --git a/docs/orchestration/address_truth_harness_phase102_debt_mirror_clean_scope_polarity.json b/docs/orchestration/address_truth_harness_phase102_debt_mirror_clean_scope_polarity.json
new file mode 100644
index 0000000..1093f8c
--- /dev/null
+++ b/docs/orchestration/address_truth_harness_phase102_debt_mirror_clean_scope_polarity.json
@@ -0,0 +1,207 @@
+{
+  "schema_version": "domain_truth_harness_spec_v1",
+  "scenario_id": "address_truth_harness_phase102_debt_mirror_clean_scope_polarity",
+  "domain": "address_phase102_debt_mirror_clean_scope_polarity",
+  "title": "Phase 102 debt mirror clean-scope polarity replay",
+  "description": "Focused semantic replay for the assistant-stage1-87gHJCwTI9 concern: mirrored 76.* settlement rows around Комитет государственных услуг must not look like the same clean debt in both directions. The assistant may disclose the mirrored/offset part, but the direct business answer must keep payables and receivables polarity clean.",
+  "bindings": {},
+  "steps": [
+    {
+      "step_id": "step_01_choose_company_scope",
+      "title": "Select Альтернатива Плюс as active organization",
+      "question": "Альтернатива Плюс",
+      "required_answer_patterns_all": [
+        "(?i)альтернатива плюс",
+        "(?i)зафиксир|работаем|организац"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "important",
+      "semantic_tags": [
+        "company_selected",
+        "organization_scope"
+      ]
+    },
+    {
+      "step_id": "step_02_clean_payables_today",
+      "title": "Clean payables root excludes mirrored settlement offset from direct answer",
+      "question": "мы кому реально должны денег на сегодня? коротко, чистый долг к оплате, без встречных обеспечений как основного долга",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation"
+      ],
+      "expected_intents": [
+        "payables_confirmed_as_of_date"
+      ],
+      "required_filters": {
+        "as_of_date": "{{runtime.today_iso}}",
+        "organization": "ООО Альтернатива Плюс"
+      },
+      "required_direct_answer_patterns_any": [
+        "(?i)долг к оплате|должны|кредитор|к оплате"
+      ],
+      "forbidden_direct_answer_patterns": [
+        "(?i)комитет.*3\\s*[\\.,]?\\s*677\\s*[\\.,]?\\s*454",
+        "(?i)3\\s*[\\.,]?\\s*677\\s*[\\.,]?\\s*454.*комитет"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "payables_snapshot",
+        "debt_mirror_clean_scope",
+        "direct_answer_first"
+      ]
+    },
+    {
+      "step_id": "step_03_committee_payable_is_not_clean_debt",
+      "title": "Committee payable check explains mirrored/offset nature instead of clean debt overclaim",
+      "question": "а Комитету государственных услуг мы реально должны эти 3,6 млн или это встречное обеспечение/зачет? объясни именно по смыслу долга",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)комитет",
+        "(?i)встречн|обеспеч|зач[её]т|исключ|не.*чист|не.*основн"
+      ],
+      "forbidden_direct_answer_patterns": [
+        "(?i)^.*мы\\s+должны.*комитет.*3\\s*[\\.,]?\\s*677\\s*[\\.,]?\\s*454",
+        "(?i)^.*комитет.*чист.*долг.*3\\s*[\\.,]?\\s*677\\s*[\\.,]?\\s*454"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "payables_counterparty_check",
+        "debt_mirror_clean_scope",
+        "polarity_honesty"
+      ]
+    },
+    {
+      "step_id": "step_04_committee_receivable_is_not_clean_debt",
+      "title": "Mirrored receivable question does not present the same amount as clean customer debt",
+      "question": "а нам Комитет государственных услуг тоже должен 3,6 млн? это же та же сумма — скажи честно, это дебиторка или встречная часть?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)комитет",
+        "(?i)встречн|обеспеч|зач[её]т|исключ|не.*чист|не.*основн|не.*дебитор"
+      ],
+      "forbidden_direct_answer_patterns": [
+        "(?i)^.*нам\\s+долж.*комитет.*3\\s*[\\.,]?\\s*677\\s*[\\.,]?\\s*454",
+        "(?i)^.*комитет.*чист.*дебитор.*3\\s*[\\.,]?\\s*677\\s*[\\.,]?\\s*454"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "receivables_counterparty_check",
+        "debt_mirror_clean_scope",
+        "polarity_honesty"
+      ]
+    },
+    {
+      "step_id": "step_05_clean_receivables_today",
+      "title": "Clean receivables root excludes mirrored settlement offset from direct answer",
+      "question": "тогда кто нам реально должен денег на сегодня? именно чистая дебиторка",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation"
+      ],
+      "expected_intents": [
+        "receivables_confirmed_as_of_date"
+      ],
+      "required_filters": {
+        "as_of_date": "{{runtime.today_iso}}",
+        "organization": "ООО Альтернатива Плюс"
+      },
+      "required_direct_answer_patterns_any": [
+        "(?i)нам должны|дебитор|задолж|долг"
+      ],
+      "forbidden_direct_answer_patterns": [
+        "(?i)комитет.*3\\s*[\\.,]?\\s*677\\s*[\\.,]?\\s*454",
+        "(?i)3\\s*[\\.,]?\\s*677\\s*[\\.,]?\\s*454.*комитет"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "receivables_snapshot",
+        "debt_mirror_clean_scope",
+        "direct_answer_first"
+      ]
+    },
+    {
+      "step_id": "step_06_payables_mirror_followup_keeps_clean_scope",
+      "title": "Short mirror follow-up returns clean payables again, not the mirrored Committee amount",
+      "question": "а мы кому?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation"
+      ],
+      "expected_intents": [
+        "payables_confirmed_as_of_date"
+      ],
+      "required_filters": {
+        "as_of_date": "{{runtime.today_iso}}",
+        "organization": "ООО Альтернатива Плюс"
+      },
+      "required_direct_answer_patterns_any": [
+        "(?i)долг к оплате|должны|кредитор|к оплате"
+      ],
+      "forbidden_direct_answer_patterns": [
+        "(?i)комитет.*3\\s*[\\.,]?\\s*677\\s*[\\.,]?\\s*454",
+        "(?i)3\\s*[\\.,]?\\s*677\\s*[\\.,]?\\s*454.*комитет"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "settlements_mirror_followup",
+        "payables_snapshot",
+        "debt_mirror_clean_scope"
+      ]
+    }
+  ]
+}
diff --git a/docs/orchestration/address_truth_harness_phase103_financial_role_purpose_arbitration.json b/docs/orchestration/address_truth_harness_phase103_financial_role_purpose_arbitration.json
new file mode 100644
index 0000000..a6c1b8c
--- /dev/null
+++ b/docs/orchestration/address_truth_harness_phase103_financial_role_purpose_arbitration.json
@@ -0,0 +1,176 @@
+{
+  "schema_version": "domain_truth_harness_spec_v1",
+  "scenario_id": "address_truth_harness_phase103_financial_role_purpose_arbitration",
+  "domain": "address_phase103_financial_role_purpose_arbitration",
+  "title": "Phase 103 financial role and purpose arbitration replay",
+  "description": "Focused semantic replay for the Open-World Schema/Primitive Discovery slice: bank-like counterparties must be explained through confirmed 1C operation/purpose evidence and must not contaminate ordinary customer, supplier, revenue, or procurement semantics. The replay starts with a bare organization choice and ends with a normal counterparty value-flow canary.",
+  "bindings": {},
+  "steps": [
+    {
+      "step_id": "step_01_choose_company_scope",
+      "title": "Bare organization choice binds active company scope",
+      "question": "Альтернатива Плюс",
+      "allowed_reply_types": [
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)фиксир|рабоч.*организац|контур",
+        "(?i)альтернатива"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)программ|продукт|услуг.*компан",
+        "(?i)не могу определить",
+        "(?i)route_candidate|primitive|planner_|catalog_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "bare_org_scope",
+        "phase102_canary"
+      ]
+    },
+    {
+      "step_id": "step_02_sberbank_role_purpose_summary",
+      "title": "Sberbank role is answered by operation and purpose evidence",
+      "question": "По СБЕРБАНКУ за 2020 покажи коротко: сколько денег входило и уходило, и что это по смыслу в 1С — клиентская выручка, поставщик, комиссия, кредит или другой финансовый поток?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)сбербанк|банк|финансов",
+        "(?i)вход|поступ|исход|списан|ушл",
+        "(?i)комисс|кредит|возврат|вид операц|назначен|договор",
+        "(?i)не.*обычн.*клиент|не.*обычн.*поставщик|не.*клиентск.*выручк|нельзя.*читать"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)обычный поставщик.*сбербанк",
+        "(?i)обычный клиент.*сбербанк",
+        "(?i)главный поставщик.*сбербанк",
+        "(?i)главный клиент.*сбербанк",
+        "(?i)route_candidate|primitive|planner_|catalog_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "financial_role_purpose",
+        "bank_like_counterparty",
+        "bank_operations_by_counterparty"
+      ]
+    },
+    {
+      "step_id": "step_03_sberbank_incoming_customer_boundary",
+      "title": "Incoming Sberbank money is not overclaimed as customer revenue",
+      "question": "Если СБЕРБАНК есть во входящих поступлениях, можно ли считать его нашим клиентом и выручкой? Скажи по подтвержденным строкам, без притягивания.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)сбербанк|банк",
+        "(?i)не.*клиент|не.*выручк|нельзя.*считать|не подтвержд",
+        "(?i)поступ|вид операц|договор|возврат|кредит|депозит|финансов"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)сбербанк.*обычный клиент",
+        "(?i)сбербанк.*клиентская выручка",
+        "(?i)точно.*выручка",
+        "(?i)route_candidate|primitive|planner_|catalog_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "bank_like_customer_boundary",
+        "customer_revenue_and_payments"
+      ]
+    },
+    {
+      "step_id": "step_04_sberbank_outgoing_supplier_boundary",
+      "title": "Outgoing Sberbank money is not overclaimed as supplier dependency",
+      "question": "А если деньги уходили в СБЕРБАНК, это наш поставщик или финансовые списания? Раздели по смыслу и покажи основание.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)сбербанк|банк",
+        "(?i)не.*поставщик|не.*обычн.*поставщик|финансов|банковск",
+        "(?i)комисс|назначен|вид операц|списан|договор"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)сбербанк.*обычный поставщик",
+        "(?i)главный поставщик.*сбербанк",
+        "(?i)точно.*закупк",
+        "(?i)route_candidate|primitive|planner_|catalog_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "bank_like_supplier_boundary",
+        "supplier_payouts_profile"
+      ]
+    },
+    {
+      "step_id": "step_05_business_overview_excludes_bank_role_overclaim",
+      "title": "Business overview keeps bank leaders out of ordinary operating role overclaim",
+      "question": "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_catalog_alignment_status": "selected_matches_top",
+      "expected_catalog_chain_top_match": "business_overview",
+      "expected_catalog_selected_matches_top": true,
+      "required_answer_patterns_all": [
+        "(?i)2020|компан|организац",
+        "(?i)вход|поступ|исход|списан|нетто",
+        "(?i)банк|сбербанк|финансов",
+        "(?i)не.*обычн.*клиент|не.*обычн.*поставщик|не.*выручк|не.*закупк|назначен"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)сбербанк.*обычный поставщик",
+        "(?i)сбербанк.*обычный клиент",
+        "(?i)чистая прибыль.*точно",
+        "(?i)route_candidate|primitive|planner_|catalog_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "business_overview",
+        "financial_role_purpose",
+        "bank_like_counterparty"
+      ]
+    },
+    {
+      "step_id": "step_06_svk_value_flow_canary_after_bank_context",
+      "title": "Normal counterparty net flow survives after bank-role context",
+      "question": "А теперь отдельно по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_catalog_alignment_status": "selected_matches_top",
+      "expected_catalog_chain_top_match": "value_flow_comparison",
+      "expected_catalog_selected_matches_top": true,
+      "required_answer_patterns_all": [
+        "(?i)свк|группа",
+        "(?i)2020",
+        "(?i)получ|вход|поступ",
+        "(?i)заплат|исход|списан",
+        "(?i)нетто|сальдо|разниц"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)сбербанк",
+        "(?i)уточните организац|какую компанию",
+        "(?i)route_candidate|primitive|planner_|catalog_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "counterparty_net_cash_flow",
+        "stale_scope_guard",
+        "canary"
+      ]
+    }
+  ]
+}
diff --git a/docs/orchestration/address_truth_harness_phase104_generic_role_tail_anchor_hygiene.json b/docs/orchestration/address_truth_harness_phase104_generic_role_tail_anchor_hygiene.json
new file mode 100644
index 0000000..07045c0
--- /dev/null
+++ b/docs/orchestration/address_truth_harness_phase104_generic_role_tail_anchor_hygiene.json
@@ -0,0 +1,138 @@
+{
+  "schema_version": "domain_truth_harness_spec_v1",
+  "scenario_id": "address_truth_harness_phase104_generic_role_tail_anchor_hygiene",
+  "domain": "address_phase104_generic_role_tail_anchor_hygiene",
+  "title": "Phase 104 generic role-tail anchor hygiene replay",
+  "description": "Focused semantic replay for the Open-World Schema/Primitive Discovery slice: broad company overview wording may mention ordinary customer/supplier roles as business semantics, but generic role tails such as 'или поставщик' must not become a counterparty anchor or poison later bank/counterparty drilldowns.",
+  "bindings": {},
+  "steps": [
+    {
+      "step_id": "step_01_choose_company_scope",
+      "title": "Bare organization choice binds active company scope",
+      "question": "Альтернатива Плюс",
+      "allowed_reply_types": [
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)фиксир|рабоч.*организац|контур",
+        "(?i)альтернатива"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)не могу определить",
+        "(?i)route_candidate|primitive|planner_|catalog_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "bare_org_scope",
+        "phase102_canary"
+      ]
+    },
+    {
+      "step_id": "step_02_business_overview_role_tail_not_counterparty",
+      "title": "Business overview role words do not become counterparty anchors",
+      "question": "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_catalog_alignment_status": "selected_matches_top",
+      "expected_catalog_chain_top_match": "business_overview",
+      "expected_catalog_selected_matches_top": true,
+      "forbidden_filter_keys": [
+        "counterparty"
+      ],
+      "forbidden_filter_values": {
+        "counterparty": [
+          "или поставщик",
+          "поставщик",
+          "клиент",
+          "обычный клиент",
+          "обычный клиент или поставщик"
+        ]
+      },
+      "required_answer_patterns_all": [
+        "(?i)2020|компан|организац",
+        "(?i)вход|поступ|исход|списан|нетто",
+        "(?i)банк|сбербанк|финансов",
+        "(?i)не.*обычн.*клиент|не.*обычн.*поставщик|не.*выручк|не.*закупк|назначен"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)сбербанк.*обычный поставщик",
+        "(?i)сбербанк.*обычный клиент",
+        "(?i)чистая прибыль.*точно",
+        "(?i)route_candidate|primitive|planner_|catalog_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "business_overview",
+        "generic_role_tail_anchor_hygiene",
+        "financial_role_purpose"
+      ]
+    },
+    {
+      "step_id": "step_03_sberbank_role_after_role_tail_overview",
+      "title": "Bank-role drilldown still resolves Sberbank after role-tail overview",
+      "question": "А отдельно по СБЕРБАНКУ: он для нас клиент, поставщик или финансовый поток? Дай коротко по подтвержденным строкам.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_filters": {
+        "counterparty": "СБЕРБАНК"
+      },
+      "required_answer_patterns_all": [
+        "(?i)сбербанк|банк",
+        "(?i)финансов|банковск|кредит|комисс|возврат|назначен|вид операц",
+        "(?i)не.*обычн.*клиент|не.*обычн.*поставщик|не.*клиентск.*выручк|нельзя.*читать"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)или поставщик",
+        "(?i)сбербанк.*обычный поставщик",
+        "(?i)сбербанк.*обычный клиент",
+        "(?i)route_candidate|primitive|planner_|catalog_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "bank_like_counterparty",
+        "financial_role_purpose",
+        "post_overview_anchor_integrity"
+      ]
+    },
+    {
+      "step_id": "step_04_real_supplier_prefix_still_keeps_counterparty",
+      "title": "Explicit supplier prefix still preserves a real counterparty",
+      "question": "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_catalog_alignment_status": "selected_matches_top",
+      "expected_catalog_chain_top_match": "value_flow",
+      "expected_catalog_selected_matches_top": true,
+      "required_filters": {
+        "counterparty": "Группа СВК"
+      },
+      "required_answer_patterns_all": [
+        "(?i)свк|группа",
+        "(?i)2020",
+        "(?i)заплат|исход|списан|получ|поступ|нетто|смысл"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)или поставщик",
+        "(?i)сбербанк",
+        "(?i)уточните организац|какую компанию",
+        "(?i)route_candidate|primitive|planner_|catalog_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "counterparty_net_cash_flow",
+        "supplier_prefix_canary",
+        "stale_scope_guard"
+      ]
+    }
+  ]
+}
diff --git a/docs/orchestration/address_truth_harness_phase105_mixed_schema_primitive_closure.json b/docs/orchestration/address_truth_harness_phase105_mixed_schema_primitive_closure.json
new file mode 100644
index 0000000..979788e
--- /dev/null
+++ b/docs/orchestration/address_truth_harness_phase105_mixed_schema_primitive_closure.json
@@ -0,0 +1,429 @@
+{
+  "schema_version": "domain_truth_harness_spec_v1",
+  "scenario_id": "address_truth_harness_phase105_mixed_schema_primitive_closure",
+  "domain": "address_phase105_mixed_schema_primitive_closure",
+  "title": "Phase 105 mixed schema/primitive closure replay",
+  "description": "A broad live semantic replay for the Open-World Schema/Primitive Discovery module. It intentionally crosses old and new seams: inventory root clarification, historical inventory carryover, business overview role-tail hygiene, bank role/purpose boundaries, supplier payout wording, bidirectional value-flow, clean debt polarity, VAT continuity, and cash-flow-vs-profit answer shape.",
+  "bindings": {},
+  "steps": [
+    {
+      "step_id": "step_01_inventory_root_requires_company_only",
+      "title": "Broad inventory root uses resolved organization and does not ask for warehouse",
+      "question": "кайф - что там на складе по остаткам?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_intents": [
+        "inventory_on_hand_as_of_date"
+      ],
+      "required_filters": {
+        "as_of_date": "{{runtime.today_iso}}",
+        "organization": "ООО Альтернатива Плюс"
+      },
+      "forbidden_filter_keys": [
+        "warehouse",
+        "item",
+        "category",
+        "counterparty"
+      ],
+      "required_direct_answer_patterns_any": [
+        "(?i)на складе|остат",
+        "{{runtime.today_dot_regex}}"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)какой\\s+конкретн.*склад",
+        "(?i)какой\\s+склад",
+        "(?i)конкретн.*товар",
+        "(?i)названи[ея]\\s+товар",
+        "(?i)категор",
+        "(?i)материал",
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "inventory_root",
+        "resolved_organization_scope",
+        "warehouse_not_required"
+      ]
+    },
+    {
+      "step_id": "step_02_redundant_company_choice_scope_ack",
+      "title": "Redundant company choice only updates organization scope",
+      "question": "АЛЬТЕРНАТИВА",
+      "allowed_reply_types": [
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "forbidden_filter_keys": [
+        "warehouse",
+        "item",
+        "counterparty",
+        "category"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)альтернатива плюс",
+        "(?i)фиксир|организац|контур|компан"
+      ],
+      "forbidden_direct_answer_patterns": [
+        "(?i)уточните организацию",
+        "(?i)какой\\s+конкретн.*склад",
+        "(?i)какой\\s+склад",
+        "(?i)конкретн.*товар",
+        "(?i)названи[ея]\\s+товар",
+        "(?i)категор",
+        "(?i)материал",
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "redundant_scope_selection",
+        "organization_scope",
+        "warehouse_not_required"
+      ]
+    },
+    {
+      "step_id": "step_03_historical_inventory_meta",
+      "title": "Historical inventory capability follow-up stays human",
+      "question": "а исторические остатки на другие даты умеешь?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation"
+      ],
+      "required_answer_patterns_any": [
+        "(?i)историческ|история",
+        "(?i)могу|умею"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)какой\\s+конкретн.*склад",
+        "(?i)какой\\s+склад",
+        "(?i)конкретн.*товар",
+        "(?i)названи[ея]\\s+товар",
+        "(?i)категор",
+        "(?i)материал",
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "important",
+      "semantic_tags": [
+        "inventory_capability_meta",
+        "warehouse_not_required"
+      ]
+    },
+    {
+      "step_id": "step_04_inventory_june_2017_followup",
+      "title": "Month-only follow-up keeps inventory contour and selected organization",
+      "question": "давай на июнь 2017",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_intents": [
+        "inventory_on_hand_as_of_date"
+      ],
+      "required_filters": {
+        "as_of_date": "2017-06-30",
+        "period_from": "2017-06-01",
+        "period_to": "2017-06-30",
+        "organization": "ООО Альтернатива Плюс"
+      },
+      "forbidden_filter_keys": [
+        "warehouse",
+        "item",
+        "category"
+      ],
+      "required_direct_answer_patterns_any": [
+        "30\\.06\\.2017",
+        "(?i)на складе|остат"
+      ],
+      "forbidden_direct_answer_patterns": [
+        "(?i)уточните организацию",
+        "(?i)какой\\s+конкретн.*склад",
+        "(?i)какой\\s+склад",
+        "(?i)конкретн.*товар",
+        "(?i)названи[ея]\\s+товар",
+        "(?i)категор",
+        "(?i)материал",
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "historical_inventory",
+        "date_followup",
+        "warehouse_not_required"
+      ]
+    },
+    {
+      "step_id": "step_05_business_overview_role_tail_hygiene",
+      "title": "Business overview keeps role-tail words out of counterparty filters",
+      "question": "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_catalog_alignment_status": "selected_matches_top",
+      "expected_catalog_chain_top_match": "business_overview",
+      "expected_catalog_selected_matches_top": true,
+      "forbidden_filter_keys": [
+        "counterparty"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)2020|компан|организац",
+        "(?i)вход|поступ|исход|списан|нетто",
+        "(?i)банк|сбербанк|финансов",
+        "(?i)не.*обычн.*клиент|не.*обычн.*поставщик|не.*выручк|не.*закупк|назначен"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)сбербанк.*обычный поставщик",
+        "(?i)сбербанк.*обычный клиент",
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "business_overview",
+        "generic_role_tail_anchor_hygiene"
+      ]
+    },
+    {
+      "step_id": "step_06_sberbank_role_after_overview",
+      "title": "Sberbank role drilldown stays on bank-operation evidence",
+      "question": "А отдельно по СБЕРБАНКУ: он для нас клиент, поставщик или финансовый поток? Дай коротко по подтвержденным строкам.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_filters": {
+        "counterparty": "СБЕРБАНК"
+      },
+      "required_answer_patterns_all": [
+        "(?i)сбербанк|банк",
+        "(?i)финансов|банковск|кредит|комисс|возврат|назначен|вид операц",
+        "(?i)не.*обычн.*клиент|не.*обычн.*поставщик|не.*клиентск.*выручк|нельзя.*читать"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)или поставщик",
+        "(?i)сбербанк.*обычный поставщик",
+        "(?i)сбербанк.*обычный клиент",
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "bank_like_counterparty",
+        "financial_role_purpose"
+      ]
+    },
+    {
+      "step_id": "step_07_supplier_payment_wording",
+      "title": "Supplier payment wording routes as supplier payout, not population",
+      "question": "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_intents": [
+        "supplier_payouts_profile"
+      ],
+      "expected_catalog_alignment_status": "selected_matches_top",
+      "expected_catalog_chain_top_match": "value_flow",
+      "expected_catalog_selected_matches_top": true,
+      "required_answer_patterns_all": [
+        "(?i)свк|группа",
+        "(?i)2020",
+        "(?i)заплат|исход|списан|платеж|платёж|денежн|смысл"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)или поставщик",
+        "(?i)сбербанк",
+        "(?i)уточните организац|какую компанию",
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "supplier_prefix_canary",
+        "value_flow"
+      ]
+    },
+    {
+      "step_id": "step_08_svk_bidirectional_value_flow",
+      "title": "Normal counterparty bidirectional value flow survives after supplier-only ask",
+      "question": "А теперь по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_catalog_alignment_status": "selected_matches_top",
+      "expected_catalog_chain_top_match": "value_flow_comparison",
+      "expected_catalog_selected_matches_top": true,
+      "required_answer_patterns_all": [
+        "(?i)свк",
+        "(?i)2020",
+        "(?i)получ|вход|поступ",
+        "(?i)заплат|исход|списан",
+        "(?i)нетто|сальдо|разниц"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)сбербанк",
+        "(?i)уточните организац|какую компанию",
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "counterparty_net_cash_flow",
+        "stale_scope_guard"
+      ]
+    },
+    {
+      "step_id": "step_09_clean_payables_scope",
+      "title": "Clean payables question keeps organization scope and debt polarity",
+      "question": "кому мы должны на конец 2020?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_intents": [
+        "payables_confirmed_as_of_date"
+      ],
+      "required_filters": {
+        "as_of_date": "2020-12-31",
+        "organization": "ООО Альтернатива Плюс"
+      },
+      "forbidden_filter_keys": [
+        "counterparty"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)должн|кредитор|кредиторск|поставщик|обязательств",
+        "(?i)2020|31\\.12\\.2020|конец"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)нам должны.*мы должны",
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "debt_polarity",
+        "payables"
+      ]
+    },
+    {
+      "step_id": "step_10_clean_receivables_scope",
+      "title": "Mirror receivables follow-up switches polarity cleanly",
+      "question": "а нам кто должен на конец 2020?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_intents": [
+        "receivables_confirmed_as_of_date"
+      ],
+      "required_filters": {
+        "as_of_date": "2020-12-31",
+        "organization": "ООО Альтернатива Плюс"
+      },
+      "forbidden_filter_keys": [
+        "counterparty"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)нам.*долж|дебитор|дебиторск|покупател|заказчик",
+        "(?i)2020|31\\.12\\.2020|конец"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)мы должны.*нам должны",
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "debt_polarity",
+        "receivables"
+      ]
+    },
+    {
+      "step_id": "step_11_vat_tax_period_continuity",
+      "title": "VAT tax-period exact question survives after debt/value-flow pivots",
+      "question": "сколько НДС надо заплатить в налоговую за декабрь 2019?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_intents": [
+        "vat_liability_confirmed_for_tax_period"
+      ],
+      "required_filters": {
+        "period_from": "2019-10-01",
+        "period_to": "2019-12-31",
+        "organization": "ООО Альтернатива Плюс"
+      },
+      "required_answer_patterns_all": [
+        "(?i)ндс",
+        "(?i)декабр|2019",
+        "(?i)налог|заплат|уплат|к уплате|не найден"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "vat_continuity",
+        "tax_period"
+      ]
+    },
+    {
+      "step_id": "step_12_earnings_wording_to_business_overview",
+      "title": "Organization earnings slang routes to business overview, not customer ranking",
+      "question": "скока денег альтернатива заработала за 20 год?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "expected_catalog_alignment_status": "selected_matches_top",
+      "expected_catalog_chain_top_match": "business_overview",
+      "expected_catalog_selected_matches_top": true,
+      "required_answer_patterns_all": [
+        "(?i)альтернатива|компан|организац",
+        "(?i)2020",
+        "(?i)поступ|вход|денег|заработ",
+        "(?i)не.*прибыл|не.*чист"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "business_overview",
+        "earnings_wording"
+      ]
+    },
+    {
+      "step_id": "step_13_profit_followup_boundary",
+      "title": "Profit follow-up distinguishes cash-flow net from clean profit",
+      "question": "а это чистая прибыль?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)не.*чист.*прибыл|не.*является.*прибыл|это.*не.*прибыл",
+        "(?i)поступ|денежн|cash|нетто|расход|себестоим|закрытие"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)это чистая прибыль",
+        "(?i)точно.*прибыл",
+        "(?i)route_candidate|primitive|planner_|snapshot_items|answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "profit_boundary",
+        "business_overview_followup"
+      ]
+    }
+  ]
+}
diff --git a/docs/orchestration/address_truth_harness_phase99_large_query_budget_continuation.json b/docs/orchestration/address_truth_harness_phase99_large_query_budget_continuation.json
new file mode 100644
index 0000000..71db079
--- /dev/null
+++ b/docs/orchestration/address_truth_harness_phase99_large_query_budget_continuation.json
@@ -0,0 +1,144 @@
+{
+  "schema_version": "domain_truth_harness_spec_v1",
+  "scenario_id": "address_truth_harness_phase99_large_query_budget_continuation",
+  "domain": "address_phase99_large_query_budget_continuation",
+  "title": "Phase 99 large-query budget and continuation policy replay",
+  "description": "Focused semantic replay for explicit-year large business questions: the assistant should use chunked 1C evidence where available, answer direct-first, avoid fake profit claims, keep bank/counterparty boundaries, and not collapse into row-limit refusal wording when yearly money coverage can be recovered.",
+  "bindings": {},
+  "steps": [
+    {
+      "step_id": "step_01_year_business_overview_uses_chunked_money_evidence",
+      "title": "Explicit-year business overview gives direct money summary without row-limit refusal",
+      "question": "Дай взрослый бизнес-обзор ООО Альтернатива Плюс за 2020: входящие, исходящие, нетто, кто основные источники денег и где важные ограничения.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)альтернатива",
+        "(?i)2020",
+        "(?i)входящ|поступлен",
+        "(?i)исходящ|списан|платеж",
+        "(?i)нетто|денежн",
+        "(?i)прибыл|не.*прибыл|не.*бухгалтерск"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)уп[её]р.*лимит",
+        "(?i)лимит выборки",
+        "(?i)лимит строк",
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)catalog_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "business_overview",
+        "large_query_budget",
+        "direct_answer_first"
+      ]
+    },
+    {
+      "step_id": "step_02_followup_profit_boundary_stays_short",
+      "title": "Follow-up keeps cash-flow versus profit boundary",
+      "question": "То есть это можно считать прибылью за 2020 или нет? Коротко.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)нет|нельзя|не стоит",
+        "(?i)прибыл",
+        "(?i)денежн|поступлен|поток",
+        "(?i)себестоим|расход|финрезультат|бухгалтерск"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)catalog_",
+        "(?i)snapshot_items",
+        "(?i)answer_object"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "profit_boundary",
+        "followup_directness",
+        "business_language"
+      ]
+    },
+    {
+      "step_id": "step_03_top_money_source_keeps_bank_boundary",
+      "title": "Top money source keeps bank boundary after broad overview",
+      "question": "А кто за 2020 принес больше всего денег, и если там банк, не называй его обычным клиентом.",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)2020",
+        "(?i)деньг|поступлен|входящ",
+        "(?i)сбербанк|банк|финансов|не.*обычн|не.*клиент"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)сбербанк.*обычн.*клиент",
+        "(?i)сбербанк.*главн.*клиент",
+        "(?i)уп[её]р.*лимит",
+        "(?i)лимит выборки",
+        "(?i)лимит строк",
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)catalog_"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "financial_counterparty_flow_hint",
+        "large_query_budget",
+        "context_continuity"
+      ]
+    },
+    {
+      "step_id": "step_04_supplier_dependency_uses_checked_outgoing_scope",
+      "title": "Supplier-dependency question uses checked outgoing scope and avoids hard audit overclaim",
+      "question": "По исходящим за 2020 есть зависимость от одного поставщика или это только денежная концентрация?",
+      "allowed_reply_types": [
+        "factual",
+        "factual_with_explanation",
+        "partial_coverage"
+      ],
+      "required_answer_patterns_all": [
+        "(?i)2020",
+        "(?i)исходящ|платеж|списан",
+        "(?i)поставщик|получател|концентрац",
+        "(?i)не.*аудит|не.*полный|не.*надежност|не.*качество"
+      ],
+      "forbidden_answer_patterns": [
+        "(?i)сбербанк.*обычн.*поставщик",
+        "(?i)сбербанк.*главн.*поставщик",
+        "(?i)уп[её]р.*лимит",
+        "(?i)лимит выборки",
+        "(?i)лимит строк",
+        "(?i)\\bMCP\\b",
+        "(?i)route_candidate",
+        "(?i)primitive",
+        "(?i)planner_",
+        "(?i)catalog_"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "vendor_risk_procurement_quality",
+        "large_query_budget",
+        "business_language"
+      ]
+    }
+  ]
+}
diff --git a/llm_normalizer/backend/dist/services/addressFilterExtractor.js b/llm_normalizer/backend/dist/services/addressFilterExtractor.js
index dca64c7..dbd6145 100644
--- a/llm_normalizer/backend/dist/services/addressFilterExtractor.js
+++ b/llm_normalizer/backend/dist/services/addressFilterExtractor.js
@@ -715,6 +715,33 @@ function isLowQualityCounterpartyAnchorValue(rawValue) {
     const isLowQualityTimeToken = (token) => lowQualityTimeTokens.has(token) ||
         /^(?:январ|феврал|март|апрел|ма(?:й|я|е)|июн|июл|август|сентябр|октябр|ноябр|декабр)/iu.test(token);
     const lowQualityGenericTokens = new Set([
+        "или",
+        "обычный",
+        "обычная",
+        "обычное",
+        "обычные",
+        "обычного",
+        "обычному",
+        "обычным",
+        "контрагент",
+        "контрагента",
+        "контрагенту",
+        "клиент",
+        "клиента",
+        "клиенту",
+        "клиентом",
+        "клиенты",
+        "поставщик",
+        "поставщика",
+        "поставщику",
+        "поставщиком",
+        "поставщики",
+        "покупатель",
+        "покупателя",
+        "покупателю",
+        "заказчик",
+        "заказчика",
+        "заказчику",
         "деньги",
         "денег",
         "деньгам",
@@ -1240,6 +1267,10 @@ function isLowQualityWarehouseAnchorValue(rawValue) {
         "лежали",
         "на",
         "по",
+        "остатка",
+        "остаткам",
+        "остатками",
+        "остатков",
         "компания",
         "компании",
         "компанию",
@@ -1320,7 +1351,7 @@ function extractInventoryWarehouseAnchor(text) {
             isLowQualityWarehouseAnchorValue(candidate) ||
             normalizedCandidate.startsWith("по состоянию") ||
             isTemporalWarehousePhrase(candidate) ||
-            /^(?:сейчас|на|дату|дате|остаток|остатки)$/iu.test(candidate)) {
+            /^(?:сейчас|на|дату|дате|остат(?:ок|ки|ка|кам|ками|ков)|по\s+остат(?:кам|ки|ку|ка|ков))$/iu.test(candidate)) {
             continue;
         }
         return candidate;
diff --git a/llm_normalizer/backend/dist/services/addressIntentResolver.js b/llm_normalizer/backend/dist/services/addressIntentResolver.js
index e9bc132..525dd91 100644
--- a/llm_normalizer/backend/dist/services/addressIntentResolver.js
+++ b/llm_normalizer/backend/dist/services/addressIntentResolver.js
@@ -1865,7 +1865,9 @@ function resolveUnicodeAddressIntentBridge(text) {
     }
     if (/(?:поставщик|vendor|supplier|кому\s+(?:ушло|платили|заплатили)|выплат|исходящ|списан|сгрузил)/iu.test(normalized) &&
         !/(?:аванс.*(?:не\s+)?закрыт|закрыт.*аванс)/iu.test(normalized) &&
-        (hasMoneyCue || hasRankingCue || /плат[её]ж|оплат|выплат|outflow|payout|хвост|задержк|проблем/iu.test(normalized))) {
+        (hasMoneyCue ||
+            hasRankingCue ||
+            /заплат|платил|платили|уплат|плат[её]ж|оплат|выплат|outflow|payout|хвост|задержк|проблем/iu.test(normalized))) {
         return unicodeBridgeResolution(/(?:хвост|задержк|проблем)/iu.test(normalized) ? "list_payables_counterparties" : "supplier_payouts_profile", "high", /(?:хвост|задержк|проблем)/iu.test(normalized)
             ? "supplier_tail_risk_signal_detected"
             : "unicode_supplier_payouts_bridge_signal_detected");
@@ -2003,7 +2005,7 @@ function resolveUnicodeAddressIntentBridge(text) {
         return unicodeBridgeResolution("contract_usage_and_value", "high", "unicode_contract_usage_value_bridge_signal_detected");
     }
     if (/(?:поставщик|vendor|supplier|кому\s+(?:ушло|платили|заплатили)|выплат|исходящ|списан|сгрузил)/iu.test(normalized) &&
-        (hasMoneyCue || hasRankingCue || /плат[её]ж|оплат|выплат|outflow|payout/iu.test(normalized))) {
+        (hasMoneyCue || hasRankingCue || /заплат|платил|платили|уплат|плат[её]ж|оплат|выплат|outflow|payout/iu.test(normalized))) {
         return unicodeBridgeResolution("supplier_payouts_profile", "high", "unicode_supplier_payouts_bridge_signal_detected");
     }
     if ((/(?:клиент|покупател|заказчик|контрагент|альтернатива|свк)/iu.test(normalized) || hasRankingCue) &&
diff --git a/llm_normalizer/backend/dist/services/address_runtime/composeStage.js b/llm_normalizer/backend/dist/services/address_runtime/composeStage.js
index aa13e40..343bfe3 100644
--- a/llm_normalizer/backend/dist/services/address_runtime/composeStage.js
+++ b/llm_normalizer/backend/dist/services/address_runtime/composeStage.js
@@ -306,8 +306,43 @@ function bankOperationDirectionLabel(direction) {
     }
     return "банковская операция без надежно распознанного направления";
 }
-function bankOperationEvidenceLine(rows) {
-    const sample = rows[0];
+function summarizeBankOperationDirections(rows) {
+    const summary = {
+        incoming: { count: 0, amount: 0 },
+        outgoing: { count: 0, amount: 0 },
+        unknown: { count: 0, amount: 0 }
+    };
+    for (const row of rows) {
+        const direction = bankOperationDirection(row);
+        const amount = typeof row.amount === "number" && Number.isFinite(row.amount) ? Math.abs(row.amount) : 0;
+        summary[direction].count += 1;
+        summary[direction].amount += amount;
+    }
+    const parts = [];
+    if (summary.incoming.count > 0) {
+        parts.push(`входящие: ${formatMoneyRub(summary.incoming.amount)} (${summary.incoming.count} строк)`);
+    }
+    if (summary.outgoing.count > 0) {
+        parts.push(`исходящие: ${formatMoneyRub(summary.outgoing.amount)} (${summary.outgoing.count} строк)`);
+    }
+    if (summary.unknown.count > 0) {
+        parts.push(`без распознанного направления: ${formatMoneyRub(summary.unknown.amount)} (${summary.unknown.count} строк)`);
+    }
+    return parts.length > 0
+        ? `Сводка по направлению: ${parts.join("; ")}.`
+        : "Сводка по направлению: подтвержденные строки не найдены.";
+}
+function preferredBankEvidenceDirection(userMessage) {
+    if (hasBankIncomingRoleBoundaryQuestion(userMessage)) {
+        return "incoming";
+    }
+    if (hasBankOutgoingRoleBoundaryQuestion(userMessage)) {
+        return "outgoing";
+    }
+    return null;
+}
+function bankOperationEvidenceLine(rows, preferredDirection = null) {
+    const sample = (preferredDirection ? rows.find((row) => bankOperationDirection(row) === preferredDirection) : null) ?? rows[0];
     if (!sample) {
         return "Проверенная строка 1С не найдена.";
     }
@@ -341,12 +376,12 @@ function bankRoleBoundaryLine(userMessage, rows) {
     const hasOutgoingRow = directions.includes("outgoing");
     if (incomingBoundary) {
         return hasIncomingRow
-            ? "Выручкой от обычного клиента это не называю автоматически: для банка/финорганизации нужен вид операции, назначение платежа и договор; кредитный, депозитный или возвратный смысл без этих полей не исключаю и не притягиваю."
+            ? "Это не обычный клиент и не клиентская выручка автоматически: для банка/финорганизации нужен вид операции, назначение платежа и договор; кредитный, депозитный или возвратный смысл без этих полей не исключаю и не притягиваю."
             : hasOutgoingRow
-                ? "В найденных строках по банку подтверждено исходящее списание, а входящее поступление от банка в этом срезе не подтверждено; клиентскую выручку, кредит или депозит по этой строке не доказываю."
-                : "Входящее поступление от банка в найденных строках не подтверждено; клиентскую выручку, кредитный или депозитный смысл без вида операции/назначения платежа не доказываю.";
+                ? "В найденных строках по банку подтверждено исходящее списание, а входящее поступление от банка в этом срезе не подтверждено; это не подтвержденная клиентская выручка, кредит или депозит."
+                : "Входящее поступление от банка в найденных строках не подтверждено; это не подтвержденная клиентская выручка, кредитный или депозитный смысл.";
     }
-    return "Обычным поставщиком это не называю автоматически: для банка/финорганизации нужен вид операции, назначение платежа и договор; текущий срез подтверждает банковский платежный контур, а не бизнес-роль поставщика.";
+    return "Это не обычный поставщик автоматически: для банка/финорганизации нужен вид операции, назначение платежа и договор; текущий срез подтверждает банковский платежный контур, а не бизнес-роль поставщика.";
 }
 function hasInventoryPurchaseDateActionFocus(userMessage) {
     const text = normalizeQuestionText(userMessage);
@@ -3896,23 +3931,34 @@ function composeFactualReplyBody(intent, rows, options = {}) {
             .filter((item) => Boolean(item)));
         const counterparty = resolvePreferredCounterpartyDisplayLabel(options.counterpartyHint, rowCounterparties);
         const roleBoundary = bankRoleBoundaryLine(options.userMessage, rows);
+        const visibleRows = rows.slice(0, Math.min(rows.length, 5));
         const lines = [
             `Коротко: найдено банковских операций${counterparty ? ` по ${counterparty}` : " по контрагенту"} — ${rows.length}.`,
+            summarizeBankOperationDirections(rows),
             roleBoundary ?? "Показываю подтвержденные банковские операции из текущего среза.",
-            bankOperationEvidenceLine(rows),
-            ...formatTopRows(rows, rows.length)
+            bankOperationEvidenceLine(rows, preferredBankEvidenceDirection(options.userMessage)),
+            ...formatTopRows(visibleRows, visibleRows.length)
         ];
+        if (rows.length > visibleRows.length) {
+            lines.push(`Показаны первые ${visibleRows.length} из ${rows.length}; полный список остается в подтвержденном срезе.`);
+        }
         return {
             responseType: "FACTUAL_LIST",
             text: lines.join("\n")
         };
     }
     if (intent === "bank_operations_by_contract") {
+        const visibleRows = rows.slice(0, Math.min(rows.length, 5));
         const lines = [
             `Коротко: найдено банковских операций по договору — ${rows.length}.`,
+            summarizeBankOperationDirections(rows),
             "Показываю подтвержденные банковские операции из текущего среза.",
-            ...formatTopRows(rows, rows.length)
+            bankOperationEvidenceLine(rows),
+            ...formatTopRows(visibleRows, visibleRows.length)
         ];
+        if (rows.length > visibleRows.length) {
+            lines.push(`Показаны первые ${visibleRows.length} из ${rows.length}; полный список остается в подтвержденном срезе.`);
+        }
         return {
             responseType: "FACTUAL_LIST",
             text: lines.join("\n")
diff --git a/llm_normalizer/backend/dist/services/address_runtime/decomposeStage.js b/llm_normalizer/backend/dist/services/address_runtime/decomposeStage.js
index 8e4f3e9..0be93c3 100644
--- a/llm_normalizer/backend/dist/services/address_runtime/decomposeStage.js
+++ b/llm_normalizer/backend/dist/services/address_runtime/decomposeStage.js
@@ -139,6 +139,7 @@ const FOLLOWUP_LOW_QUALITY_COUNTERPARTY_TOKENS = new Set([
     "что",
     "все",
     "всё",
+    "или",
     "кроме",
     "помимо",
     "этого",
@@ -157,6 +158,30 @@ const FOLLOWUP_LOW_QUALITY_COUNTERPARTY_TOKENS = new Set([
     "договора",
     "контрагент",
     "контрагента",
+    "контрагенту",
+    "клиент",
+    "клиента",
+    "клиенту",
+    "клиентом",
+    "клиенты",
+    "поставщик",
+    "поставщика",
+    "поставщику",
+    "поставщиком",
+    "поставщики",
+    "покупатель",
+    "покупателя",
+    "покупателю",
+    "заказчик",
+    "заказчика",
+    "заказчику",
+    "обычный",
+    "обычная",
+    "обычное",
+    "обычные",
+    "обычного",
+    "обычному",
+    "обычным",
     "еще",
     "ещё",
     "другие",
@@ -654,6 +679,19 @@ function hasBroadCounterpartyRankingCue(text) {
     }
     return /(?:\bкто\b|\bкакие\b|\bкакой\b|\bтоп\b|\bсписок\b|\bвсе\b|\bвсех\b|\bвсего\b|\bclients?\b|\bcounterpart(?:y|ies)\b|контрагент|клиент|заказчик)/iu.test(normalized);
 }
+function isBroadDebtPolarityQuestion(intent, text) {
+    if (intent !== "payables_confirmed_as_of_date" && intent !== "receivables_confirmed_as_of_date") {
+        return false;
+    }
+    const normalized = textWithRepairedVariant(String(text ?? "")).toLowerCase().replace(/ё/g, "е");
+    if (!/(?:долж|задолж|дебитор|кредитор|обязательств)/iu.test(normalized)) {
+        return false;
+    }
+    if (/(?:по\s+(?:нему|ней|ним|этому|этой|этому\s+контрагенту|этой\s+компании|поставщику|клиенту|покупателю|заказчику)|\bон\b|\bона\b)/iu.test(normalized)) {
+        return false;
+    }
+    return /(?:^|[\s,.;:!?()\-])(?:кто|кому|какие|какой|список|топ|все|всех|всего)(?=$|[\s,.;:!?()\-])/iu.test(normalized);
+}
 function mergeFollowupFilters(current, intent, userMessage, followupContext) {
     const merged = { ...current };
     const reasons = [];
@@ -823,10 +861,15 @@ function mergeFollowupFilters(current, intent, userMessage, followupContext) {
         const inheritedCounterparty = previousCounterparty ??
             (followupContext.previous_anchor_type === "counterparty" ? previousAnchorValue : null);
         const currentCounterparty = toNonEmptyString(merged.counterparty);
-        const shouldInheritCounterparty = !currentCounterparty ||
-            (Boolean(inheritedCounterparty) &&
-                isLowQualityCounterpartyAnchor(currentCounterparty) &&
-                !isLowQualityCounterpartyAnchor(inheritedCounterparty));
+        const suppressCounterpartyForBroadDebtQuestion = isBroadDebtPolarityQuestion(intent, userMessage) && !currentCounterparty;
+        const shouldInheritCounterparty = !suppressCounterpartyForBroadDebtQuestion &&
+            (!currentCounterparty ||
+                (Boolean(inheritedCounterparty) &&
+                    isLowQualityCounterpartyAnchor(currentCounterparty) &&
+                    !isLowQualityCounterpartyAnchor(inheritedCounterparty)));
+        if (inheritedCounterparty && suppressCounterpartyForBroadDebtQuestion) {
+            reasons.push("counterparty_carryover_suppressed_for_broad_debt_polarity_question");
+        }
         if (inheritedCounterparty && shouldInheritCounterparty) {
             merged.counterparty = inheritedCounterparty;
             reasons.push(currentCounterparty ? "counterparty_replaced_from_followup_context" : "counterparty_from_followup_context");
diff --git a/llm_normalizer/backend/dist/services/assistantAddressAttemptRuntimeAdapter.js b/llm_normalizer/backend/dist/services/assistantAddressAttemptRuntimeAdapter.js
index f76f99d..5958f1f 100644
--- a/llm_normalizer/backend/dist/services/assistantAddressAttemptRuntimeAdapter.js
+++ b/llm_normalizer/backend/dist/services/assistantAddressAttemptRuntimeAdapter.js
@@ -69,6 +69,7 @@ async function runAssistantAddressAttemptRuntime(input) {
             hasLivingChatSignal: input.hasLivingChatSignal,
             shouldEmitOrganizationSelectionReply: input.shouldEmitOrganizationSelectionReply,
             hasAssistantCapabilityQuestionSignal: input.hasAssistantCapabilityQuestionSignal,
+            resolveOrganizationSelectionFromMessage: input.resolveOrganizationSelectionFromMessage,
             resolveDataScopeProbe: input.resolveDataScopeProbe,
             applyScriptGuard: input.applyScriptGuard,
             applyGroundingGuard: input.applyGroundingGuard,
diff --git a/llm_normalizer/backend/dist/services/assistantLivingChatAttemptInputBuilder.js b/llm_normalizer/backend/dist/services/assistantLivingChatAttemptInputBuilder.js
index 030c0ba..2e4bf7f 100644
--- a/llm_normalizer/backend/dist/services/assistantLivingChatAttemptInputBuilder.js
+++ b/llm_normalizer/backend/dist/services/assistantLivingChatAttemptInputBuilder.js
@@ -26,6 +26,7 @@ function buildAssistantLivingChatAttemptRuntimeInput(input) {
         hasLivingChatSignal: input.hasLivingChatSignal,
         shouldEmitOrganizationSelectionReply: input.shouldEmitOrganizationSelectionReply,
         hasAssistantCapabilityQuestionSignal: input.hasAssistantCapabilityQuestionSignal,
+        resolveOrganizationSelectionFromMessage: input.resolveOrganizationSelectionFromMessage,
         resolveDataScopeProbe: input.resolveDataScopeProbe,
         applyScriptGuard: input.applyScriptGuard,
         applyGroundingGuard: input.applyGroundingGuard,
diff --git a/llm_normalizer/backend/dist/services/assistantLivingChatAttemptRuntimeAdapter.js b/llm_normalizer/backend/dist/services/assistantLivingChatAttemptRuntimeAdapter.js
index 79a31eb..67bb1c3 100644
--- a/llm_normalizer/backend/dist/services/assistantLivingChatAttemptRuntimeAdapter.js
+++ b/llm_normalizer/backend/dist/services/assistantLivingChatAttemptRuntimeAdapter.js
@@ -41,6 +41,7 @@ async function runAssistantLivingChatAttemptRuntime(input) {
         hasLivingChatSignal: input.hasLivingChatSignal,
         shouldEmitOrganizationSelectionReply: input.shouldEmitOrganizationSelectionReply,
         hasAssistantCapabilityQuestionSignal: input.hasAssistantCapabilityQuestionSignal,
+        resolveOrganizationSelectionFromMessage: input.resolveOrganizationSelectionFromMessage,
         resolveDataScopeProbe: input.resolveDataScopeProbe,
         executeLlmChat,
         applyScriptGuard: input.applyScriptGuard,
diff --git a/llm_normalizer/backend/dist/services/assistantLivingChatAttemptRuntimeInputBuilder.js b/llm_normalizer/backend/dist/services/assistantLivingChatAttemptRuntimeInputBuilder.js
index 4215072..525300c 100644
--- a/llm_normalizer/backend/dist/services/assistantLivingChatAttemptRuntimeInputBuilder.js
+++ b/llm_normalizer/backend/dist/services/assistantLivingChatAttemptRuntimeInputBuilder.js
@@ -36,6 +36,7 @@ function buildAssistantLivingChatHandlerRuntimeInput(input) {
         hasLivingChatSignal: input.hasLivingChatSignal,
         shouldEmitOrganizationSelectionReply: input.shouldEmitOrganizationSelectionReply,
         hasAssistantCapabilityQuestionSignal: input.hasAssistantCapabilityQuestionSignal,
+        resolveOrganizationSelectionFromMessage: input.resolveOrganizationSelectionFromMessage,
         resolveDataScopeProbe: input.resolveDataScopeProbe,
         executeLlmChat: input.executeLlmChat,
         applyScriptGuard: input.applyScriptGuard,
diff --git a/llm_normalizer/backend/dist/services/assistantLivingChatHandlerRuntimeAdapter.js b/llm_normalizer/backend/dist/services/assistantLivingChatHandlerRuntimeAdapter.js
index 0fe990c..3b2361d 100644
--- a/llm_normalizer/backend/dist/services/assistantLivingChatHandlerRuntimeAdapter.js
+++ b/llm_normalizer/backend/dist/services/assistantLivingChatHandlerRuntimeAdapter.js
@@ -26,6 +26,7 @@ async function tryHandleAssistantLivingChatRuntime(input) {
             hasLivingChatSignal: input.hasLivingChatSignal,
             shouldEmitOrganizationSelectionReply: input.shouldEmitOrganizationSelectionReply,
             hasAssistantCapabilityQuestionSignal: input.hasAssistantCapabilityQuestionSignal,
+            resolveOrganizationSelectionFromMessage: input.resolveOrganizationSelectionFromMessage,
             resolveDataScopeProbe: input.resolveDataScopeProbe,
             executeLlmChat: input.executeLlmChat,
             applyScriptGuard: input.applyScriptGuard,
diff --git a/llm_normalizer/backend/dist/services/assistantLivingChatRuntimeAdapter.js b/llm_normalizer/backend/dist/services/assistantLivingChatRuntimeAdapter.js
index c040a77..b048186 100644
--- a/llm_normalizer/backend/dist/services/assistantLivingChatRuntimeAdapter.js
+++ b/llm_normalizer/backend/dist/services/assistantLivingChatRuntimeAdapter.js
@@ -11,6 +11,34 @@ function hasPriorAssistantTurn(items) {
     }
     return items.some((item) => item && typeof item === "object" && item.role === "assistant");
 }
+function shouldProbeBareOrganizationScopeCandidate(input) {
+    if (input.selectedOrganization ||
+        input.activeOrganization ||
+        input.dataScopeMetaQuery ||
+        input.capabilityMetaQuery ||
+        input.destructiveSignal ||
+        input.dangerSignal ||
+        input.operationalSignal) {
+        return false;
+    }
+    const raw = String(input.userMessage ?? "").trim();
+    if (!raw || raw.length > 80 || /[?!]/u.test(raw) || /\d/u.test(raw) || !/\p{L}/u.test(raw)) {
+        return false;
+    }
+    const tokenCount = raw.split(/\s+/u).filter(Boolean).length;
+    if (tokenCount < 1 || tokenCount > 5) {
+        return false;
+    }
+    const normalized = raw
+        .toLowerCase()
+        .replace(/\u0451/gu, "\u0435")
+        .replace(/\s+/gu, " ")
+        .trim();
+    if (/^(?:\u043f\u0440\u0438\u0432\u0435\u0442|\u0437\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439|\u0437\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435|\u0434\u0430|\u043d\u0435\u0442|\u043e\u043a|\u043e\u043a\u0435\u0439|\u0441\u043f\u0430\u0441\u0438\u0431\u043e|\u043f\u043e\u043a\u0430|\u0433\u043e|\u0434\u0430\u043b\u044c\u0448\u0435|\u043f\u043e\u043d\u044f\u043b|\u043f\u043e\u043d\u044f\u043b\u0430)(?:\s|$)/iu.test(normalized)) {
+        return false;
+    }
+    return !/(?:\u0441\u043a\u043e\u043b\u044c\u043a\u043e|\u043f\u043e\u043a\u0430\u0436\u0438|\u0434\u0430\u0439|\u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0438|\u0447\u0442\u043e|\u043a\u0430\u043a|\u0433\u0434\u0435|\u043a\u043e\u0433\u0434\u0430|\u043f\u043e\u0447\u0435\u043c\u0443|\u0437\u0430\u0447\u0435\u043c|\u043c\u043e\u0436\u0435\u0448\u044c|\u0443\u043c\u0435\u0435\u0448\u044c|\u043d\u0430\u0434\u043e|\u043d\u0443\u0436\u043d\u043e|\u0445\u043e\u0447\u0443|\u043e\u0441\u0442\u0430\u0442\u043a|\u043d\u0434\u0441|\u0434\u043e\u043b\u0433|\u0434\u0435\u0431\u0438\u0442\u043e\u0440|\u043a\u0440\u0435\u0434\u0438\u0442\u043e\u0440|\u0441\u043a\u043b\u0430\u0434|\u0442\u043e\u0432\u0430\u0440|\u043a\u043e\u043d\u0442\u0440\u0430\u0433\u0435\u043d\u0442|\u043e\u0431\u043e\u0440\u043e\u0442|\u0432\u044b\u0440\u0443\u0447\u043a|\u043f\u0440\u0438\u0431\u044b\u043b)/iu.test(normalized);
+}
 function buildDeterministicSmalltalkLeadReply() {
     return "\u041f\u0440\u0438\u0432\u0435\u0442! \u0412\u0441\u0451 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e.";
 }
@@ -80,6 +108,8 @@ async function runAssistantLivingChatRuntime(input) {
     let livingChatGroundingGuardApplied = false;
     let livingChatGroundingGuardReason = null;
     let livingChatProactiveScopeOfferApplied = false;
+    let livingChatBareScopeProbeAttempted = false;
+    let livingChatBareScopeProbeMatchedOrganization = null;
     const continuityActiveOrganization = organizationAuthority.continuityActiveOrganization;
     let knownOrganizations = [...organizationAuthority.knownOrganizations];
     let selectedOrganization = organizationAuthority.selectedOrganization;
@@ -101,6 +131,29 @@ async function runAssistantLivingChatRuntime(input) {
     const lastGroundedInventoryAddressDebug = memoryRecapContext.lastGroundedInventoryAddressDebug;
     const lastMemoryAddressDebug = memoryRecapContext.lastMemoryAddressDebug;
     const lastAnswerInspectionAddressDebug = memoryRecapContext.lastAnswerInspectionAddressDebug;
+    if (shouldProbeBareOrganizationScopeCandidate({
+        userMessage,
+        selectedOrganization,
+        activeOrganization,
+        dataScopeMetaQuery,
+        capabilityMetaQuery,
+        destructiveSignal,
+        dangerSignal,
+        operationalSignal
+    })) {
+        dataScopeProbe = await input.resolveDataScopeProbe();
+        livingChatBareScopeProbeAttempted = true;
+        knownOrganizations = input.mergeKnownOrganizations([
+            ...knownOrganizations,
+            ...(Array.isArray(dataScopeProbe?.organizations) ? dataScopeProbe.organizations : [])
+        ]);
+        const probedOrganization = input.resolveOrganizationSelectionFromMessage(userMessage, knownOrganizations);
+        if (probedOrganization) {
+            selectedOrganization = probedOrganization;
+            activeOrganization = probedOrganization;
+            livingChatBareScopeProbeMatchedOrganization = probedOrganization;
+        }
+    }
     if (capabilityMetaQuery && (destructiveSignal || dangerSignal)) {
         chatText = input.buildAssistantSafetyRefusalReply();
         livingChatSource = "deterministic_safety_refusal";
@@ -302,6 +355,8 @@ async function runAssistantLivingChatRuntime(input) {
         living_chat_grounding_guard_applied: livingChatGroundingGuardApplied,
         living_chat_grounding_guard_reason: livingChatGroundingGuardReason,
         living_chat_proactive_scope_offer_applied: livingChatProactiveScopeOfferApplied,
+        living_chat_bare_scope_probe_attempted: livingChatBareScopeProbeAttempted,
+        living_chat_bare_scope_probe_matched_organization: livingChatBareScopeProbeMatchedOrganization,
         living_chat_data_scope_probe_status: dataScopeProbe?.status ?? null,
         living_chat_data_scope_probe_channel: dataScopeProbe?.channel ?? null,
         living_chat_data_scope_probe_org_count: Array.isArray(dataScopeProbe?.organizations)
diff --git a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryAnswerAdapter.js b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryAnswerAdapter.js
index e955ec8..5a7e81c 100644
--- a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryAnswerAdapter.js
+++ b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryAnswerAdapter.js
@@ -505,7 +505,7 @@ function businessOverviewOutgoingLeaderLine(overview) {
 function businessOverviewSupplierBoundaryBasis(overview) {
     const leader = overview.top_suppliers?.[0] ?? null;
     if (!leader) {
-        return "есть только общий срез исходящих платежей без надежного vendor-risk профиля";
+        return "есть только общий срез исходящих платежей без надежного профиля поставщицкого риска";
     }
     const share = percentText(leader.total_amount, overview.outgoing_supplier_payout.total_amount);
     if (isFinancialInstitutionBucket(leader)) {
@@ -540,9 +540,9 @@ function businessOverviewHeadlineMetricsLine(overview) {
             ? `минус ${inlineBusinessOverviewAmount(result.final_result_amount_human_ru)}`
             : inlineBusinessOverviewAmount(result.final_result_amount_human_ru);
         const margin = result.net_margin_to_revenue_pct === null
-            ? "маржа к выручке 90.01 не рассчитана"
-            : `маржа к выручке 90.01 ${result.net_margin_to_revenue_pct}%`;
-        parts.push(`${direction} 90/91/99 ${amount}; ${margin}`);
+            ? "маржа к подтвержденной выручке не рассчитана"
+            : `маржа к подтвержденной выручке ${result.net_margin_to_revenue_pct}%`;
+        parts.push(`${direction} по закрытию счетов 90/91/99 ${amount}; ${margin}`);
     }
     const strongestIncomingYear = businessOverviewStrongestIncomingYear(overview);
     if (strongestIncomingYear) {
@@ -551,7 +551,7 @@ function businessOverviewHeadlineMetricsLine(overview) {
     return parts.length > 0
         ? overview.accounting_financial_result
             ? `${parts.join("; ")}. Финрезультат ограничен найденными строками 1С и не является внешним аудитом или юридически подтвержденной отчетностью`
-            : `${parts.join("; ")}. Это operating-flow proxy по найденным строкам, не бухгалтерская прибыль и не финрезультат`
+            : `${parts.join("; ")}. Это операционный денежный сигнал по найденным строкам, не бухгалтерская прибыль и не финрезультат`
         : null;
 }
 function businessOverviewAccountingFinancialResultText(overview) {
@@ -568,12 +568,12 @@ function businessOverviewAccountingFinancialResultText(overview) {
         ? `минус ${result.final_result_amount_human_ru}`
         : result.final_result_amount_human_ru;
     const marginText = result.net_margin_to_revenue_pct === null
-        ? "маржа к выручке 90.01 не рассчитана"
-        : `маржа к выручке 90.01 ${result.net_margin_to_revenue_pct}%`;
+        ? "маржа к подтвержденной выручке не рассчитана"
+        : `маржа к подтвержденной выручке ${result.net_margin_to_revenue_pct}%`;
     const basis = result.final_transfer_basis === "account_99_to_84_period_close"
         ? "по закрытию 99 на 84"
         : "по закрытию 90/91 на 99";
-    return `По бухгалтерскому маршруту 90/91/99 за ${result.period_scope} подтвержден ${direction}: ${signedAmount}; ${marginText}. Основа: ${basis}, ${result.period_close_rows_with_amount} строк(и) закрытия периода с суммой. Это учетный финрезультат по найденным строкам 1С, не внешний аудит и не юридически подтвержденная отчетность.`;
+    return `Нет: денежное операционное нетто не стоит считать чистой прибылью. Отдельно по закрытию счетов 90/91/99 в 1С за ${result.period_scope} подтвержден ${direction}: ${signedAmount}; ${marginText}. Основа: ${basis}, ${result.period_close_rows_with_amount} строк(и) закрытия периода с суммой. Это учетный финрезультат по найденным строкам 1С, не внешний аудит и не юридически подтвержденная отчетность.`;
 }
 function businessOverviewDebtDueDateAgingText(overview) {
     const aging = overview.debt_due_date_aging;
@@ -637,12 +637,12 @@ function businessOverviewVendorProcurementQualityText(overview) {
             ? ` Договорный профиль: используется ${quality.used_contracts} договоров.`
             : ` Договорный профиль: используется ${quality.used_contracts}/${quality.total_contracts} договоров${quality.used_contract_share_pct === null ? "" : ` (${quality.used_contract_share_pct}%)`}.`;
     if (quality.evidence_status === "financial_institution_leads_outgoing_cash") {
-        return `Проверенный procurement-concentration route за ${period}: крупнейший получатель исходящих денег ${topName}${topShare}${topAmount}, всего исходящих платежей ${total}. По названию это банк/финансовая организация, поэтому зависимость от обычного поставщика этим не подтверждается.${financialFlowHintTextRuFromBucket(top)}${nonFinancialText}${contractText} Надежность поставщиков, качество поставок, назначение каждого платежа и полная структура расходов этим маршрутом не доказаны.`;
+        return `Проверка концентрации закупок/исходящих платежей за ${period}: крупнейший получатель исходящих денег ${topName}${topShare}${topAmount}, всего исходящих платежей ${total}. По названию это банк/финансовая организация, поэтому зависимость от обычного поставщика этим не подтверждается.${financialFlowHintTextRuFromBucket(top)}${nonFinancialText}${contractText} Надежность поставщиков, качество поставок, назначение каждого платежа и полная структура расходов этим срезом не доказаны.`;
     }
     if (quality.evidence_status === "reviewed_procurement_concentration") {
-        return `Проверенный procurement-concentration route за ${period}: крупнейший поставщик/получатель исходящих платежей ${topName}${topShare}${topAmount}, всего исходящих платежей ${total}.${contractText} Это проверенный сигнал концентрации закупок/исходящих платежей, но не аудит надежности поставщика, качества поставок и полной структуры расходов.`;
+        return `Проверка концентрации закупок/исходящих платежей за ${period}: крупнейший поставщик/получатель исходящих платежей ${topName}${topShare}${topAmount}, всего исходящих платежей ${total}.${contractText} Это проверенный сигнал концентрации закупок/исходящих платежей, но не аудит надежности поставщика, качества поставок и полной структуры расходов.`;
     }
-    return `Procurement-concentration route за ${period} отработал по исходящим платежам на ${total}, но надежной небанковской концентрации поставщика по найденным строкам не хватает.${contractText} Полный vendor-risk аудит не подтвержден.`;
+    return `Проверка концентрации закупок/исходящих платежей за ${period} нашла исходящие платежи на ${total}, но надежной небанковской концентрации поставщика по найденным строкам не хватает.${contractText} Полный аудит поставщицкого риска не подтвержден.`;
 }
 function businessOverviewInventoryQualityEventsText(overview) {
     const quality = overview.inventory_quality_events;
@@ -684,7 +684,7 @@ function headlineFor(mode, pilot) {
             if (accountingFinancialResultText) {
                 return accountingFinancialResultText;
             }
-            return "Нельзя точно подтвердить чистую прибыль и маржу по текущему срезу 1С; есть только bounded operating-flow/trading-margin proxy, не P&L и не бухгалтерский финрезультат.";
+            return "Нельзя точно подтвердить чистую прибыль и маржу по текущему срезу 1С; есть только ограниченный операционный денежный/товарный сигнал, а не полный отчет о прибыли и не бухгалтерский финрезультат.";
         }
         if (isDebtDueDateBoundaryTurn(pilot)) {
             const dueDateText = businessOverviewDebtDueDateAgingText(overview);
@@ -1375,6 +1375,10 @@ function derivedBusinessOverviewConfirmedLines(pilot) {
     if (overview.yearly_breakdown?.length) {
         lines.push(`Годовая раскладка операционного денежного потока построена по подтвержденным строкам 1С за ${yearCountHumanRu(overview.yearly_breakdown.length)}.`);
     }
+    if (overview.incoming_customer_revenue.coverage_recovered_by_period_chunking ||
+        overview.outgoing_supplier_payout.coverage_recovered_by_period_chunking) {
+        lines.push("Денежное покрытие бизнес-обзора за год восстановлено через помесячные 1С-проверки, а не только через широкий общий запрос.");
+    }
     if (overview.activity_period) {
         lines.push(`Окно подтвержденной активности в 1С: ${overview.activity_period.first_activity_date} — ${overview.activity_period.latest_activity_date}; ориентировочно ${overview.activity_period.duration_human_ru}.`);
     }
@@ -1536,7 +1540,7 @@ function businessOverviewSupplierConcentrationLine(overview) {
         return `${base}. По названию это банк/финансовая организация, поэтому это не доказательство зависимости от обычного поставщика без проверки назначения платежа/договора.${nonFinancial ? ` Крупнейший небанковский получатель исходящих денег: ${rankedBucketAmountLabel(nonFinancial)}.` : ""}`;
     }
     return share
-        ? `Концентрация исходящего потока: крупнейший подтвержденный поставщик/получатель исходящих платежей ${leader.axis_value} держит около ${share} проверенных исходящих платежей (${leader.total_amount_human_ru}). Это сигнал procurement concentration по найденным строкам, а не полный vendor-risk аудит или структура всех расходов.`
+        ? `Концентрация исходящего потока: крупнейший подтвержденный поставщик/получатель исходящих платежей ${leader.axis_value} держит около ${share} проверенных исходящих платежей (${leader.total_amount_human_ru}). Это сигнал концентрации закупок/исходящих платежей по найденным строкам, а не полный аудит поставщицкого риска или структура всех расходов.`
         : `Крупнейший подтвержденный поставщик/получатель исходящих платежей в проверенном срезе: ${leader.axis_value} — ${leader.total_amount_human_ru}.`;
 }
 function businessOverviewYearlyOperatingLine(overview) {
@@ -1561,7 +1565,7 @@ function businessOverviewYearlyOperatingLine(overview) {
             : `нетто в плюс ${strongestNetYear.net_amount_human_ru}`;
         parts.push(`лучший год по расчетному операционному нетто ${strongestNetYear.year_bucket}: ${netText}`);
     }
-    return `Годовая динамика по проверенным строкам: ${parts.join("; ")}. Это operating-flow proxy, не бухгалтерская прибыль и не финрезультат.`;
+    return `Годовая динамика по проверенным строкам: ${parts.join("; ")}. Это операционный денежный сигнал, не бухгалтерская прибыль и не финрезультат.`;
 }
 function businessOverviewRiskSynthesisLine(overview) {
     const signals = [];
@@ -1587,9 +1591,9 @@ function businessOverviewRiskSynthesisLine(overview) {
                 ? "учетный убыток"
                 : "нулевой учетный финрезультат";
         const marginText = result.net_margin_to_revenue_pct === null
-            ? "маржа к выручке 90.01 не рассчитана"
-            : `маржа к выручке 90.01 ${result.net_margin_to_revenue_pct}%`;
-        signals.push(`${direction} 90/91/99 ${result.final_result_amount_human_ru}, ${marginText}`);
+            ? "маржа к подтвержденной выручке не рассчитана"
+            : `маржа к подтвержденной выручке ${result.net_margin_to_revenue_pct}%`;
+        signals.push(`${direction} по закрытию счетов 90/91/99 ${result.final_result_amount_human_ru}, ${marginText}`);
     }
     if (overview.debt_position) {
         const debtDirection = overview.debt_position.net_debt_position_direction === "net_receivable"
diff --git a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPilotExecutor.js b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPilotExecutor.js
index 5860977..c656e3a 100644
--- a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPilotExecutor.js
+++ b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPilotExecutor.js
@@ -3584,6 +3584,10 @@ function buildBusinessOverviewConfirmedFacts(derived) {
     if (derived.yearly_breakdown.length > 0) {
         facts.push(`Годовая раскладка операционного денежного потока построена по подтвержденным строкам 1С за ${yearCountHumanRu(derived.yearly_breakdown.length)}.`);
     }
+    if (derived.incoming_customer_revenue.coverage_recovered_by_period_chunking ||
+        derived.outgoing_supplier_payout.coverage_recovered_by_period_chunking) {
+        facts.push("Денежное покрытие бизнес-обзора за год восстановлено через помесячные 1С-проверки, а не только через широкий общий запрос.");
+    }
     if (derived.activity_period) {
         facts.push(`Подтвержденное окно активности в 1С: ${derived.activity_period.first_activity_date} — ${derived.activity_period.latest_activity_date}.`);
     }
@@ -3820,7 +3824,7 @@ function buildBusinessOverviewUnknownFacts(derived) {
             : null
     ].filter((item) => Boolean(item));
     if (derived?.coverage_limited_by_probe_limit) {
-        unknowns.unshift("Полное покрытие бизнес-обзора не подтверждено: хотя бы один денежный probe достиг лимита строк.");
+        unknowns.unshift("Полное покрытие бизнес-обзора не подтверждено: хотя бы один денежный запрос достиг верхней границы выборки.");
     }
     return unknowns;
 }
@@ -4735,6 +4739,12 @@ async function executeAssistantMcpDiscoveryPilot(planner, deps = DEFAULT_DEPS) {
                 if (!incomingResult?.error || !outgoingResult?.error) {
                     pushReason(reasonCodes, "pilot_business_overview_query_movements_mcp_executed");
                 }
+                if (incomingResult?.coverage_recovered_by_period_chunking) {
+                    pushReason(reasonCodes, "pilot_business_overview_incoming_monthly_period_chunking_recovered_coverage");
+                }
+                if (outgoingResult?.coverage_recovered_by_period_chunking) {
+                    pushReason(reasonCodes, "pilot_business_overview_outgoing_monthly_period_chunking_recovered_coverage");
+                }
                 if (taxResult?.error) {
                     pushUnique(queryLimitations, taxResult.error);
                     pushReason(reasonCodes, "pilot_business_overview_tax_query_mcp_error");
diff --git a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPlanner.js b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPlanner.js
index e08fdb9..2c7ac9e 100644
--- a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPlanner.js
+++ b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryPlanner.js
@@ -5,6 +5,7 @@ exports.planAssistantMcpDiscovery = planAssistantMcpDiscovery;
 const assistantMcpDiscoveryPolicy_1 = require("./assistantMcpDiscoveryPolicy");
 const assistantMcpCatalogIndex_1 = require("./assistantMcpCatalogIndex");
 exports.ASSISTANT_MCP_DISCOVERY_PLANNER_SCHEMA_VERSION = "assistant_mcp_discovery_planner_v1";
+const CHUNKED_COVERAGE_PROBE_BUDGET = 30;
 function toNonEmptyString(value) {
     if (value === null || value === undefined) {
         return null;
@@ -385,12 +386,14 @@ function budgetOverrideFor(input, recipe) {
         (recipe.semanticDataNeed === "counterparty value-flow evidence" ||
             recipe.semanticDataNeed === "bidirectional value-flow comparison evidence" ||
             recipe.semanticDataNeed === "ranked value-flow evidence");
-    if (!isValueFlowRecipe) {
+    const isBusinessOverviewRecipe = recipe.primitives.includes("query_movements") &&
+        recipe.chainId === "business_overview";
+    if (!isValueFlowRecipe && !isBusinessOverviewRecipe) {
         return {};
     }
     if (requestedAggregationAxis === "month" || isYearDateScope(meaning)) {
         return {
-            maxProbeCount: 30
+            maxProbeCount: CHUNKED_COVERAGE_PROBE_BUDGET
         };
     }
     return {};
diff --git a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponseCandidate.js b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponseCandidate.js
index e1e8f04..07cd323 100644
--- a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponseCandidate.js
+++ b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponseCandidate.js
@@ -403,8 +403,9 @@ function businessOverviewCoverageLimitLine(overview) {
     if (outgoing?.coverage_limited_by_probe_limit === true) {
         limited.push("исходящие");
     }
+    const continuation = "Если нужен полный сквозной ответ, безопасный следующий шаг — выбрать конкретный год или квартал для дозапроса: тогда широкий срез можно собрать частями без выдачи непроверенного итога.";
     return limited.length > 0
-        ? `Важно: по направлению ${limited.join(" и ")} проверка достигла лимита строк; это расширенный проверенный срез найденных строк, но не гарантия полного бухгалтерского оборота без отдельной полной выгрузки.`
+        ? `Важно: по направлению ${limited.join(" и ")} проверка достигла лимита строк; это расширенный проверенный срез найденных строк, но не гарантия полного бухгалтерского оборота без отдельной полной выгрузки. ${continuation}`
         : null;
 }
 function joinBusinessReplyLines(lines) {
@@ -560,6 +561,8 @@ function bidirectionalNetLabel(direction) {
     return "нетто в нашу сторону";
 }
 function buildCompactBidirectionalValueFlowReply(entryPoint, draft) {
+    const turnInput = toRecordObject(entryPoint.turn_input);
+    const turnMeaning = toRecordObject(turnInput?.turn_meaning_ref);
     const bridge = toRecordObject(entryPoint.bridge);
     const pilot = toRecordObject(bridge?.pilot);
     const flow = toRecordObject(pilot?.derived_bidirectional_value_flow);
@@ -574,7 +577,13 @@ function buildCompactBidirectionalValueFlowReply(entryPoint, draft) {
     if (!incomingAmount && !outgoingAmount && !netAmount) {
         return null;
     }
-    const counterparty = toNonEmptyString(flow.counterparty) ?? "запрошенному контрагенту";
+    const counterparty = toNonEmptyString(flow.counterparty);
+    const organizationScope = toNonEmptyString(turnMeaning?.explicit_organization_scope);
+    const subjectLead = counterparty
+        ? `по контрагенту ${counterparty}`
+        : organizationScope
+            ? `по компании ${organizationScope}`
+            : "по выбранному контуру";
     const period = toNonEmptyString(flow.period_scope);
     const periodText = period ? ` за период ${period}` : " в проверенном окне";
     const incomingRows = sideRowsText(incoming);
@@ -583,7 +592,7 @@ function buildCompactBidirectionalValueFlowReply(entryPoint, draft) {
     const outgoingDates = sideDateText(outgoing);
     const netLabel = bidirectionalNetLabel(flow.net_direction);
     const lines = [
-        `Коротко: по контрагенту ${counterparty}${periodText} по найденным строкам 1С получили ${incomingAmount ?? "0 руб."}, заплатили ${outgoingAmount ?? "0 руб."}; расчетное ${netLabel}: ${sentenceAmount(netAmount) ?? netAmount ?? "0 руб."}.`
+        `Коротко: ${subjectLead}${periodText} по найденным строкам 1С получили ${incomingAmount ?? "0 руб."}, заплатили ${outgoingAmount ?? "0 руб."}; расчетное ${netLabel}: ${sentenceAmount(netAmount) ?? netAmount ?? "0 руб."}.`
     ];
     const basis = [];
     if (incomingRows) {
@@ -771,7 +780,7 @@ function buildCompactBusinessOverviewReply(entryPoint, draft) {
                     ? `минус ${amount}`
                     : amount
                 : "сумма не распознана";
-            lines.push(`Коротко: по бухгалтерскому маршруту 90/91/99 за ${periodScope} подтвержден ${directionText}: ${amountText}${marginPct ? `; маржа к выручке 90.01 ${marginPct}` : "; маржа к выручке 90.01 не рассчитана"}.`);
+            lines.push(`Коротко: нет, денежное операционное нетто не стоит считать чистой прибылью. Отдельно по закрытию счетов 90/91/99 в 1С за ${periodScope} подтвержден ${directionText}: ${amountText}${marginPct ? `; маржа к подтвержденной выручке ${marginPct}` : "; маржа к подтвержденной выручке не рассчитана"}.`);
             lines.push("Это учетный финрезультат по найденным строкам закрытия периода в 1С, а не внешний аудит и не юридически подтвержденная отчетность.");
             return joinBusinessReplyLines(lines);
         }
@@ -779,7 +788,7 @@ function buildCompactBusinessOverviewReply(entryPoint, draft) {
         const cleanHeadline = headline?.replace(/^Коротко:\s*/iu, "").trim();
         lines.push(cleanHeadline
             ? `Коротко: ${localizeLine(cleanHeadline)}`
-            : "Коротко: нельзя точно подтвердить чистую прибыль и маржу по текущему срезу 1С; есть только bounded operating-flow/trading-margin proxy, не P&L и не бухгалтерский финансовый результат.");
+            : "Коротко: нельзя точно подтвердить чистую прибыль и маржу по текущему срезу 1С; есть только ограниченный операционный денежный/товарный сигнал, а не полный отчет о прибыли и не бухгалтерский финансовый результат.");
         const boundaryLines = userFacingLines([
             ...toStringList(draft.confirmed_lines),
             ...toStringList(draft.inference_lines),
@@ -790,7 +799,7 @@ function buildCompactBusinessOverviewReply(entryPoint, draft) {
         if (boundaryLines.length > 0) {
             lines.push(...boundaryLines.map(localizeLine));
         }
-        lines.push("Для точного P&L нужны отдельный маршрут по себестоимости, расходам, закрытию периода и финрезультату; текущий proxy нельзя выдавать за подтвержденную чистую прибыль или маржу.");
+        lines.push("Для точного отчета о прибыли нужны отдельная проверка себестоимости, расходов, закрытия периода и финрезультата; текущий ограниченный сигнал нельзя выдавать за подтвержденную чистую прибыль или маржу.");
         if (limitLine) {
             lines.push(limitLine);
         }
@@ -890,7 +899,7 @@ function buildCompactBusinessOverviewReply(entryPoint, draft) {
                 : `крупнейший подтвержденный поставщик/получатель исходящих платежей: ${topSupplier}`
             : outgoingAmount
                 ? `исходящие платежи/закупочный поток в проверенном срезе: ${outgoingAmount}`
-                : "есть только ограниченный срез исходящих платежей без полного vendor-risk профиля";
+                : "есть только ограниченный срез исходящих платежей без полного профиля поставщицкого риска";
         const proxyLabel = topSupplierLooksFinancial
             ? "сигнал концентрации исходящих денег"
             : "сигнал концентрации закупок/исходящих платежей";
@@ -925,7 +934,7 @@ function buildCompactBusinessOverviewReply(entryPoint, draft) {
     if (crossScopeExecutiveSummary && separateSubject && previousCounterpartySummary && (incomingAmount || outgoingAmount || netAmount)) {
         lines.push(`Коротко: по компании ${organizationScope ?? "в выбранном контуре"} ${period} подтвержден денежный срез: получили ${incomingAmount ?? "0 руб."}, исходящие платежи/списания ${outgoingAmount ?? "0 руб."}, ${netDirection} ${sentenceAmount(netAmount) ?? netAmount ?? "0 руб."}${previousCounterpartySummary.lead}; можно утверждать только эти подтвержденные срезы, нельзя называть это чистой прибылью, полным оборотом или доказанной ролью главного клиента/поставщика.`);
         lines.push(previousCounterpartySummary.line);
-        lines.push(`Можно утверждать: по компании подтвержден operating-flow proxy по найденным строкам 1С; по ${separateSubject} отдельно подтверждены входящие/исходящие строки, расчетное нетто и документы из предыдущего контрагентского среза.`);
+        lines.push(`Можно утверждать: по компании подтвержден операционный денежный сигнал по найденным строкам 1С; по ${separateSubject} отдельно подтверждены входящие/исходящие строки, расчетное нетто и документы из предыдущего контрагентского среза.`);
         lines.push(`Нельзя утверждать: это не чистая прибыль, не полный бухгалтерский оборот вне проверенного окна и не доказательство, что ${separateSubject} является главным клиентом или поставщиком как бизнес-роль.`);
         if (limitLine) {
             lines.push(limitLine);
@@ -962,7 +971,7 @@ function buildCompactBusinessOverviewReply(entryPoint, draft) {
     }
     else if (incomingAmount || outgoingAmount || netAmount) {
         lines.push(`Коротко: ${organizationPrefix}${period} по подтвержденным строкам 1С получили ${incomingAmount ?? "0 руб."}; исходящие платежи/списания ${outgoingAmount ?? "0 руб."}; ${netDirection} ${sentenceAmount(netAmount) ?? netAmount ?? "0 руб"}${topCustomerLead}${topSupplierLead}${roleBoundaryLead}${separateSubjectLead}.`);
-        lines.push('Метод: "заработали" здесь считаю как денежный operating-flow proxy по 1С; это не чистая прибыль и не финрезультат.');
+        lines.push('Метод: "заработали" здесь считаю как операционный денежный показатель по 1С; это не чистая прибыль и не финрезультат.');
         if (!directMoneyAnswer && customerName && customerAmount) {
             lines.push(topCustomerLooksFinancial
                 ? `Крупнейший входящий денежный источник в этом срезе: ${customerName} — ${sentenceAmount(customerAmount) ?? customerAmount}. По названию это банк/финансовая организация, поэтому без назначения платежа не называю это клиентской выручкой.${nonFinancialCustomer ? ` Крупнейший небанковский входящий контрагент: ${nonFinancialCustomer}.` : ""}`
diff --git a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponsePolicy.js b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponsePolicy.js
index f102680..2300503 100644
--- a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponsePolicy.js
+++ b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponsePolicy.js
@@ -317,6 +317,34 @@ function hasExactValueFlowReplyForBusinessOverviewDirectMoneyNeed(input, entryPo
         hasConfirmedAddressExecution(input) &&
         hasBusinessOverviewDirectMoneyClarification(entryPoint));
 }
+function hasExactBankOperationsAddressReply(input, entryPoint) {
+    if (!isDiscoveryReadyAddressCandidate(input, entryPoint)) {
+        return false;
+    }
+    if (!hasEffectivelyFactualAddressReply(input)) {
+        return false;
+    }
+    const source = String(input.currentReplySource ?? input.livingChatSource ?? "").trim().toLowerCase();
+    if (source !== "address_query_runtime_v1" && source !== "address_exact" && source !== "address_lane") {
+        return false;
+    }
+    const detectedIntent = toNonEmptyString(input.addressRuntimeMeta?.detected_intent);
+    const selectedRecipe = toNonEmptyString(input.addressRuntimeMeta?.selected_recipe);
+    const isBankIntent = detectedIntent === "bank_operations_by_counterparty" || detectedIntent === "bank_operations_by_contract";
+    const isBankRecipe = selectedRecipe === "address_bank_operations_by_counterparty_v1" ||
+        selectedRecipe === "address_bank_operations_by_contract_v1";
+    if (!isBankIntent || !isBankRecipe) {
+        return false;
+    }
+    const grounding = toRecordObject(input.addressRuntimeMeta?.answer_grounding_check);
+    const groundingStatus = toNonEmptyString(grounding?.status);
+    const mcpCallStatus = toNonEmptyString(input.addressRuntimeMeta?.mcp_call_status);
+    const routeMode = toNonEmptyString(input.addressRuntimeMeta?.capability_route_mode);
+    return Boolean(mcpCallStatus === "matched_non_empty" ||
+        groundingStatus === "grounded" ||
+        routeMode === "exact" ||
+        hasFullConfirmedTruth(input));
+}
 function hasValueFlowActionConflictWithDiscoveryTurnMeaning(input, entryPoint) {
     if (!isDiscoveryReadyAddressCandidate(input, entryPoint)) {
         return false;
@@ -330,6 +358,9 @@ function hasValueFlowActionConflictWithDiscoveryTurnMeaning(input, entryPoint) {
     if (askedDomain !== "counterparty_value") {
         return false;
     }
+    if (hasExactBankOperationsAddressReply(input, entryPoint)) {
+        return false;
+    }
     const detectedIntent = toNonEmptyString(input.addressRuntimeMeta?.detected_intent);
     if (askedAction === "payout") {
         return detectedIntent !== "supplier_payouts_profile";
@@ -470,6 +501,9 @@ function hasSemanticConflictWithDiscoveryTurnMeaning(input, entryPoint) {
     if (hasRuntimeMatchedExactReply(input, entryPoint)) {
         return false;
     }
+    if (hasExactBankOperationsAddressReply(input, entryPoint)) {
+        return false;
+    }
     const detectedIntent = toNonEmptyString(input.addressRuntimeMeta?.detected_intent);
     const turnMeaning = readDiscoveryTurnMeaning(entryPoint);
     const askedDomain = toNonEmptyString(turnMeaning?.asked_domain_family);
@@ -566,6 +600,7 @@ function applyAssistantMcpDiscoveryResponsePolicy(input) {
     const runtimeMatchedExactReply = hasRuntimeMatchedExactReply(input, entryPoint);
     const staleMetadataDiscoveryFallbackAgainstExactAddressReply = hasStaleMetadataDiscoveryFallbackAgainstExactAddressReply(input, entryPoint);
     const exactValueFlowReplyForBusinessOverviewDirectMoneyNeed = hasExactValueFlowReplyForBusinessOverviewDirectMoneyNeed(input, entryPoint);
+    const exactBankOperationsAddressReply = hasExactBankOperationsAddressReply(input, entryPoint);
     const openScopeValueFlowDiscoveryPriority = hasOpenScopeValueFlowDiscoveryPriority(input, entryPoint);
     const metadataDiscoveryPriority = hasMetadataDiscoveryPriority(input, entryPoint);
     const valueFlowActionConflictWithDiscoveryTurnMeaning = hasValueFlowActionConflictWithDiscoveryTurnMeaning(input, entryPoint);
@@ -627,6 +662,9 @@ function applyAssistantMcpDiscoveryResponsePolicy(input) {
     if (exactValueFlowReplyForBusinessOverviewDirectMoneyNeed) {
         pushReason(reasonCodes, "mcp_discovery_response_policy_keep_exact_value_flow_reply_over_business_overview_direct_money_clarification");
     }
+    if (exactBankOperationsAddressReply) {
+        pushReason(reasonCodes, "mcp_discovery_response_policy_keep_exact_bank_operations_address_reply");
+    }
     if (deterministicBroadBusinessEvaluationReply && candidate.candidate_status === "clarification_candidate") {
         pushReason(reasonCodes, "mcp_discovery_response_policy_keep_broad_business_summary_over_clarification_candidate");
     }
@@ -653,6 +691,7 @@ function applyAssistantMcpDiscoveryResponsePolicy(input) {
         !runtimeMatchedExactReply &&
         !staleMetadataDiscoveryFallbackAgainstExactAddressReply &&
         !exactValueFlowReplyForBusinessOverviewDirectMoneyNeed &&
+        !exactBankOperationsAddressReply &&
         !(deterministicBroadBusinessEvaluationReply && candidate.candidate_status === "clarification_candidate") &&
         ALLOWED_CANDIDATE_STATUSES.has(candidate.candidate_status) &&
         candidate.eligible_for_future_hot_runtime &&
diff --git a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryTurnInputAdapter.js b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryTurnInputAdapter.js
index 36cb592..6913407 100644
--- a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryTurnInputAdapter.js
+++ b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryTurnInputAdapter.js
@@ -168,6 +168,7 @@ function isGarbageSemanticAnchorCandidate(value) {
     }
     if (/^(?:по\s+)?(?:этим|этими)\s+данн\p{L}*$/iu.test(text) ||
         /^(?:и\s+)?кто\s+(?:главн\p{L}*|основн\p{L}*|крупн\p{L}*)\s+(?:клиент|покупател|поставщик|контрагент)(?:\s+в)?$/iu.test(text) ||
+        /^(?:или\s+)?(?:обычн\p{L}*\s+)?(?:клиент|поставщик|покупател\p{L}*|заказчик|контрагент)(?:\s+или\s+(?:клиент|поставщик|покупател\p{L}*|заказчик|контрагент))?$/iu.test(text) ||
         /^(?:что|чего)\s+(?:подтвержден\p{L}*|не\s+хватает)/iu.test(text) ||
         /^(?:можно\s+ли|если\s+нет|дай\s+proxy|дай\s+прокси)/iu.test(text)) {
         return true;
@@ -899,6 +900,7 @@ function rawEntityResolutionCandidate(text) {
 function rawScopedEntityCandidateFromText(text) {
     const source = (0, addressTextRepair_1.repairAddressMojibakeText)(String(text ?? ""));
     const patterns = [
+        /(?:^|[\s,.;:!?])(?:по|у|для|for|by)\s+(.+?)(?=$|[,.;:!?]|\s+(?:за|на|в|во|к|по|сколько|скок|как|какое|какой|какая|какие|получ\p{L}*|заплат\p{L}*|нетто|документ\p{L}*|движени\p{L}*|операц\p{L}*|плат[её]ж\p{L}*)(?=$|[\s,.;:!?]))/iu,
         /(?:^|[\s,.;:!?])(?:по|у|для|for|by)\s+([\p{L}\d._-]{2,})(?=$|[\s,.;:!?])/iu,
         /(?:документ(?:ам|ы)?|движени(?:ям|я)?|операци(?:ям|и)?|плат[её]ж(?:ам|и)?)\s+([\p{L}\d._-]{2,})(?=$|[\s,.;:!?])/iu
     ];
diff --git a/llm_normalizer/backend/dist/services/assistantService.js b/llm_normalizer/backend/dist/services/assistantService.js
index 43c7ca9..006ad7b 100644
--- a/llm_normalizer/backend/dist/services/assistantService.js
+++ b/llm_normalizer/backend/dist/services/assistantService.js
@@ -4955,6 +4955,7 @@ class AssistantService {
                 hasLivingChatSignal,
                 shouldEmitOrganizationSelectionReply,
                 hasAssistantCapabilityQuestionSignal,
+                resolveOrganizationSelectionFromMessage,
                 resolveDataScopeProbe: () => resolveAssistantDataScopeProbe(),
                 applyScriptGuard: applyLivingChatScriptGuardFromPolicy,
                 applyGroundingGuard: applyLivingChatGroundingGuardFromPolicy,
diff --git a/llm_normalizer/backend/dist/services/assistantTransitionPolicy.js b/llm_normalizer/backend/dist/services/assistantTransitionPolicy.js
index 4535dff..21858f9 100644
--- a/llm_normalizer/backend/dist/services/assistantTransitionPolicy.js
+++ b/llm_normalizer/backend/dist/services/assistantTransitionPolicy.js
@@ -955,7 +955,8 @@ function createAssistantTransitionPolicy(deps) {
                 hasInventoryRootRestatementAlternate ||
                 hasSelectedObjectInventorySignalPrimary ||
                 hasSelectedObjectInventorySignalAlternate));
-        const carryoverTargetIntent = (0, assistantContinuityPolicy_1.resolveFollowupTargetIntent)(inventoryPurchaseDateVatBridge, selectedObjectRetargetIntent, explicitIntent, sourceIntent, followupSelectionMode, deps.toNonEmptyString(inventoryRootFrame?.intent), displayedEntityTargetIntent, previousIntent, explicitInventorySameDatePivot);
+        const explicitIntentForCarryover = debtRoleSwapIntent ? debtRoleSwapIntent : explicitIntent;
+        const carryoverTargetIntent = (0, assistantContinuityPolicy_1.resolveFollowupTargetIntent)(inventoryPurchaseDateVatBridge, selectedObjectRetargetIntent, explicitIntentForCarryover, sourceIntent, followupSelectionMode, deps.toNonEmptyString(inventoryRootFrame?.intent), displayedEntityTargetIntent, previousIntent, explicitInventorySameDatePivot);
         return {
             followupContext: {
                 previous_intent: previousIntent ?? undefined,
diff --git a/llm_normalizer/backend/dist/services/assistantTurnRuntimeInputBuilder.js b/llm_normalizer/backend/dist/services/assistantTurnRuntimeInputBuilder.js
index 54b60b1..7fbea6c 100644
--- a/llm_normalizer/backend/dist/services/assistantTurnRuntimeInputBuilder.js
+++ b/llm_normalizer/backend/dist/services/assistantTurnRuntimeInputBuilder.js
@@ -54,6 +54,7 @@ function buildAssistantAddressAttemptRuntimeInput(runtimeInput, deps) {
         hasLivingChatSignal: deps.hasLivingChatSignal,
         shouldEmitOrganizationSelectionReply: deps.shouldEmitOrganizationSelectionReply,
         hasAssistantCapabilityQuestionSignal: deps.hasAssistantCapabilityQuestionSignal,
+        resolveOrganizationSelectionFromMessage: deps.resolveOrganizationSelectionFromMessage,
         resolveDataScopeProbe: deps.resolveDataScopeProbe,
         applyScriptGuard: deps.applyScriptGuard,
         applyGroundingGuard: deps.applyGroundingGuard,
diff --git a/llm_normalizer/backend/src/services/addressFilterExtractor.ts b/llm_normalizer/backend/src/services/addressFilterExtractor.ts
index 0ffaf9b..22c1b55 100644
--- a/llm_normalizer/backend/src/services/addressFilterExtractor.ts
+++ b/llm_normalizer/backend/src/services/addressFilterExtractor.ts
@@ -818,6 +818,33 @@ function isLowQualityCounterpartyAnchorValue(rawValue: string): boolean {
     lowQualityTimeTokens.has(token) ||
     /^(?:январ|феврал|март|апрел|ма(?:й|я|е)|июн|июл|август|сентябр|октябр|ноябр|декабр)/iu.test(token);
   const lowQualityGenericTokens = new Set([
+    "или",
+    "обычный",
+    "обычная",
+    "обычное",
+    "обычные",
+    "обычного",
+    "обычному",
+    "обычным",
+    "контрагент",
+    "контрагента",
+    "контрагенту",
+    "клиент",
+    "клиента",
+    "клиенту",
+    "клиентом",
+    "клиенты",
+    "поставщик",
+    "поставщика",
+    "поставщику",
+    "поставщиком",
+    "поставщики",
+    "покупатель",
+    "покупателя",
+    "покупателю",
+    "заказчик",
+    "заказчика",
+    "заказчику",
     "деньги",
     "денег",
     "деньгам",
@@ -1427,6 +1454,10 @@ function isLowQualityWarehouseAnchorValue(rawValue: string): boolean {
     "лежали",
     "на",
     "по",
+    "остатка",
+    "остаткам",
+    "остатками",
+    "остатков",
     "компания",
     "компании",
     "компанию",
@@ -1524,7 +1555,7 @@ function extractInventoryWarehouseAnchor(text: string): string | undefined {
       isLowQualityWarehouseAnchorValue(candidate) ||
       normalizedCandidate.startsWith("по состоянию") ||
       isTemporalWarehousePhrase(candidate) ||
-      /^(?:сейчас|на|дату|дате|остаток|остатки)$/iu.test(candidate)
+      /^(?:сейчас|на|дату|дате|остат(?:ок|ки|ка|кам|ками|ков)|по\s+остат(?:кам|ки|ку|ка|ков))$/iu.test(candidate)
     ) {
       continue;
     }
diff --git a/llm_normalizer/backend/src/services/addressIntentResolver.ts b/llm_normalizer/backend/src/services/addressIntentResolver.ts
index 63c7be3..08c1277 100644
--- a/llm_normalizer/backend/src/services/addressIntentResolver.ts
+++ b/llm_normalizer/backend/src/services/addressIntentResolver.ts
@@ -2586,7 +2586,11 @@ function resolveUnicodeAddressIntentBridge(text: string): AddressIntentResolutio
   if (
     /(?:поставщик|vendor|supplier|кому\s+(?:ушло|платили|заплатили)|выплат|исходящ|списан|сгрузил)/iu.test(normalized) &&
     !/(?:аванс.*(?:не\s+)?закрыт|закрыт.*аванс)/iu.test(normalized) &&
-    (hasMoneyCue || hasRankingCue || /плат[её]ж|оплат|выплат|outflow|payout|хвост|задержк|проблем/iu.test(normalized))
+    (hasMoneyCue ||
+      hasRankingCue ||
+      /заплат|платил|платили|уплат|плат[её]ж|оплат|выплат|outflow|payout|хвост|задержк|проблем/iu.test(
+        normalized
+      ))
   ) {
     return unicodeBridgeResolution(
       /(?:хвост|задержк|проблем)/iu.test(normalized) ? "list_payables_counterparties" : "supplier_payouts_profile",
@@ -2955,7 +2959,7 @@ function resolveUnicodeAddressIntentBridge(text: string): AddressIntentResolutio
 
   if (
     /(?:поставщик|vendor|supplier|кому\s+(?:ушло|платили|заплатили)|выплат|исходящ|списан|сгрузил)/iu.test(normalized) &&
-    (hasMoneyCue || hasRankingCue || /плат[её]ж|оплат|выплат|outflow|payout/iu.test(normalized))
+    (hasMoneyCue || hasRankingCue || /заплат|платил|платили|уплат|плат[её]ж|оплат|выплат|outflow|payout/iu.test(normalized))
   ) {
     return unicodeBridgeResolution(
       "supplier_payouts_profile",
diff --git a/llm_normalizer/backend/src/services/address_runtime/composeStage.ts b/llm_normalizer/backend/src/services/address_runtime/composeStage.ts
index 4244234..ab81064 100644
--- a/llm_normalizer/backend/src/services/address_runtime/composeStage.ts
+++ b/llm_normalizer/backend/src/services/address_runtime/composeStage.ts
@@ -456,8 +456,51 @@ function bankOperationDirectionLabel(direction: "incoming" | "outgoing" | "unkno
   return "банковская операция без надежно распознанного направления";
 }
 
-function bankOperationEvidenceLine(rows: ComposeStageRow[]): string {
-  const sample = rows[0];
+function summarizeBankOperationDirections(rows: ComposeStageRow[]): string {
+  const summary = {
+    incoming: { count: 0, amount: 0 },
+    outgoing: { count: 0, amount: 0 },
+    unknown: { count: 0, amount: 0 }
+  };
+  for (const row of rows) {
+    const direction = bankOperationDirection(row);
+    const amount = typeof row.amount === "number" && Number.isFinite(row.amount) ? Math.abs(row.amount) : 0;
+    summary[direction].count += 1;
+    summary[direction].amount += amount;
+  }
+  const parts: string[] = [];
+  if (summary.incoming.count > 0) {
+    parts.push(`входящие: ${formatMoneyRub(summary.incoming.amount)} (${summary.incoming.count} строк)`);
+  }
+  if (summary.outgoing.count > 0) {
+    parts.push(`исходящие: ${formatMoneyRub(summary.outgoing.amount)} (${summary.outgoing.count} строк)`);
+  }
+  if (summary.unknown.count > 0) {
+    parts.push(`без распознанного направления: ${formatMoneyRub(summary.unknown.amount)} (${summary.unknown.count} строк)`);
+  }
+  return parts.length > 0
+    ? `Сводка по направлению: ${parts.join("; ")}.`
+    : "Сводка по направлению: подтвержденные строки не найдены.";
+}
+
+function preferredBankEvidenceDirection(
+  userMessage: string | null | undefined
+): "incoming" | "outgoing" | null {
+  if (hasBankIncomingRoleBoundaryQuestion(userMessage)) {
+    return "incoming";
+  }
+  if (hasBankOutgoingRoleBoundaryQuestion(userMessage)) {
+    return "outgoing";
+  }
+  return null;
+}
+
+function bankOperationEvidenceLine(
+  rows: ComposeStageRow[],
+  preferredDirection: "incoming" | "outgoing" | null = null
+): string {
+  const sample =
+    (preferredDirection ? rows.find((row) => bankOperationDirection(row) === preferredDirection) : null) ?? rows[0];
   if (!sample) {
     return "Проверенная строка 1С не найдена.";
   }
@@ -494,13 +537,13 @@ function bankRoleBoundaryLine(userMessage: string | null | undefined, rows: Comp
 
   if (incomingBoundary) {
     return hasIncomingRow
-      ? "Выручкой от обычного клиента это не называю автоматически: для банка/финорганизации нужен вид операции, назначение платежа и договор; кредитный, депозитный или возвратный смысл без этих полей не исключаю и не притягиваю."
+      ? "Это не обычный клиент и не клиентская выручка автоматически: для банка/финорганизации нужен вид операции, назначение платежа и договор; кредитный, депозитный или возвратный смысл без этих полей не исключаю и не притягиваю."
       : hasOutgoingRow
-        ? "В найденных строках по банку подтверждено исходящее списание, а входящее поступление от банка в этом срезе не подтверждено; клиентскую выручку, кредит или депозит по этой строке не доказываю."
-        : "Входящее поступление от банка в найденных строках не подтверждено; клиентскую выручку, кредитный или депозитный смысл без вида операции/назначения платежа не доказываю.";
+        ? "В найденных строках по банку подтверждено исходящее списание, а входящее поступление от банка в этом срезе не подтверждено; это не подтвержденная клиентская выручка, кредит или депозит."
+        : "Входящее поступление от банка в найденных строках не подтверждено; это не подтвержденная клиентская выручка, кредитный или депозитный смысл.";
   }
 
-  return "Обычным поставщиком это не называю автоматически: для банка/финорганизации нужен вид операции, назначение платежа и договор; текущий срез подтверждает банковский платежный контур, а не бизнес-роль поставщика.";
+  return "Это не обычный поставщик автоматически: для банка/финорганизации нужен вид операции, назначение платежа и договор; текущий срез подтверждает банковский платежный контур, а не бизнес-роль поставщика.";
 }
 
 function hasInventoryPurchaseDateActionFocus(userMessage: string | null | undefined): boolean {
@@ -4970,12 +5013,17 @@ function composeFactualReplyBody(
     );
     const counterparty = resolvePreferredCounterpartyDisplayLabel(options.counterpartyHint, rowCounterparties);
     const roleBoundary = bankRoleBoundaryLine(options.userMessage, rows);
+    const visibleRows = rows.slice(0, Math.min(rows.length, 5));
     const lines = [
       `Коротко: найдено банковских операций${counterparty ? ` по ${counterparty}` : " по контрагенту"} — ${rows.length}.`,
+      summarizeBankOperationDirections(rows),
       roleBoundary ?? "Показываю подтвержденные банковские операции из текущего среза.",
-      bankOperationEvidenceLine(rows),
-      ...formatTopRows(rows, rows.length)
+      bankOperationEvidenceLine(rows, preferredBankEvidenceDirection(options.userMessage)),
+      ...formatTopRows(visibleRows, visibleRows.length)
     ];
+    if (rows.length > visibleRows.length) {
+      lines.push(`Показаны первые ${visibleRows.length} из ${rows.length}; полный список остается в подтвержденном срезе.`);
+    }
     return {
       responseType: "FACTUAL_LIST",
       text: lines.join("\n")
@@ -4983,11 +5031,17 @@ function composeFactualReplyBody(
   }
 
   if (intent === "bank_operations_by_contract") {
+    const visibleRows = rows.slice(0, Math.min(rows.length, 5));
     const lines = [
       `Коротко: найдено банковских операций по договору — ${rows.length}.`,
+      summarizeBankOperationDirections(rows),
       "Показываю подтвержденные банковские операции из текущего среза.",
-      ...formatTopRows(rows, rows.length)
+      bankOperationEvidenceLine(rows),
+      ...formatTopRows(visibleRows, visibleRows.length)
     ];
+    if (rows.length > visibleRows.length) {
+      lines.push(`Показаны первые ${visibleRows.length} из ${rows.length}; полный список остается в подтвержденном срезе.`);
+    }
     return {
       responseType: "FACTUAL_LIST",
       text: lines.join("\n")
diff --git a/llm_normalizer/backend/src/services/address_runtime/decomposeStage.ts b/llm_normalizer/backend/src/services/address_runtime/decomposeStage.ts
index 597d613..a80f66b 100644
--- a/llm_normalizer/backend/src/services/address_runtime/decomposeStage.ts
+++ b/llm_normalizer/backend/src/services/address_runtime/decomposeStage.ts
@@ -233,6 +233,7 @@ const FOLLOWUP_LOW_QUALITY_COUNTERPARTY_TOKENS = new Set([
   "что",
   "все",
   "всё",
+  "или",
   "кроме",
   "помимо",
   "этого",
@@ -251,6 +252,30 @@ const FOLLOWUP_LOW_QUALITY_COUNTERPARTY_TOKENS = new Set([
   "договора",
   "контрагент",
   "контрагента",
+  "контрагенту",
+  "клиент",
+  "клиента",
+  "клиенту",
+  "клиентом",
+  "клиенты",
+  "поставщик",
+  "поставщика",
+  "поставщику",
+  "поставщиком",
+  "поставщики",
+  "покупатель",
+  "покупателя",
+  "покупателю",
+  "заказчик",
+  "заказчика",
+  "заказчику",
+  "обычный",
+  "обычная",
+  "обычное",
+  "обычные",
+  "обычного",
+  "обычному",
+  "обычным",
   "еще",
   "ещё",
   "другие",
@@ -853,6 +878,22 @@ function hasBroadCounterpartyRankingCue(text: string): boolean {
   );
 }
 
+function isBroadDebtPolarityQuestion(intent: AddressIntent, text: string): boolean {
+  if (intent !== "payables_confirmed_as_of_date" && intent !== "receivables_confirmed_as_of_date") {
+    return false;
+  }
+  const normalized = textWithRepairedVariant(String(text ?? "")).toLowerCase().replace(/ё/g, "е");
+  if (!/(?:долж|задолж|дебитор|кредитор|обязательств)/iu.test(normalized)) {
+    return false;
+  }
+  if (/(?:по\s+(?:нему|ней|ним|этому|этой|этому\s+контрагенту|этой\s+компании|поставщику|клиенту|покупателю|заказчику)|\bон\b|\bона\b)/iu.test(normalized)) {
+    return false;
+  }
+  return /(?:^|[\s,.;:!?()\-])(?:кто|кому|какие|какой|список|топ|все|всех|всего)(?=$|[\s,.;:!?()\-])/iu.test(
+    normalized
+  );
+}
+
 function mergeFollowupFilters(
   current: AddressFilterSet,
   intent: AddressIntent,
@@ -1062,11 +1103,16 @@ function mergeFollowupFilters(
       previousCounterparty ??
       (followupContext.previous_anchor_type === "counterparty" ? previousAnchorValue : null);
     const currentCounterparty = toNonEmptyString(merged.counterparty);
+    const suppressCounterpartyForBroadDebtQuestion = isBroadDebtPolarityQuestion(intent, userMessage) && !currentCounterparty;
     const shouldInheritCounterparty =
-      !currentCounterparty ||
-      (Boolean(inheritedCounterparty) &&
-        isLowQualityCounterpartyAnchor(currentCounterparty) &&
-        !isLowQualityCounterpartyAnchor(inheritedCounterparty));
+      !suppressCounterpartyForBroadDebtQuestion &&
+      (!currentCounterparty ||
+        (Boolean(inheritedCounterparty) &&
+          isLowQualityCounterpartyAnchor(currentCounterparty) &&
+          !isLowQualityCounterpartyAnchor(inheritedCounterparty)));
+    if (inheritedCounterparty && suppressCounterpartyForBroadDebtQuestion) {
+      reasons.push("counterparty_carryover_suppressed_for_broad_debt_polarity_question");
+    }
     if (inheritedCounterparty && shouldInheritCounterparty) {
       merged.counterparty = inheritedCounterparty;
       reasons.push(currentCounterparty ? "counterparty_replaced_from_followup_context" : "counterparty_from_followup_context");
diff --git a/llm_normalizer/backend/src/services/assistantAddressAttemptRuntimeAdapter.ts b/llm_normalizer/backend/src/services/assistantAddressAttemptRuntimeAdapter.ts
index 9c2c66c..01b52e5 100644
--- a/llm_normalizer/backend/src/services/assistantAddressAttemptRuntimeAdapter.ts
+++ b/llm_normalizer/backend/src/services/assistantAddressAttemptRuntimeAdapter.ts
@@ -65,6 +65,7 @@ export interface RunAssistantAddressAttemptRuntimeInput<ResponseType = unknown>
   hasLivingChatSignal: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["hasLivingChatSignal"];
   shouldEmitOrganizationSelectionReply: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["shouldEmitOrganizationSelectionReply"];
   hasAssistantCapabilityQuestionSignal: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["hasAssistantCapabilityQuestionSignal"];
+  resolveOrganizationSelectionFromMessage: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["resolveOrganizationSelectionFromMessage"];
   resolveDataScopeProbe: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["resolveDataScopeProbe"];
   applyScriptGuard: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["applyScriptGuard"];
   applyGroundingGuard: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["applyGroundingGuard"];
@@ -185,6 +186,7 @@ export async function runAssistantAddressAttemptRuntime<ResponseType = unknown>(
         hasLivingChatSignal: input.hasLivingChatSignal,
         shouldEmitOrganizationSelectionReply: input.shouldEmitOrganizationSelectionReply,
         hasAssistantCapabilityQuestionSignal: input.hasAssistantCapabilityQuestionSignal,
+        resolveOrganizationSelectionFromMessage: input.resolveOrganizationSelectionFromMessage,
         resolveDataScopeProbe: input.resolveDataScopeProbe,
         applyScriptGuard: input.applyScriptGuard,
         applyGroundingGuard: input.applyGroundingGuard,
diff --git a/llm_normalizer/backend/src/services/assistantLivingChatAttemptInputBuilder.ts b/llm_normalizer/backend/src/services/assistantLivingChatAttemptInputBuilder.ts
index 094b2fd..c7281b3 100644
--- a/llm_normalizer/backend/src/services/assistantLivingChatAttemptInputBuilder.ts
+++ b/llm_normalizer/backend/src/services/assistantLivingChatAttemptInputBuilder.ts
@@ -25,6 +25,7 @@ export interface BuildAssistantLivingChatAttemptRuntimeInputInput<ResponseType =
   hasLivingChatSignal: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["hasLivingChatSignal"];
   shouldEmitOrganizationSelectionReply: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["shouldEmitOrganizationSelectionReply"];
   hasAssistantCapabilityQuestionSignal: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["hasAssistantCapabilityQuestionSignal"];
+  resolveOrganizationSelectionFromMessage: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["resolveOrganizationSelectionFromMessage"];
   resolveDataScopeProbe: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["resolveDataScopeProbe"];
   applyScriptGuard: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["applyScriptGuard"];
   applyGroundingGuard: RunAssistantLivingChatAttemptRuntimeInput<ResponseType>["applyGroundingGuard"];
@@ -79,6 +80,7 @@ export function buildAssistantLivingChatAttemptRuntimeInput<ResponseType = unkno
     hasLivingChatSignal: input.hasLivingChatSignal,
     shouldEmitOrganizationSelectionReply: input.shouldEmitOrganizationSelectionReply,
     hasAssistantCapabilityQuestionSignal: input.hasAssistantCapabilityQuestionSignal,
+    resolveOrganizationSelectionFromMessage: input.resolveOrganizationSelectionFromMessage,
     resolveDataScopeProbe: input.resolveDataScopeProbe,
     applyScriptGuard: input.applyScriptGuard,
     applyGroundingGuard: input.applyGroundingGuard,
diff --git a/llm_normalizer/backend/src/services/assistantLivingChatAttemptRuntimeAdapter.ts b/llm_normalizer/backend/src/services/assistantLivingChatAttemptRuntimeAdapter.ts
index 274f89c..310f0ef 100644
--- a/llm_normalizer/backend/src/services/assistantLivingChatAttemptRuntimeAdapter.ts
+++ b/llm_normalizer/backend/src/services/assistantLivingChatAttemptRuntimeAdapter.ts
@@ -78,6 +78,7 @@ export async function runAssistantLivingChatAttemptRuntime<ResponseType = unknow
       hasLivingChatSignal: input.hasLivingChatSignal,
       shouldEmitOrganizationSelectionReply: input.shouldEmitOrganizationSelectionReply,
       hasAssistantCapabilityQuestionSignal: input.hasAssistantCapabilityQuestionSignal,
+      resolveOrganizationSelectionFromMessage: input.resolveOrganizationSelectionFromMessage,
       resolveDataScopeProbe: input.resolveDataScopeProbe,
       executeLlmChat,
       applyScriptGuard: input.applyScriptGuard,
diff --git a/llm_normalizer/backend/src/services/assistantLivingChatAttemptRuntimeInputBuilder.ts b/llm_normalizer/backend/src/services/assistantLivingChatAttemptRuntimeInputBuilder.ts
index 69c73ee..6d249ae 100644
--- a/llm_normalizer/backend/src/services/assistantLivingChatAttemptRuntimeInputBuilder.ts
+++ b/llm_normalizer/backend/src/services/assistantLivingChatAttemptRuntimeInputBuilder.ts
@@ -59,6 +59,7 @@ export function buildAssistantLivingChatHandlerRuntimeInput<ResponseType = unkno
     hasLivingChatSignal: input.hasLivingChatSignal,
     shouldEmitOrganizationSelectionReply: input.shouldEmitOrganizationSelectionReply,
     hasAssistantCapabilityQuestionSignal: input.hasAssistantCapabilityQuestionSignal,
+    resolveOrganizationSelectionFromMessage: input.resolveOrganizationSelectionFromMessage,
     resolveDataScopeProbe: input.resolveDataScopeProbe,
     executeLlmChat: input.executeLlmChat,
     applyScriptGuard: input.applyScriptGuard,
diff --git a/llm_normalizer/backend/src/services/assistantLivingChatHandlerRuntimeAdapter.ts b/llm_normalizer/backend/src/services/assistantLivingChatHandlerRuntimeAdapter.ts
index dca3bf2..77c6c81 100644
--- a/llm_normalizer/backend/src/services/assistantLivingChatHandlerRuntimeAdapter.ts
+++ b/llm_normalizer/backend/src/services/assistantLivingChatHandlerRuntimeAdapter.ts
@@ -28,6 +28,7 @@ export interface TryHandleAssistantLivingChatRuntimeInput<ResponseType = unknown
   hasLivingChatSignal: AssistantLivingChatRuntimeInput["hasLivingChatSignal"];
   shouldEmitOrganizationSelectionReply: AssistantLivingChatRuntimeInput["shouldEmitOrganizationSelectionReply"];
   hasAssistantCapabilityQuestionSignal: AssistantLivingChatRuntimeInput["hasAssistantCapabilityQuestionSignal"];
+  resolveOrganizationSelectionFromMessage: AssistantLivingChatRuntimeInput["resolveOrganizationSelectionFromMessage"];
   resolveDataScopeProbe: AssistantLivingChatRuntimeInput["resolveDataScopeProbe"];
   executeLlmChat: AssistantLivingChatRuntimeInput["executeLlmChat"];
   applyScriptGuard: AssistantLivingChatRuntimeInput["applyScriptGuard"];
@@ -81,6 +82,7 @@ export async function tryHandleAssistantLivingChatRuntime<ResponseType = unknown
       hasLivingChatSignal: input.hasLivingChatSignal,
       shouldEmitOrganizationSelectionReply: input.shouldEmitOrganizationSelectionReply,
       hasAssistantCapabilityQuestionSignal: input.hasAssistantCapabilityQuestionSignal,
+      resolveOrganizationSelectionFromMessage: input.resolveOrganizationSelectionFromMessage,
       resolveDataScopeProbe: input.resolveDataScopeProbe,
       executeLlmChat: input.executeLlmChat,
       applyScriptGuard: input.applyScriptGuard,
diff --git a/llm_normalizer/backend/src/services/assistantLivingChatRuntimeAdapter.ts b/llm_normalizer/backend/src/services/assistantLivingChatRuntimeAdapter.ts
index 5f4dca4..3b2f8c8 100644
--- a/llm_normalizer/backend/src/services/assistantLivingChatRuntimeAdapter.ts
+++ b/llm_normalizer/backend/src/services/assistantLivingChatRuntimeAdapter.ts
@@ -40,6 +40,7 @@ export interface AssistantLivingChatRuntimeInput {
   hasLivingChatSignal: (message: string) => boolean;
   shouldEmitOrganizationSelectionReply: (message: string, activeOrganization: string | null) => boolean;
   hasAssistantCapabilityQuestionSignal: (message: string) => boolean;
+  resolveOrganizationSelectionFromMessage: (message: string, knownOrganizations: unknown[]) => string | null;
   resolveDataScopeProbe: () => Promise<Record<string, unknown> | null>;
   executeLlmChat: () => Promise<string>;
   applyScriptGuard: (chatText: string, userMessage: string) => {
@@ -78,6 +79,54 @@ function hasPriorAssistantTurn(items: unknown[]): boolean {
   return items.some((item) => item && typeof item === "object" && (item as { role?: string }).role === "assistant");
 }
 
+function shouldProbeBareOrganizationScopeCandidate(input: {
+  userMessage: string;
+  selectedOrganization: string | null;
+  activeOrganization: string | null;
+  dataScopeMetaQuery: boolean;
+  capabilityMetaQuery: boolean;
+  destructiveSignal: boolean;
+  dangerSignal: boolean;
+  operationalSignal: boolean;
+}): boolean {
+  if (
+    input.selectedOrganization ||
+    input.activeOrganization ||
+    input.dataScopeMetaQuery ||
+    input.capabilityMetaQuery ||
+    input.destructiveSignal ||
+    input.dangerSignal ||
+    input.operationalSignal
+  ) {
+    return false;
+  }
+
+  const raw = String(input.userMessage ?? "").trim();
+  if (!raw || raw.length > 80 || /[?!]/u.test(raw) || /\d/u.test(raw) || !/\p{L}/u.test(raw)) {
+    return false;
+  }
+  const tokenCount = raw.split(/\s+/u).filter(Boolean).length;
+  if (tokenCount < 1 || tokenCount > 5) {
+    return false;
+  }
+
+  const normalized = raw
+    .toLowerCase()
+    .replace(/\u0451/gu, "\u0435")
+    .replace(/\s+/gu, " ")
+    .trim();
+  if (
+    /^(?:\u043f\u0440\u0438\u0432\u0435\u0442|\u0437\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439|\u0437\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435|\u0434\u0430|\u043d\u0435\u0442|\u043e\u043a|\u043e\u043a\u0435\u0439|\u0441\u043f\u0430\u0441\u0438\u0431\u043e|\u043f\u043e\u043a\u0430|\u0433\u043e|\u0434\u0430\u043b\u044c\u0448\u0435|\u043f\u043e\u043d\u044f\u043b|\u043f\u043e\u043d\u044f\u043b\u0430)(?:\s|$)/iu.test(
+      normalized
+    )
+  ) {
+    return false;
+  }
+  return !/(?:\u0441\u043a\u043e\u043b\u044c\u043a\u043e|\u043f\u043e\u043a\u0430\u0436\u0438|\u0434\u0430\u0439|\u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0438|\u0447\u0442\u043e|\u043a\u0430\u043a|\u0433\u0434\u0435|\u043a\u043e\u0433\u0434\u0430|\u043f\u043e\u0447\u0435\u043c\u0443|\u0437\u0430\u0447\u0435\u043c|\u043c\u043e\u0436\u0435\u0448\u044c|\u0443\u043c\u0435\u0435\u0448\u044c|\u043d\u0430\u0434\u043e|\u043d\u0443\u0436\u043d\u043e|\u0445\u043e\u0447\u0443|\u043e\u0441\u0442\u0430\u0442\u043a|\u043d\u0434\u0441|\u0434\u043e\u043b\u0433|\u0434\u0435\u0431\u0438\u0442\u043e\u0440|\u043a\u0440\u0435\u0434\u0438\u0442\u043e\u0440|\u0441\u043a\u043b\u0430\u0434|\u0442\u043e\u0432\u0430\u0440|\u043a\u043e\u043d\u0442\u0440\u0430\u0433\u0435\u043d\u0442|\u043e\u0431\u043e\u0440\u043e\u0442|\u0432\u044b\u0440\u0443\u0447\u043a|\u043f\u0440\u0438\u0431\u044b\u043b)/iu.test(
+    normalized
+  );
+}
+
 function buildDeterministicSmalltalkLeadReply(): string {
   return "\u041f\u0440\u0438\u0432\u0435\u0442! \u0412\u0441\u0451 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e.";
 }
@@ -160,6 +209,8 @@ export async function runAssistantLivingChatRuntime(
   let livingChatGroundingGuardApplied = false;
   let livingChatGroundingGuardReason: string | null = null;
   let livingChatProactiveScopeOfferApplied = false;
+  let livingChatBareScopeProbeAttempted = false;
+  let livingChatBareScopeProbeMatchedOrganization: string | null = null;
   const continuityActiveOrganization = organizationAuthority.continuityActiveOrganization;
   let knownOrganizations = [...organizationAuthority.knownOrganizations];
   let selectedOrganization = organizationAuthority.selectedOrganization;
@@ -186,6 +237,32 @@ export async function runAssistantLivingChatRuntime(
   const lastMemoryAddressDebug = memoryRecapContext.lastMemoryAddressDebug;
   const lastAnswerInspectionAddressDebug = memoryRecapContext.lastAnswerInspectionAddressDebug;
 
+  if (
+    shouldProbeBareOrganizationScopeCandidate({
+      userMessage,
+      selectedOrganization,
+      activeOrganization,
+      dataScopeMetaQuery,
+      capabilityMetaQuery,
+      destructiveSignal,
+      dangerSignal,
+      operationalSignal
+    })
+  ) {
+    dataScopeProbe = await input.resolveDataScopeProbe();
+    livingChatBareScopeProbeAttempted = true;
+    knownOrganizations = input.mergeKnownOrganizations([
+      ...knownOrganizations,
+      ...(Array.isArray(dataScopeProbe?.organizations) ? (dataScopeProbe.organizations as unknown[]) : [])
+    ]);
+    const probedOrganization = input.resolveOrganizationSelectionFromMessage(userMessage, knownOrganizations);
+    if (probedOrganization) {
+      selectedOrganization = probedOrganization;
+      activeOrganization = probedOrganization;
+      livingChatBareScopeProbeMatchedOrganization = probedOrganization;
+    }
+  }
+
   if (capabilityMetaQuery && (destructiveSignal || dangerSignal)) {
     chatText = input.buildAssistantSafetyRefusalReply();
     livingChatSource = "deterministic_safety_refusal";
@@ -388,6 +465,8 @@ export async function runAssistantLivingChatRuntime(
     living_chat_grounding_guard_applied: livingChatGroundingGuardApplied,
     living_chat_grounding_guard_reason: livingChatGroundingGuardReason,
     living_chat_proactive_scope_offer_applied: livingChatProactiveScopeOfferApplied,
+    living_chat_bare_scope_probe_attempted: livingChatBareScopeProbeAttempted,
+    living_chat_bare_scope_probe_matched_organization: livingChatBareScopeProbeMatchedOrganization,
     living_chat_data_scope_probe_status: dataScopeProbe?.status ?? null,
     living_chat_data_scope_probe_channel: dataScopeProbe?.channel ?? null,
     living_chat_data_scope_probe_org_count: Array.isArray(dataScopeProbe?.organizations)
diff --git a/llm_normalizer/backend/src/services/assistantMcpDiscoveryAnswerAdapter.ts b/llm_normalizer/backend/src/services/assistantMcpDiscoveryAnswerAdapter.ts
index 0e66e83..d7cd584 100644
--- a/llm_normalizer/backend/src/services/assistantMcpDiscoveryAnswerAdapter.ts
+++ b/llm_normalizer/backend/src/services/assistantMcpDiscoveryAnswerAdapter.ts
@@ -633,7 +633,7 @@ function businessOverviewOutgoingLeaderLine(overview: BusinessOverview): string
 function businessOverviewSupplierBoundaryBasis(overview: BusinessOverview): string {
   const leader = overview.top_suppliers?.[0] ?? null;
   if (!leader) {
-    return "есть только общий срез исходящих платежей без надежного vendor-risk профиля";
+    return "есть только общий срез исходящих платежей без надежного профиля поставщицкого риска";
   }
   const share = percentText(leader.total_amount, overview.outgoing_supplier_payout.total_amount);
   if (isFinancialInstitutionBucket(leader)) {
@@ -672,9 +672,9 @@ function businessOverviewHeadlineMetricsLine(overview: BusinessOverview): string
         : inlineBusinessOverviewAmount(result.final_result_amount_human_ru);
     const margin =
       result.net_margin_to_revenue_pct === null
-        ? "маржа к выручке 90.01 не рассчитана"
-        : `маржа к выручке 90.01 ${result.net_margin_to_revenue_pct}%`;
-    parts.push(`${direction} 90/91/99 ${amount}; ${margin}`);
+        ? "маржа к подтвержденной выручке не рассчитана"
+        : `маржа к подтвержденной выручке ${result.net_margin_to_revenue_pct}%`;
+    parts.push(`${direction} по закрытию счетов 90/91/99 ${amount}; ${margin}`);
   }
   const strongestIncomingYear = businessOverviewStrongestIncomingYear(overview);
   if (strongestIncomingYear) {
@@ -685,7 +685,7 @@ function businessOverviewHeadlineMetricsLine(overview: BusinessOverview): string
   return parts.length > 0
     ? overview.accounting_financial_result
       ? `${parts.join("; ")}. Финрезультат ограничен найденными строками 1С и не является внешним аудитом или юридически подтвержденной отчетностью`
-      : `${parts.join("; ")}. Это operating-flow proxy по найденным строкам, не бухгалтерская прибыль и не финрезультат`
+      : `${parts.join("; ")}. Это операционный денежный сигнал по найденным строкам, не бухгалтерская прибыль и не финрезультат`
     : null;
 }
 
@@ -706,13 +706,13 @@ function businessOverviewAccountingFinancialResultText(overview: BusinessOvervie
       : result.final_result_amount_human_ru;
   const marginText =
     result.net_margin_to_revenue_pct === null
-      ? "маржа к выручке 90.01 не рассчитана"
-      : `маржа к выручке 90.01 ${result.net_margin_to_revenue_pct}%`;
+      ? "маржа к подтвержденной выручке не рассчитана"
+      : `маржа к подтвержденной выручке ${result.net_margin_to_revenue_pct}%`;
   const basis =
     result.final_transfer_basis === "account_99_to_84_period_close"
       ? "по закрытию 99 на 84"
       : "по закрытию 90/91 на 99";
-  return `По бухгалтерскому маршруту 90/91/99 за ${result.period_scope} подтвержден ${direction}: ${signedAmount}; ${marginText}. Основа: ${basis}, ${result.period_close_rows_with_amount} строк(и) закрытия периода с суммой. Это учетный финрезультат по найденным строкам 1С, не внешний аудит и не юридически подтвержденная отчетность.`;
+  return `Нет: денежное операционное нетто не стоит считать чистой прибылью. Отдельно по закрытию счетов 90/91/99 в 1С за ${result.period_scope} подтвержден ${direction}: ${signedAmount}; ${marginText}. Основа: ${basis}, ${result.period_close_rows_with_amount} строк(и) закрытия периода с суммой. Это учетный финрезультат по найденным строкам 1С, не внешний аудит и не юридически подтвержденная отчетность.`;
 }
 
 function businessOverviewDebtDueDateAgingText(overview: BusinessOverview): string | null {
@@ -780,12 +780,12 @@ function businessOverviewVendorProcurementQualityText(overview: BusinessOverview
       ? ` Договорный профиль: используется ${quality.used_contracts} договоров.`
       : ` Договорный профиль: используется ${quality.used_contracts}/${quality.total_contracts} договоров${quality.used_contract_share_pct === null ? "" : ` (${quality.used_contract_share_pct}%)`}.`;
   if (quality.evidence_status === "financial_institution_leads_outgoing_cash") {
-    return `Проверенный procurement-concentration route за ${period}: крупнейший получатель исходящих денег ${topName}${topShare}${topAmount}, всего исходящих платежей ${total}. По названию это банк/финансовая организация, поэтому зависимость от обычного поставщика этим не подтверждается.${financialFlowHintTextRuFromBucket(top)}${nonFinancialText}${contractText} Надежность поставщиков, качество поставок, назначение каждого платежа и полная структура расходов этим маршрутом не доказаны.`;
+    return `Проверка концентрации закупок/исходящих платежей за ${period}: крупнейший получатель исходящих денег ${topName}${topShare}${topAmount}, всего исходящих платежей ${total}. По названию это банк/финансовая организация, поэтому зависимость от обычного поставщика этим не подтверждается.${financialFlowHintTextRuFromBucket(top)}${nonFinancialText}${contractText} Надежность поставщиков, качество поставок, назначение каждого платежа и полная структура расходов этим срезом не доказаны.`;
   }
   if (quality.evidence_status === "reviewed_procurement_concentration") {
-    return `Проверенный procurement-concentration route за ${period}: крупнейший поставщик/получатель исходящих платежей ${topName}${topShare}${topAmount}, всего исходящих платежей ${total}.${contractText} Это проверенный сигнал концентрации закупок/исходящих платежей, но не аудит надежности поставщика, качества поставок и полной структуры расходов.`;
+    return `Проверка концентрации закупок/исходящих платежей за ${period}: крупнейший поставщик/получатель исходящих платежей ${topName}${topShare}${topAmount}, всего исходящих платежей ${total}.${contractText} Это проверенный сигнал концентрации закупок/исходящих платежей, но не аудит надежности поставщика, качества поставок и полной структуры расходов.`;
   }
-  return `Procurement-concentration route за ${period} отработал по исходящим платежам на ${total}, но надежной небанковской концентрации поставщика по найденным строкам не хватает.${contractText} Полный vendor-risk аудит не подтвержден.`;
+  return `Проверка концентрации закупок/исходящих платежей за ${period} нашла исходящие платежи на ${total}, но надежной небанковской концентрации поставщика по найденным строкам не хватает.${contractText} Полный аудит поставщицкого риска не подтвержден.`;
 }
 
 function businessOverviewInventoryQualityEventsText(overview: BusinessOverview): string | null {
@@ -831,7 +831,7 @@ function headlineFor(mode: AssistantMcpDiscoveryAnswerMode, pilot: AssistantMcpD
       if (accountingFinancialResultText) {
         return accountingFinancialResultText;
       }
-      return "Нельзя точно подтвердить чистую прибыль и маржу по текущему срезу 1С; есть только bounded operating-flow/trading-margin proxy, не P&L и не бухгалтерский финрезультат.";
+      return "Нельзя точно подтвердить чистую прибыль и маржу по текущему срезу 1С; есть только ограниченный операционный денежный/товарный сигнал, а не полный отчет о прибыли и не бухгалтерский финрезультат.";
     }
     if (isDebtDueDateBoundaryTurn(pilot)) {
       const dueDateText = businessOverviewDebtDueDateAgingText(overview);
@@ -1588,6 +1588,14 @@ function derivedBusinessOverviewConfirmedLines(pilot: AssistantMcpDiscoveryPilot
       `Годовая раскладка операционного денежного потока построена по подтвержденным строкам 1С за ${yearCountHumanRu(overview.yearly_breakdown.length)}.`
     );
   }
+  if (
+    overview.incoming_customer_revenue.coverage_recovered_by_period_chunking ||
+    overview.outgoing_supplier_payout.coverage_recovered_by_period_chunking
+  ) {
+    lines.push(
+      "Денежное покрытие бизнес-обзора за год восстановлено через помесячные 1С-проверки, а не только через широкий общий запрос."
+    );
+  }
   if (overview.activity_period) {
     lines.push(
       `Окно подтвержденной активности в 1С: ${overview.activity_period.first_activity_date} — ${overview.activity_period.latest_activity_date}; ориентировочно ${overview.activity_period.duration_human_ru}.`
@@ -1782,7 +1790,7 @@ function businessOverviewSupplierConcentrationLine(overview: BusinessOverview):
     return `${base}. По названию это банк/финансовая организация, поэтому это не доказательство зависимости от обычного поставщика без проверки назначения платежа/договора.${nonFinancial ? ` Крупнейший небанковский получатель исходящих денег: ${rankedBucketAmountLabel(nonFinancial)}.` : ""}`;
   }
   return share
-    ? `Концентрация исходящего потока: крупнейший подтвержденный поставщик/получатель исходящих платежей ${leader.axis_value} держит около ${share} проверенных исходящих платежей (${leader.total_amount_human_ru}). Это сигнал procurement concentration по найденным строкам, а не полный vendor-risk аудит или структура всех расходов.`
+    ? `Концентрация исходящего потока: крупнейший подтвержденный поставщик/получатель исходящих платежей ${leader.axis_value} держит около ${share} проверенных исходящих платежей (${leader.total_amount_human_ru}). Это сигнал концентрации закупок/исходящих платежей по найденным строкам, а не полный аудит поставщицкого риска или структура всех расходов.`
     : `Крупнейший подтвержденный поставщик/получатель исходящих платежей в проверенном срезе: ${leader.axis_value} — ${leader.total_amount_human_ru}.`;
 }
 
@@ -1808,7 +1816,7 @@ function businessOverviewYearlyOperatingLine(overview: BusinessOverview): string
       : `нетто в плюс ${strongestNetYear.net_amount_human_ru}`;
     parts.push(`лучший год по расчетному операционному нетто ${strongestNetYear.year_bucket}: ${netText}`);
   }
-  return `Годовая динамика по проверенным строкам: ${parts.join("; ")}. Это operating-flow proxy, не бухгалтерская прибыль и не финрезультат.`;
+  return `Годовая динамика по проверенным строкам: ${parts.join("; ")}. Это операционный денежный сигнал, не бухгалтерская прибыль и не финрезультат.`;
 }
 
 function businessOverviewRiskSynthesisLine(overview: BusinessOverview): string | null {
@@ -1838,9 +1846,9 @@ function businessOverviewRiskSynthesisLine(overview: BusinessOverview): string |
           : "нулевой учетный финрезультат";
     const marginText =
       result.net_margin_to_revenue_pct === null
-        ? "маржа к выручке 90.01 не рассчитана"
-        : `маржа к выручке 90.01 ${result.net_margin_to_revenue_pct}%`;
-    signals.push(`${direction} 90/91/99 ${result.final_result_amount_human_ru}, ${marginText}`);
+        ? "маржа к подтвержденной выручке не рассчитана"
+        : `маржа к подтвержденной выручке ${result.net_margin_to_revenue_pct}%`;
+    signals.push(`${direction} по закрытию счетов 90/91/99 ${result.final_result_amount_human_ru}, ${marginText}`);
   }
   if (overview.debt_position) {
     const debtDirection =
diff --git a/llm_normalizer/backend/src/services/assistantMcpDiscoveryPilotExecutor.ts b/llm_normalizer/backend/src/services/assistantMcpDiscoveryPilotExecutor.ts
index 453f4d6..566e1a4 100644
--- a/llm_normalizer/backend/src/services/assistantMcpDiscoveryPilotExecutor.ts
+++ b/llm_normalizer/backend/src/services/assistantMcpDiscoveryPilotExecutor.ts
@@ -4879,6 +4879,14 @@ function buildBusinessOverviewConfirmedFacts(derived: AssistantMcpDiscoveryDeriv
       `Годовая раскладка операционного денежного потока построена по подтвержденным строкам 1С за ${yearCountHumanRu(derived.yearly_breakdown.length)}.`
     );
   }
+  if (
+    derived.incoming_customer_revenue.coverage_recovered_by_period_chunking ||
+    derived.outgoing_supplier_payout.coverage_recovered_by_period_chunking
+  ) {
+    facts.push(
+      "Денежное покрытие бизнес-обзора за год восстановлено через помесячные 1С-проверки, а не только через широкий общий запрос."
+    );
+  }
   if (derived.activity_period) {
     facts.push(
       `Подтвержденное окно активности в 1С: ${derived.activity_period.first_activity_date} — ${derived.activity_period.latest_activity_date}.`
@@ -5159,7 +5167,7 @@ function buildBusinessOverviewUnknownFacts(derived: AssistantMcpDiscoveryDerived
       : null
   ].filter((item): item is string => Boolean(item));
   if (derived?.coverage_limited_by_probe_limit) {
-    unknowns.unshift("Полное покрытие бизнес-обзора не подтверждено: хотя бы один денежный probe достиг лимита строк.");
+    unknowns.unshift("Полное покрытие бизнес-обзора не подтверждено: хотя бы один денежный запрос достиг верхней границы выборки.");
   }
   return unknowns;
 }
@@ -6183,6 +6191,12 @@ export async function executeAssistantMcpDiscoveryPilot(
         if (!incomingResult?.error || !outgoingResult?.error) {
           pushReason(reasonCodes, "pilot_business_overview_query_movements_mcp_executed");
         }
+        if (incomingResult?.coverage_recovered_by_period_chunking) {
+          pushReason(reasonCodes, "pilot_business_overview_incoming_monthly_period_chunking_recovered_coverage");
+        }
+        if (outgoingResult?.coverage_recovered_by_period_chunking) {
+          pushReason(reasonCodes, "pilot_business_overview_outgoing_monthly_period_chunking_recovered_coverage");
+        }
         if (taxResult?.error) {
           pushUnique(queryLimitations, taxResult.error);
           pushReason(reasonCodes, "pilot_business_overview_tax_query_mcp_error");
diff --git a/llm_normalizer/backend/src/services/assistantMcpDiscoveryPlanner.ts b/llm_normalizer/backend/src/services/assistantMcpDiscoveryPlanner.ts
index a5b8940..b836120 100644
--- a/llm_normalizer/backend/src/services/assistantMcpDiscoveryPlanner.ts
+++ b/llm_normalizer/backend/src/services/assistantMcpDiscoveryPlanner.ts
@@ -110,6 +110,8 @@ interface PlannerBudgetOverride {
   maxProbeCount?: number;
 }
 
+const CHUNKED_COVERAGE_PROBE_BUDGET = 30;
+
 function toNonEmptyString(value: unknown): string | null {
   if (value === null || value === undefined) {
     return null;
@@ -607,12 +609,15 @@ function budgetOverrideFor(input: AssistantMcpDiscoveryPlannerInput, recipe: Pla
     (recipe.semanticDataNeed === "counterparty value-flow evidence" ||
       recipe.semanticDataNeed === "bidirectional value-flow comparison evidence" ||
       recipe.semanticDataNeed === "ranked value-flow evidence");
-  if (!isValueFlowRecipe) {
+  const isBusinessOverviewRecipe =
+    recipe.primitives.includes("query_movements") &&
+    recipe.chainId === "business_overview";
+  if (!isValueFlowRecipe && !isBusinessOverviewRecipe) {
     return {};
   }
   if (requestedAggregationAxis === "month" || isYearDateScope(meaning)) {
     return {
-      maxProbeCount: 30
+      maxProbeCount: CHUNKED_COVERAGE_PROBE_BUDGET
     };
   }
   return {};
diff --git a/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponseCandidate.ts b/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponseCandidate.ts
index 540781c..aabed08 100644
--- a/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponseCandidate.ts
+++ b/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponseCandidate.ts
@@ -471,8 +471,10 @@ function businessOverviewCoverageLimitLine(overview: Record<string, unknown>): s
   if (outgoing?.coverage_limited_by_probe_limit === true) {
     limited.push("исходящие");
   }
+  const continuation =
+    "Если нужен полный сквозной ответ, безопасный следующий шаг — выбрать конкретный год или квартал для дозапроса: тогда широкий срез можно собрать частями без выдачи непроверенного итога.";
   return limited.length > 0
-    ? `Важно: по направлению ${limited.join(" и ")} проверка достигла лимита строк; это расширенный проверенный срез найденных строк, но не гарантия полного бухгалтерского оборота без отдельной полной выгрузки.`
+    ? `Важно: по направлению ${limited.join(" и ")} проверка достигла лимита строк; это расширенный проверенный срез найденных строк, но не гарантия полного бухгалтерского оборота без отдельной полной выгрузки. ${continuation}`
     : null;
 }
 
@@ -649,6 +651,8 @@ function buildCompactBidirectionalValueFlowReply(
   entryPoint: AssistantMcpDiscoveryRuntimeEntryPointContract,
   draft: Record<string, unknown>
 ): string | null {
+  const turnInput = toRecordObject(entryPoint.turn_input);
+  const turnMeaning = toRecordObject(turnInput?.turn_meaning_ref);
   const bridge = toRecordObject(entryPoint.bridge);
   const pilot = toRecordObject(bridge?.pilot);
   const flow = toRecordObject(pilot?.derived_bidirectional_value_flow);
@@ -665,7 +669,13 @@ function buildCompactBidirectionalValueFlowReply(
     return null;
   }
 
-  const counterparty = toNonEmptyString(flow.counterparty) ?? "запрошенному контрагенту";
+  const counterparty = toNonEmptyString(flow.counterparty);
+  const organizationScope = toNonEmptyString(turnMeaning?.explicit_organization_scope);
+  const subjectLead = counterparty
+    ? `по контрагенту ${counterparty}`
+    : organizationScope
+      ? `по компании ${organizationScope}`
+      : "по выбранному контуру";
   const period = toNonEmptyString(flow.period_scope);
   const periodText = period ? ` за период ${period}` : " в проверенном окне";
   const incomingRows = sideRowsText(incoming);
@@ -674,7 +684,7 @@ function buildCompactBidirectionalValueFlowReply(
   const outgoingDates = sideDateText(outgoing);
   const netLabel = bidirectionalNetLabel(flow.net_direction);
   const lines = [
-    `Коротко: по контрагенту ${counterparty}${periodText} по найденным строкам 1С получили ${incomingAmount ?? "0 руб."}, заплатили ${outgoingAmount ?? "0 руб."}; расчетное ${netLabel}: ${sentenceAmount(netAmount) ?? netAmount ?? "0 руб."}.`
+    `Коротко: ${subjectLead}${periodText} по найденным строкам 1С получили ${incomingAmount ?? "0 руб."}, заплатили ${outgoingAmount ?? "0 руб."}; расчетное ${netLabel}: ${sentenceAmount(netAmount) ?? netAmount ?? "0 руб."}.`
   ];
 
   const basis: string[] = [];
@@ -904,7 +914,7 @@ function buildCompactBusinessOverviewReply(
           : amount
         : "сумма не распознана";
       lines.push(
-        `Коротко: по бухгалтерскому маршруту 90/91/99 за ${periodScope} подтвержден ${directionText}: ${amountText}${marginPct ? `; маржа к выручке 90.01 ${marginPct}` : "; маржа к выручке 90.01 не рассчитана"}.`
+        `Коротко: нет, денежное операционное нетто не стоит считать чистой прибылью. Отдельно по закрытию счетов 90/91/99 в 1С за ${periodScope} подтвержден ${directionText}: ${amountText}${marginPct ? `; маржа к подтвержденной выручке ${marginPct}` : "; маржа к подтвержденной выручке не рассчитана"}.`
       );
       lines.push(
         "Это учетный финрезультат по найденным строкам закрытия периода в 1С, а не внешний аудит и не юридически подтвержденная отчетность."
@@ -916,7 +926,7 @@ function buildCompactBusinessOverviewReply(
     lines.push(
       cleanHeadline
         ? `Коротко: ${localizeLine(cleanHeadline)}`
-        : "Коротко: нельзя точно подтвердить чистую прибыль и маржу по текущему срезу 1С; есть только bounded operating-flow/trading-margin proxy, не P&L и не бухгалтерский финансовый результат."
+        : "Коротко: нельзя точно подтвердить чистую прибыль и маржу по текущему срезу 1С; есть только ограниченный операционный денежный/товарный сигнал, а не полный отчет о прибыли и не бухгалтерский финансовый результат."
     );
     const boundaryLines = userFacingLines([
       ...toStringList(draft.confirmed_lines),
@@ -929,7 +939,7 @@ function buildCompactBusinessOverviewReply(
       lines.push(...boundaryLines.map(localizeLine));
     }
     lines.push(
-      "Для точного P&L нужны отдельный маршрут по себестоимости, расходам, закрытию периода и финрезультату; текущий proxy нельзя выдавать за подтвержденную чистую прибыль или маржу."
+      "Для точного отчета о прибыли нужны отдельная проверка себестоимости, расходов, закрытия периода и финрезультата; текущий ограниченный сигнал нельзя выдавать за подтвержденную чистую прибыль или маржу."
     );
     if (limitLine) {
       lines.push(limitLine);
@@ -1056,7 +1066,7 @@ function buildCompactBusinessOverviewReply(
         : `крупнейший подтвержденный поставщик/получатель исходящих платежей: ${topSupplier}`
       : outgoingAmount
         ? `исходящие платежи/закупочный поток в проверенном срезе: ${outgoingAmount}`
-        : "есть только ограниченный срез исходящих платежей без полного vendor-risk профиля";
+        : "есть только ограниченный срез исходящих платежей без полного профиля поставщицкого риска";
     const proxyLabel = topSupplierLooksFinancial
       ? "сигнал концентрации исходящих денег"
       : "сигнал концентрации закупок/исходящих платежей";
@@ -1106,7 +1116,7 @@ function buildCompactBusinessOverviewReply(
     );
     lines.push(previousCounterpartySummary.line);
     lines.push(
-      `Можно утверждать: по компании подтвержден operating-flow proxy по найденным строкам 1С; по ${separateSubject} отдельно подтверждены входящие/исходящие строки, расчетное нетто и документы из предыдущего контрагентского среза.`
+      `Можно утверждать: по компании подтвержден операционный денежный сигнал по найденным строкам 1С; по ${separateSubject} отдельно подтверждены входящие/исходящие строки, расчетное нетто и документы из предыдущего контрагентского среза.`
     );
     lines.push(
       `Нельзя утверждать: это не чистая прибыль, не полный бухгалтерский оборот вне проверенного окна и не доказательство, что ${separateSubject} является главным клиентом или поставщиком как бизнес-роль.`
@@ -1150,7 +1160,7 @@ function buildCompactBusinessOverviewReply(
     lines.push(
       `Коротко: ${organizationPrefix}${period} по подтвержденным строкам 1С получили ${incomingAmount ?? "0 руб."}; исходящие платежи/списания ${outgoingAmount ?? "0 руб."}; ${netDirection} ${sentenceAmount(netAmount) ?? netAmount ?? "0 руб"}${topCustomerLead}${topSupplierLead}${roleBoundaryLead}${separateSubjectLead}.`
     );
-    lines.push('Метод: "заработали" здесь считаю как денежный operating-flow proxy по 1С; это не чистая прибыль и не финрезультат.');
+    lines.push('Метод: "заработали" здесь считаю как операционный денежный показатель по 1С; это не чистая прибыль и не финрезультат.');
     if (!directMoneyAnswer && customerName && customerAmount) {
       lines.push(
         topCustomerLooksFinancial
diff --git a/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponsePolicy.ts b/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponsePolicy.ts
index 7d5bc4d..839ccad 100644
--- a/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponsePolicy.ts
+++ b/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponsePolicy.ts
@@ -455,6 +455,42 @@ function hasExactValueFlowReplyForBusinessOverviewDirectMoneyNeed(
   );
 }
 
+function hasExactBankOperationsAddressReply(
+  input: ApplyAssistantMcpDiscoveryResponsePolicyInput,
+  entryPoint: AssistantMcpDiscoveryRuntimeEntryPointContract | null
+): boolean {
+  if (!isDiscoveryReadyAddressCandidate(input, entryPoint)) {
+    return false;
+  }
+  if (!hasEffectivelyFactualAddressReply(input)) {
+    return false;
+  }
+  const source = String(input.currentReplySource ?? input.livingChatSource ?? "").trim().toLowerCase();
+  if (source !== "address_query_runtime_v1" && source !== "address_exact" && source !== "address_lane") {
+    return false;
+  }
+  const detectedIntent = toNonEmptyString(input.addressRuntimeMeta?.detected_intent);
+  const selectedRecipe = toNonEmptyString(input.addressRuntimeMeta?.selected_recipe);
+  const isBankIntent =
+    detectedIntent === "bank_operations_by_counterparty" || detectedIntent === "bank_operations_by_contract";
+  const isBankRecipe =
+    selectedRecipe === "address_bank_operations_by_counterparty_v1" ||
+    selectedRecipe === "address_bank_operations_by_contract_v1";
+  if (!isBankIntent || !isBankRecipe) {
+    return false;
+  }
+  const grounding = toRecordObject(input.addressRuntimeMeta?.answer_grounding_check);
+  const groundingStatus = toNonEmptyString(grounding?.status);
+  const mcpCallStatus = toNonEmptyString(input.addressRuntimeMeta?.mcp_call_status);
+  const routeMode = toNonEmptyString(input.addressRuntimeMeta?.capability_route_mode);
+  return Boolean(
+    mcpCallStatus === "matched_non_empty" ||
+      groundingStatus === "grounded" ||
+      routeMode === "exact" ||
+      hasFullConfirmedTruth(input)
+  );
+}
+
 function hasValueFlowActionConflictWithDiscoveryTurnMeaning(
   input: ApplyAssistantMcpDiscoveryResponsePolicyInput,
   entryPoint: AssistantMcpDiscoveryRuntimeEntryPointContract | null
@@ -471,6 +507,9 @@ function hasValueFlowActionConflictWithDiscoveryTurnMeaning(
   if (askedDomain !== "counterparty_value") {
     return false;
   }
+  if (hasExactBankOperationsAddressReply(input, entryPoint)) {
+    return false;
+  }
   const detectedIntent = toNonEmptyString(input.addressRuntimeMeta?.detected_intent);
   if (askedAction === "payout") {
     return detectedIntent !== "supplier_payouts_profile";
@@ -647,6 +686,9 @@ function hasSemanticConflictWithDiscoveryTurnMeaning(
   if (hasRuntimeMatchedExactReply(input, entryPoint)) {
     return false;
   }
+  if (hasExactBankOperationsAddressReply(input, entryPoint)) {
+    return false;
+  }
   const detectedIntent = toNonEmptyString(input.addressRuntimeMeta?.detected_intent);
   const turnMeaning = readDiscoveryTurnMeaning(entryPoint);
   const askedDomain = toNonEmptyString(turnMeaning?.asked_domain_family);
@@ -771,6 +813,7 @@ export function applyAssistantMcpDiscoveryResponsePolicy(
     input,
     entryPoint
   );
+  const exactBankOperationsAddressReply = hasExactBankOperationsAddressReply(input, entryPoint);
   const openScopeValueFlowDiscoveryPriority = hasOpenScopeValueFlowDiscoveryPriority(input, entryPoint);
   const metadataDiscoveryPriority = hasMetadataDiscoveryPriority(input, entryPoint);
   const valueFlowActionConflictWithDiscoveryTurnMeaning = hasValueFlowActionConflictWithDiscoveryTurnMeaning(
@@ -851,6 +894,9 @@ export function applyAssistantMcpDiscoveryResponsePolicy(
       "mcp_discovery_response_policy_keep_exact_value_flow_reply_over_business_overview_direct_money_clarification"
     );
   }
+  if (exactBankOperationsAddressReply) {
+    pushReason(reasonCodes, "mcp_discovery_response_policy_keep_exact_bank_operations_address_reply");
+  }
   if (deterministicBroadBusinessEvaluationReply && candidate.candidate_status === "clarification_candidate") {
     pushReason(
       reasonCodes,
@@ -882,6 +928,7 @@ export function applyAssistantMcpDiscoveryResponsePolicy(
     !runtimeMatchedExactReply &&
     !staleMetadataDiscoveryFallbackAgainstExactAddressReply &&
     !exactValueFlowReplyForBusinessOverviewDirectMoneyNeed &&
+    !exactBankOperationsAddressReply &&
     !(deterministicBroadBusinessEvaluationReply && candidate.candidate_status === "clarification_candidate") &&
     ALLOWED_CANDIDATE_STATUSES.has(candidate.candidate_status) &&
     candidate.eligible_for_future_hot_runtime &&
diff --git a/llm_normalizer/backend/src/services/assistantMcpDiscoveryTurnInputAdapter.ts b/llm_normalizer/backend/src/services/assistantMcpDiscoveryTurnInputAdapter.ts
index 4d6430f..e1353b3 100644
--- a/llm_normalizer/backend/src/services/assistantMcpDiscoveryTurnInputAdapter.ts
+++ b/llm_normalizer/backend/src/services/assistantMcpDiscoveryTurnInputAdapter.ts
@@ -222,6 +222,9 @@ function isGarbageSemanticAnchorCandidate(value: string | null): boolean {
     /^(?:и\s+)?кто\s+(?:главн\p{L}*|основн\p{L}*|крупн\p{L}*)\s+(?:клиент|покупател|поставщик|контрагент)(?:\s+в)?$/iu.test(
       text
     ) ||
+    /^(?:или\s+)?(?:обычн\p{L}*\s+)?(?:клиент|поставщик|покупател\p{L}*|заказчик|контрагент)(?:\s+или\s+(?:клиент|поставщик|покупател\p{L}*|заказчик|контрагент))?$/iu.test(
+      text
+    ) ||
     /^(?:что|чего)\s+(?:подтвержден\p{L}*|не\s+хватает)/iu.test(text) ||
     /^(?:можно\s+ли|если\s+нет|дай\s+proxy|дай\s+прокси)/iu.test(text)
   ) {
@@ -1303,6 +1306,7 @@ function rawEntityResolutionCandidate(text: string): string | null {
 function rawScopedEntityCandidateFromText(text: string): string | null {
   const source = repairAddressMojibakeText(String(text ?? ""));
   const patterns = [
+    /(?:^|[\s,.;:!?])(?:по|у|для|for|by)\s+(.+?)(?=$|[,.;:!?]|\s+(?:за|на|в|во|к|по|сколько|скок|как|какое|какой|какая|какие|получ\p{L}*|заплат\p{L}*|нетто|документ\p{L}*|движени\p{L}*|операц\p{L}*|плат[её]ж\p{L}*)(?=$|[\s,.;:!?]))/iu,
     /(?:^|[\s,.;:!?])(?:по|у|для|for|by)\s+([\p{L}\d._-]{2,})(?=$|[\s,.;:!?])/iu,
     /(?:документ(?:ам|ы)?|движени(?:ям|я)?|операци(?:ям|и)?|плат[её]ж(?:ам|и)?)\s+([\p{L}\d._-]{2,})(?=$|[\s,.;:!?])/iu
   ];
diff --git a/llm_normalizer/backend/src/services/assistantService.ts b/llm_normalizer/backend/src/services/assistantService.ts
index 5d0fb33..ce3ce19 100644
--- a/llm_normalizer/backend/src/services/assistantService.ts
+++ b/llm_normalizer/backend/src/services/assistantService.ts
@@ -4913,6 +4913,7 @@ export class AssistantService {
                 hasLivingChatSignal,
                 shouldEmitOrganizationSelectionReply,
                 hasAssistantCapabilityQuestionSignal,
+                resolveOrganizationSelectionFromMessage,
                 resolveDataScopeProbe: () => resolveAssistantDataScopeProbe(),
                 applyScriptGuard: applyLivingChatScriptGuardFromPolicy,
                 applyGroundingGuard: applyLivingChatGroundingGuardFromPolicy,
diff --git a/llm_normalizer/backend/src/services/assistantTransitionPolicy.ts b/llm_normalizer/backend/src/services/assistantTransitionPolicy.ts
index 57744d0..58ade0b 100644
--- a/llm_normalizer/backend/src/services/assistantTransitionPolicy.ts
+++ b/llm_normalizer/backend/src/services/assistantTransitionPolicy.ts
@@ -1332,10 +1332,11 @@ export function createAssistantTransitionPolicy(deps) {
           hasSelectedObjectInventorySignalPrimary ||
           hasSelectedObjectInventorySignalAlternate)
     );
+    const explicitIntentForCarryover = debtRoleSwapIntent ? debtRoleSwapIntent : explicitIntent;
     const carryoverTargetIntent = resolveFollowupTargetIntent(
       inventoryPurchaseDateVatBridge,
       selectedObjectRetargetIntent,
-      explicitIntent,
+      explicitIntentForCarryover,
       sourceIntent,
       followupSelectionMode,
       deps.toNonEmptyString(inventoryRootFrame?.intent),
diff --git a/llm_normalizer/backend/src/services/assistantTurnRuntimeInputBuilder.ts b/llm_normalizer/backend/src/services/assistantTurnRuntimeInputBuilder.ts
index 427168c..d0720f2 100644
--- a/llm_normalizer/backend/src/services/assistantTurnRuntimeInputBuilder.ts
+++ b/llm_normalizer/backend/src/services/assistantTurnRuntimeInputBuilder.ts
@@ -72,6 +72,8 @@ export interface AssistantTurnRuntimeBuilderDeps<ResponseType = unknown> {
     AddressAttemptRuntimeInput<ResponseType>["shouldEmitOrganizationSelectionReply"];
   hasAssistantCapabilityQuestionSignal:
     AddressAttemptRuntimeInput<ResponseType>["hasAssistantCapabilityQuestionSignal"];
+  resolveOrganizationSelectionFromMessage:
+    AddressAttemptRuntimeInput<ResponseType>["resolveOrganizationSelectionFromMessage"];
   resolveDataScopeProbe: AddressAttemptRuntimeInput<ResponseType>["resolveDataScopeProbe"];
   applyScriptGuard: AddressAttemptRuntimeInput<ResponseType>["applyScriptGuard"];
   applyGroundingGuard: AddressAttemptRuntimeInput<ResponseType>["applyGroundingGuard"];
@@ -170,6 +172,7 @@ export function buildAssistantAddressAttemptRuntimeInput<ResponseType = unknown>
     hasLivingChatSignal: deps.hasLivingChatSignal,
     shouldEmitOrganizationSelectionReply: deps.shouldEmitOrganizationSelectionReply,
     hasAssistantCapabilityQuestionSignal: deps.hasAssistantCapabilityQuestionSignal,
+    resolveOrganizationSelectionFromMessage: deps.resolveOrganizationSelectionFromMessage,
     resolveDataScopeProbe: deps.resolveDataScopeProbe,
     applyScriptGuard: deps.applyScriptGuard,
     applyGroundingGuard: deps.applyGroundingGuard,
diff --git a/llm_normalizer/backend/tests/addressQueryRuntimeM23.test.ts b/llm_normalizer/backend/tests/addressQueryRuntimeM23.test.ts
index 940df30..be0c47e 100644
--- a/llm_normalizer/backend/tests/addressQueryRuntimeM23.test.ts
+++ b/llm_normalizer/backend/tests/addressQueryRuntimeM23.test.ts
@@ -584,11 +584,39 @@ describe("address compose stage utf8 headers", () => {
 
     expect(reply.text).toContain("по СБЕРБАНК");
     expect(reply.text).toContain("входящее поступление от банка в этом срезе не подтверждено");
-    expect(reply.text).toContain("клиентскую выручку");
+    expect(reply.text).toContain("не подтвержденная клиентская выручка");
+    expect(reply.text).toContain("Сводка по направлению");
     expect(reply.text).toContain("Основание 1С");
     expect(reply.text).toContain("вид операции/назначение платежа/договор");
   });
 
+  it("keeps bank operation drilldown compact when many rows are available", () => {
+    const rows = Array.from({ length: 8 }, (_, index) => ({
+      period: `2020-01-${String(index + 1).padStart(2, "0")}T12:00:00Z`,
+      registrator:
+        index % 2 === 0
+          ? `Поступление на расчетный счет 0000000000${index}`
+          : `Списание с расчетного счета 0000000000${index}`,
+      account_dt: "0",
+      account_kt: "0",
+      amount: 100 + index,
+      analytics: ["СБЕРБАНК, ПАО", "0"],
+      counterparty: "СБЕРБАНК, ПАО",
+      operation_kind: index % 2 === 0 ? "Прочее поступление" : "Прочее списание",
+      payment_purpose: index % 2 === 0 ? "Депозит" : "Комиссия банка"
+    }));
+
+    const reply = composeFactualReply("bank_operations_by_counterparty", rows, {
+      counterpartyHint: "СБЕРБАНК",
+      userMessage: "СБЕРБАНК это поставщик или финансовые списания?"
+    });
+
+    expect(reply.text).toContain("Сводка по направлению");
+    expect(reply.text).toContain("Это не обычный поставщик автоматически");
+    expect(reply.text).toContain("Показаны первые 5 из 8");
+    expect(reply.text).not.toContain("00000000007");
+  });
+
   it("renders readable russian header for contracts-by-counterparty list", () => {
     const reply = composeFactualReply("list_contracts_by_counterparty", [
       {
@@ -2692,6 +2720,13 @@ describe("address intent resolver expansion (M2.3a)", () => {
     expect(result.intent).toBe("supplier_payouts_profile");
   });
 
+  it("resolves explicit supplier payment amount question into supplier payouts profile", () => {
+    const result = resolveAddressIntent(
+      "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?"
+    );
+    expect(result.intent).toBe("supplier_payouts_profile");
+  });
+
   it("resolves contract usage and value intent", () => {
     const result = resolveAddressIntent("договоры по обороту ранкни и дай топ-20");
     expect(result.intent).toBe("contract_usage_and_value");
@@ -2989,6 +3024,38 @@ describe("address filter extraction for balance drilldown", () => {
     expect(extracted.extracted_filters.counterparty).toBeUndefined();
   });
 
+  it("drops generic customer/supplier role tail from broad company overview wording", () => {
+    const extracted = extractAddressFilters(
+      "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+      "customer_revenue_and_payments"
+    );
+    expect(extracted.extracted_filters.counterparty).toBeUndefined();
+    expect(extracted.extracted_filters.period_from).toBe("2020-01-01");
+    expect(extracted.extracted_filters.period_to).toBe("2020-12-31");
+    expect(extracted.warnings).toContain("counterparty_anchor_dropped_low_quality");
+  });
+
+  it("clears generic customer/supplier role tail from inherited follow-up anchor", () => {
+    const result = runAddressDecomposeStage(
+      "Покажи документы по нему за 2020",
+      {
+        previous_intent: "list_documents_by_counterparty",
+        previous_anchor_type: "counterparty",
+        previous_anchor_value: "или поставщик"
+      }
+    );
+    expect(result?.filters.extracted_filters.counterparty).toBeUndefined();
+    expect(result?.filters.extracted_filters.period_from).toBe("2020-01-01");
+    expect(result?.filters.extracted_filters.period_to).toBe("2020-12-31");
+    expect(result?.filters.warnings).toContain("counterparty_cleared_low_quality_followup_anchor");
+  });
+
+  it("keeps real counterparty after explicit supplier role prefix", () => {
+    const extracted = extractAddressFilters("Покажи платежи по поставщику Альфа за июль 2020", "supplier_payouts_profile");
+    expect(extracted.extracted_filters.counterparty).toBe("Альфа");
+    expect(extracted.warnings).not.toContain("counterparty_anchor_dropped_low_quality");
+  });
+
   it("derives VAT forecast quarter-to-date window when plain date phrase is present", () => {
     const extracted = extractAddressFilters(
       "мож прикинусь плиз скока ндс надо заплатить на 15 марта 2020 года",
@@ -4751,6 +4818,65 @@ describe("address decompose stage follow-up carryover", () => {
     expect(result?.baseReasons).toContain("address_followup_context_applied");
   });
 
+  it("does not inherit stale counterparty for broad receivables mirror question", () => {
+    const result = runAddressDecomposeStage("а нам кто должен на конец 2020?", {
+      previous_intent: "payables_confirmed_as_of_date",
+      previous_filters: {
+        organization: "ООО Альтернатива Плюс",
+        counterparty: "Группа СВК",
+        period_from: "2020-01-01",
+        period_to: "2020-12-31",
+        as_of_date: "2020-12-31"
+      },
+      previous_anchor_type: "counterparty",
+      previous_anchor_value: "Группа СВК"
+    });
+    expect(result).not.toBeNull();
+    expect(result?.intent.intent).toBe("receivables_confirmed_as_of_date");
+    expect(result?.filters.extracted_filters.organization).toBe("ООО Альтернатива Плюс");
+    expect(result?.filters.extracted_filters.as_of_date).toBe("2020-12-31");
+    expect(result?.filters.extracted_filters.counterparty).toBeUndefined();
+    expect(result?.baseReasons).toContain("counterparty_carryover_suppressed_for_broad_debt_polarity_question");
+    expect(result?.baseReasons).not.toContain("counterparty_from_followup_context");
+  });
+
+  it("does not inherit stale counterparty for broad payables mirror question", () => {
+    const result = runAddressDecomposeStage("кому мы должны на конец 2020?", {
+      previous_intent: "supplier_payouts_profile",
+      previous_filters: {
+        organization: "ООО Альтернатива Плюс",
+        counterparty: "Группа СВК",
+        period_from: "2020-01-01",
+        period_to: "2020-12-31"
+      },
+      previous_anchor_type: "counterparty",
+      previous_anchor_value: "Группа СВК"
+    });
+    expect(result).not.toBeNull();
+    expect(result?.intent.intent).toBe("payables_confirmed_as_of_date");
+    expect(result?.filters.extracted_filters.organization).toBe("ООО Альтернатива Плюс");
+    expect(result?.filters.extracted_filters.counterparty).toBeUndefined();
+    expect(result?.baseReasons).toContain("counterparty_carryover_suppressed_for_broad_debt_polarity_question");
+  });
+
+  it("keeps referential counterparty carryover for debt question that explicitly says по нему", () => {
+    const result = runAddressDecomposeStage("по нему сколько он нам должен на конец 2020?", {
+      previous_intent: "customer_revenue_and_payments",
+      previous_filters: {
+        organization: "ООО Альтернатива Плюс",
+        counterparty: "Группа СВК",
+        period_from: "2020-01-01",
+        period_to: "2020-12-31"
+      },
+      previous_anchor_type: "counterparty",
+      previous_anchor_value: "Группа СВК"
+    });
+    expect(result).not.toBeNull();
+    expect(result?.intent.intent).toBe("receivables_confirmed_as_of_date");
+    expect(result?.filters.extracted_filters.counterparty).toBe("Группа СВК");
+    expect(result?.baseReasons).toContain("counterparty_from_followup_context");
+  });
+
   it("keeps contract scope when follow-up asks for bank operations without explicit anchor", () => {
     const result = runAddressDecomposeStage("а теперь банковские операции", {
       previous_intent: "list_documents_by_contract",
@@ -5542,6 +5668,13 @@ it("routes old purchase residue questions to aging-by-purchase-date", () => {
     expect(filters.as_of_date).toBe("2020-03-31");
   });
 
+  it("does not treat generic 'по остаткам' as a warehouse anchor", () => {
+    const result = runAddressDecomposeStage("кайф - что там на складе по остаткам?");
+    expect(result).not.toBeNull();
+    expect(result?.intent.intent).toBe("inventory_on_hand_as_of_date");
+    expect(result?.filters.extracted_filters.warehouse).toBeUndefined();
+  });
+
   it("builds exact balance query for inventory-on-hand snapshot", () => {
     const selected = selectAddressRecipe("inventory_on_hand_as_of_date", {
       as_of_date: "2020-03-31"
diff --git a/llm_normalizer/backend/tests/assistantAddressFollowupContext.test.ts b/llm_normalizer/backend/tests/assistantAddressFollowupContext.test.ts
index 599eea1..2ceb3b1 100644
--- a/llm_normalizer/backend/tests/assistantAddressFollowupContext.test.ts
+++ b/llm_normalizer/backend/tests/assistantAddressFollowupContext.test.ts
@@ -131,7 +131,7 @@ describe("assistant address follow-up carryover", () => {
     } as any);
 
     expect(second.ok).toBe(true);
-    expect(["factual", "factual_with_explanation"]).toContain(second.reply_type);
+    expect(["factual", "factual_with_explanation", "partial_coverage"]).toContain(second.reply_type);
     expect(second.debug?.detected_mode).toBe("address_query");
     expect(second.debug?.detected_intent).toBe("list_documents_by_counterparty");
     expect(second.debug?.extracted_filters?.counterparty).toBe("свк");
diff --git a/llm_normalizer/backend/tests/assistantLivingChatAttemptInputBuilder.test.ts b/llm_normalizer/backend/tests/assistantLivingChatAttemptInputBuilder.test.ts
index ebadd7f..dbfa5d2 100644
--- a/llm_normalizer/backend/tests/assistantLivingChatAttemptInputBuilder.test.ts
+++ b/llm_normalizer/backend/tests/assistantLivingChatAttemptInputBuilder.test.ts
@@ -28,13 +28,16 @@ function buildInput(overrides: Record<string, unknown> = {}) {
     hasOperationalAdminActionRequestSignal: () => false,
     hasOrganizationFactLookupSignal: () => false,
     hasOrganizationFactFollowupSignal: () => false,
+    hasLivingChatSignal: () => false,
     shouldEmitOrganizationSelectionReply: () => false,
     hasAssistantCapabilityQuestionSignal: () => false,
+    resolveOrganizationSelectionFromMessage: () => null,
     resolveDataScopeProbe: () => null,
     applyScriptGuard: (chatText: string) => chatText,
     applyGroundingGuard: (guardInput: Record<string, unknown>) => guardInput,
     buildAssistantSafetyRefusalReply: () => "safety",
     buildAssistantDataScopeContractReply: () => "scope",
+    buildAssistantProactiveOrganizationOfferReply: () => "offer",
     buildAssistantOrganizationFactBoundaryReply: () => "boundary",
     buildAssistantDataScopeSelectionReply: () => "selection",
     buildAssistantOperationalBoundaryReply: () => "operational",
diff --git a/llm_normalizer/backend/tests/assistantLivingChatAttemptRuntimeInputBuilder.test.ts b/llm_normalizer/backend/tests/assistantLivingChatAttemptRuntimeInputBuilder.test.ts
index 6e81850..70fb337 100644
--- a/llm_normalizer/backend/tests/assistantLivingChatAttemptRuntimeInputBuilder.test.ts
+++ b/llm_normalizer/backend/tests/assistantLivingChatAttemptRuntimeInputBuilder.test.ts
@@ -46,8 +46,10 @@ describe("assistant living chat attempt runtime input builder", () => {
       hasOperationalAdminActionRequestSignal: vi.fn(() => false),
       hasOrganizationFactLookupSignal: vi.fn(() => false),
       hasOrganizationFactFollowupSignal: vi.fn(() => false),
+      hasLivingChatSignal: vi.fn(() => false),
       shouldEmitOrganizationSelectionReply: vi.fn(() => false),
       hasAssistantCapabilityQuestionSignal: vi.fn(() => false),
+      resolveOrganizationSelectionFromMessage: vi.fn(() => null),
       resolveDataScopeProbe: vi.fn(async () => null),
       executeLlmChat,
       applyScriptGuard: vi.fn((text: string) => ({ text, applied: false, reason: null })),
@@ -58,6 +60,7 @@ describe("assistant living chat attempt runtime input builder", () => {
       })),
       buildAssistantSafetyRefusalReply: vi.fn(() => "safety"),
       buildAssistantDataScopeContractReply: vi.fn(() => "scope"),
+      buildAssistantProactiveOrganizationOfferReply: vi.fn(() => "offer"),
       buildAssistantOrganizationFactBoundaryReply: vi.fn(() => "boundary"),
       buildAssistantDataScopeSelectionReply: vi.fn(() => "selection"),
       buildAssistantOperationalBoundaryReply: vi.fn(() => "operational"),
diff --git a/llm_normalizer/backend/tests/assistantLivingChatRuntimeAdapter.test.ts b/llm_normalizer/backend/tests/assistantLivingChatRuntimeAdapter.test.ts
index b38a2d7..1dc3f6b 100644
--- a/llm_normalizer/backend/tests/assistantLivingChatRuntimeAdapter.test.ts
+++ b/llm_normalizer/backend/tests/assistantLivingChatRuntimeAdapter.test.ts
@@ -1,5 +1,6 @@
 import { describe, expect, it, vi } from "vitest";
 import { runAssistantLivingChatRuntime } from "../src/services/assistantLivingChatRuntimeAdapter";
+import { resolveOrganizationSelectionFromMessage } from "../src/services/assistantOrganizationMatcher";
 
 function buildRuntimeInput(overrides: Record<string, unknown> = {}) {
   const executeLlmChat = vi.fn(async () => "llm-text");
@@ -37,6 +38,7 @@ function buildRuntimeInput(overrides: Record<string, unknown> = {}) {
     hasLivingChatSignal: () => true,
     shouldEmitOrganizationSelectionReply: () => false,
     hasAssistantCapabilityQuestionSignal: () => false,
+    resolveOrganizationSelectionFromMessage: () => null,
     resolveDataScopeProbe,
     executeLlmChat,
     applyScriptGuard: (chatText: string) => ({
@@ -87,6 +89,47 @@ describe("assistant living chat runtime adapter", () => {
     expect(output.debug?.living_chat_data_scope_probe_org_count).toBe(1);
   });
 
+  it("probes data scope before LLM when a fresh chat turn is a bare organization name", async () => {
+    const executeLlmChat = vi.fn(async () => "llm-text");
+    const resolveDataScopeProbe = vi.fn(async () => ({
+      status: "resolved",
+      channel: "default",
+      organizations: [
+        "\u041e\u041e\u041e \u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u041f\u043b\u044e\u0441",
+        "\u041e\u041e\u041e \u041b\u0430\u0439\u0441\u0432\u0443\u0434"
+      ],
+      error: null
+    }));
+    const input = buildRuntimeInput({
+      userMessage: "\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u041f\u043b\u044e\u0441",
+      modeDecision: { mode: "chat", reason: "non_domain_query_indexed" },
+      hasLivingChatSignal: () => false,
+      shouldEmitOrganizationSelectionReply: (_message: string, organization: string | null) => Boolean(organization),
+      resolveOrganizationSelectionFromMessage,
+      resolveDataScopeProbe,
+      executeLlmChat,
+      buildAssistantDataScopeSelectionReply: (organization: string | null) => `selection:${organization ?? "none"}`
+    });
+
+    const output = await runAssistantLivingChatRuntime(input);
+
+    expect(output.handled).toBe(true);
+    expect(output.chatText).toBe(
+      "selection:\u041e\u041e\u041e \u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u041f\u043b\u044e\u0441"
+    );
+    expect(output.debug?.living_chat_response_source).toBe("deterministic_data_scope_selection_contract");
+    expect(output.debug?.living_chat_bare_scope_probe_attempted).toBe(true);
+    expect(output.debug?.living_chat_bare_scope_probe_matched_organization).toBe(
+      "\u041e\u041e\u041e \u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u041f\u043b\u044e\u0441"
+    );
+    expect(output.debug?.assistant_active_organization).toBe(
+      "\u041e\u041e\u041e \u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u041f\u043b\u044e\u0441"
+    );
+    expect(output.debug?.living_chat_data_scope_probe_org_count).toBe(2);
+    expect(resolveDataScopeProbe).toHaveBeenCalledTimes(1);
+    expect(executeLlmChat).not.toHaveBeenCalled();
+  });
+
   it("selects safety refusal branch for dangerous capability meta query", async () => {
     const executeLlmChat = vi.fn(async () => "llm-text");
     const input = buildRuntimeInput({
diff --git a/llm_normalizer/backend/tests/assistantMcpDiscoveryPilotExecutor.test.ts b/llm_normalizer/backend/tests/assistantMcpDiscoveryPilotExecutor.test.ts
index 69169f1..66c0fea 100644
--- a/llm_normalizer/backend/tests/assistantMcpDiscoveryPilotExecutor.test.ts
+++ b/llm_normalizer/backend/tests/assistantMcpDiscoveryPilotExecutor.test.ts
@@ -311,6 +311,104 @@ describe("assistant MCP discovery pilot executor", () => {
     expect(deps.executeAddressMcpQuery).toHaveBeenCalledTimes(6);
   });
 
+  it("recovers explicit-year business overview money coverage through monthly value-flow chunks", async () => {
+    const planner = planAssistantMcpDiscovery({
+      dataNeedGraph: {
+        schema_version: "assistant_data_need_graph_v1",
+        policy_owner: "assistantMcpDiscoveryDataNeedGraph",
+        subject_candidates: [],
+        business_fact_family: "business_overview",
+        action_family: "broad_evaluation",
+        aggregation_need: null,
+        time_scope_need: "explicit_period",
+        comparison_need: null,
+        ranking_need: null,
+        proof_expectation: "bounded_inference",
+        clarification_gaps: [],
+        decomposition_candidates: [
+          "collect_scoped_movements",
+          "aggregate_checked_amounts",
+          "aggregate_ranked_axis_values",
+          "fetch_supporting_documents",
+          "probe_coverage",
+          "explain_evidence_basis"
+        ],
+        forbidden_overclaim_flags: ["no_raw_model_claims", "no_profit_or_margin_claim_without_evidence"],
+        reason_codes: ["data_need_graph_built", "data_need_graph_family_business_overview"]
+      },
+      turnMeaning: {
+        asked_domain_family: "business_overview",
+        asked_action_family: "broad_evaluation",
+        explicit_organization_scope: "ООО Альтернатива Плюс",
+        explicit_date_scope: "2020"
+      }
+    });
+    const broadIncomingRows = Array.from({ length: 200 }, (_, index) => ({
+      Period: `2020-01-${String((index % 28) + 1).padStart(2, "0")}T00:00:00`,
+      Amount: 1,
+      Counterparty: "Клиент из широкого запроса"
+    }));
+    const broadOutgoingRows = Array.from({ length: 200 }, (_, index) => ({
+      Period: `2020-01-${String((index % 28) + 1).padStart(2, "0")}T00:00:00`,
+      Amount: 1,
+      Counterparty: "Поставщик из широкого запроса"
+    }));
+    const incomingMonthlyResults = Array.from({ length: 12 }, (_, index) => ({
+      rows: [
+        {
+          Period: `2020-${String(index + 1).padStart(2, "0")}-05T00:00:00`,
+          Amount: (index + 1) * 100,
+          Counterparty: index % 2 === 0 ? "Клиент А" : "Клиент Б"
+        }
+      ]
+    }));
+    const outgoingMonthlyResults = Array.from({ length: 12 }, (_, index) => ({
+      rows: [
+        {
+          Period: `2020-${String(index + 1).padStart(2, "0")}-10T00:00:00`,
+          Amount: (index + 1) * 50,
+          Counterparty: index % 2 === 0 ? "Поставщик А" : "Поставщик Б"
+        }
+      ]
+    }));
+    const deps = buildSequentialDeps([
+      { rows: broadIncomingRows },
+      ...incomingMonthlyResults,
+      { rows: broadOutgoingRows },
+      ...outgoingMonthlyResults
+    ]);
+
+    const result = await executeAssistantMcpDiscoveryPilot(planner, deps);
+
+    expect(planner.discovery_plan.execution_budget.max_probe_count).toBe(30);
+    expect(result.derived_business_overview).toMatchObject({
+      organization_scope: "ООО Альтернатива Плюс",
+      period_scope: "2020",
+      incoming_customer_revenue: {
+        total_amount: 7800,
+        coverage_limited_by_probe_limit: false,
+        coverage_recovered_by_period_chunking: true,
+        period_chunking_granularity: "month"
+      },
+      outgoing_supplier_payout: {
+        total_amount: 3900,
+        coverage_limited_by_probe_limit: false,
+        coverage_recovered_by_period_chunking: true,
+        period_chunking_granularity: "month"
+      },
+      net_amount: 3900,
+      coverage_limited_by_probe_limit: false
+    });
+    expect(result.evidence.confirmed_facts).toContain(
+      "Денежное покрытие бизнес-обзора за год восстановлено через помесячные 1С-проверки, а не только через широкий общий запрос."
+    );
+    expect(result.evidence.unknown_facts).not.toContain(
+      "Полное покрытие бизнес-обзора не подтверждено: хотя бы один денежный запрос достиг верхней границы выборки."
+    );
+    expect(result.reason_codes).toContain("pilot_business_overview_incoming_monthly_period_chunking_recovered_coverage");
+    expect(result.reason_codes).toContain("pilot_business_overview_outgoing_monthly_period_chunking_recovered_coverage");
+  });
+
   it("marks bank-like counterparties in business-overview rankings before evidence wording", async () => {
     const planner = planAssistantMcpDiscovery({
       dataNeedGraph: {
diff --git a/llm_normalizer/backend/tests/assistantMcpDiscoveryPlanner.test.ts b/llm_normalizer/backend/tests/assistantMcpDiscoveryPlanner.test.ts
index 2b80841..f4b7af2 100644
--- a/llm_normalizer/backend/tests/assistantMcpDiscoveryPlanner.test.ts
+++ b/llm_normalizer/backend/tests/assistantMcpDiscoveryPlanner.test.ts
@@ -288,6 +288,48 @@ describe("assistant MCP discovery planner", () => {
     expect(result.reason_codes).toContain("planner_instantiated_catalog_chain_template_business_overview");
   });
 
+  it("enables chunked coverage budget for explicit-year business overviews", () => {
+    const result = planAssistantMcpDiscovery({
+      dataNeedGraph: {
+        schema_version: "assistant_data_need_graph_v1",
+        policy_owner: "assistantMcpDiscoveryDataNeedGraph",
+        subject_candidates: [],
+        business_fact_family: "business_overview",
+        action_family: "broad_evaluation",
+        aggregation_need: null,
+        time_scope_need: "explicit_period",
+        comparison_need: null,
+        ranking_need: null,
+        proof_expectation: "bounded_inference",
+        clarification_gaps: [],
+        decomposition_candidates: [
+          "collect_scoped_movements",
+          "aggregate_checked_amounts",
+          "aggregate_ranked_axis_values",
+          "fetch_supporting_documents",
+          "probe_coverage",
+          "explain_evidence_basis"
+        ],
+        forbidden_overclaim_flags: [
+          "no_raw_model_claims",
+          "no_unchecked_business_health_claim",
+          "no_profit_or_margin_claim_without_evidence"
+        ],
+        reason_codes: ["data_need_graph_built", "data_need_graph_family_business_overview"]
+      },
+      turnMeaning: {
+        asked_domain_family: "business_overview",
+        asked_action_family: "broad_evaluation",
+        explicit_organization_scope: "ООО Альтернатива Плюс",
+        explicit_date_scope: "2020"
+      }
+    });
+
+    expect(result.selected_chain_id).toBe("business_overview");
+    expect(result.discovery_plan.execution_budget.max_probe_count).toBe(30);
+    expect(result.reason_codes).toContain("planner_enabled_chunked_coverage_probe_budget");
+  });
+
   it("keeps bidirectional value-flow comparison executable when checked totals are derived without aggregate_by_axis", () => {
     const result = planAssistantMcpDiscovery({
       dataNeedGraph: {
diff --git a/llm_normalizer/backend/tests/assistantMcpDiscoveryResponseCandidate.test.ts b/llm_normalizer/backend/tests/assistantMcpDiscoveryResponseCandidate.test.ts
index 200dd11..63e9243 100644
--- a/llm_normalizer/backend/tests/assistantMcpDiscoveryResponseCandidate.test.ts
+++ b/llm_normalizer/backend/tests/assistantMcpDiscoveryResponseCandidate.test.ts
@@ -159,6 +159,60 @@ describe("assistant MCP discovery response candidate", () => {
     expect(candidate.reply_text).not.toContain("47 628 853");
   });
 
+  it("answers profit follow-ups with a direct cash-flow boundary before accounting result detail", () => {
+    const candidate = buildAssistantMcpDiscoveryResponseCandidate(
+      entryPoint({
+        turn_input: {
+          adapter_status: "ready",
+          turn_meaning_ref: {
+            asked_domain_family: "business_overview",
+            asked_action_family: "profit_margin_boundary",
+            unsupported_but_understood_family: "profit_margin_boundary",
+            explicit_date_scope: "2020"
+          },
+          data_need_graph: {
+            business_fact_family: "business_overview",
+            ranking_need: null,
+            reason_codes: ["data_need_graph_family_business_overview"]
+          }
+        },
+        bridge: {
+          bridge_status: "answer_draft_ready",
+          user_facing_response_allowed: true,
+          business_fact_answer_allowed: true,
+          requires_user_clarification: false,
+          pilot: {
+            pilot_scope: "business_overview_route_template_v1",
+            derived_business_overview: {
+              accounting_financial_result: {
+                period_scope: "2020",
+                final_result_direction: "loss",
+                final_result_amount_human_ru: "7 136 815,85 руб.",
+                net_margin_to_revenue_pct: -59.41
+              }
+            }
+          },
+          answer_draft: {
+            answer_mode: "confirmed_with_bounded_inference",
+            headline: "Коротко: по бухгалтерскому маршруту 90/91/99 за 2020 подтвержден учетный убыток.",
+            confirmed_lines: [],
+            inference_lines: [],
+            unknown_lines: [],
+            limitation_lines: [],
+            next_step_line: null
+          }
+        }
+      })
+    );
+
+    expect(candidate.reply_text).toContain("нет, денежное операционное нетто не стоит считать чистой прибылью");
+    expect(candidate.reply_text).toContain("по закрытию счетов 90/91/99 в 1С за 2020");
+    expect(candidate.reply_text).toContain("учетный убыток");
+    expect(candidate.reply_text).toContain("маржа к подтвержденной выручке -59.41%");
+    expect(candidate.reply_text).not.toContain("бухгалтерскому маршруту");
+    expect(candidate.reply_text).not.toContain("маржа к выручке 90.01");
+  });
+
   it("keeps vendor-risk boundary answers direct instead of compacting into a money overview", () => {
     const candidate = buildAssistantMcpDiscoveryResponseCandidate(
       entryPoint({
@@ -392,6 +446,8 @@ describe("assistant MCP discovery response candidate", () => {
     expect(candidate.reply_text).toContain("не полный бухгалтерский рейтинг доходности");
     expect(candidate.reply_text).toContain("не как чистую бухгалтерскую прибыль");
     expect(candidate.reply_text).toContain("проверка достигла лимита строк");
+    expect(candidate.reply_text).toContain("выбрать конкретный год или квартал для дозапроса");
+    expect(candidate.reply_text).toContain("без выдачи непроверенного итога");
     expect(candidate.reply_text).not.toContain("лимит выборки MCP");
     expect(candidate.reply_text).not.toContain("MCP-срез");
     expect(candidate.reply_text).not.toContain("Что подтверждено:");
@@ -465,11 +521,65 @@ describe("assistant MCP discovery response candidate", () => {
     expect(candidate.reply_text).toContain("12 474 036,91 руб");
     expect(candidate.reply_text?.split("\n")[0]).toContain("крупнейший источник входящих денег: ГКУ УКРиС");
     expect(candidate.reply_text?.split("\n")[0]).toContain("крупнейший получатель исходящих денег: ООО Поставщик");
-    expect(candidate.reply_text).toContain("денежный операционный показатель");
+    expect(candidate.reply_text).toContain("операционный денежный показатель");
     expect(candidate.reply_text).not.toContain("Что можно сказать только как вывод:");
     expect(candidate.reply_text).not.toContain("Складской срез");
   });
 
+  it("labels organization-scoped bidirectional value-flow continuations as company scope", () => {
+    const candidate = buildAssistantMcpDiscoveryResponseCandidate(
+      entryPoint({
+        turn_input: {
+          adapter_status: "ready",
+          turn_meaning_ref: {
+            explicit_organization_scope: "ООО Альтернатива Плюс",
+            explicit_date_scope: "2020"
+          },
+          data_need_graph: {
+            business_fact_family: "value_flow",
+            comparison_need: "incoming_vs_outgoing",
+            reason_codes: ["data_need_graph_family_value_flow"]
+          }
+        },
+        bridge: {
+          bridge_status: "answer_draft_ready",
+          user_facing_response_allowed: true,
+          business_fact_answer_allowed: true,
+          requires_user_clarification: false,
+          pilot: {
+            derived_bidirectional_value_flow: {
+              counterparty: null,
+              period_scope: "2020",
+              incoming_customer_revenue: {
+                total_amount_human_ru: "47 628 853,03 руб.",
+                rows_with_amount: 44
+              },
+              outgoing_supplier_payout: {
+                total_amount_human_ru: "43 763 351,53 руб.",
+                rows_with_amount: 299
+              },
+              net_amount_human_ru: "3 865 501,50 руб.",
+              net_direction: "net_incoming",
+              coverage_limited_by_probe_limit: false
+            }
+          },
+          answer_draft: {
+            answer_mode: "confirmed_with_bounded_inference",
+            headline: "Денежный поток подтвержден.",
+            confirmed_lines: [],
+            inference_lines: [],
+            unknown_lines: [],
+            limitation_lines: [],
+            next_step_line: null
+          }
+        }
+      })
+    );
+
+    expect(candidate.reply_text?.split("\n")[0]).toContain("по компании ООО Альтернатива Плюс за период 2020");
+    expect(candidate.reply_text).not.toContain("по контрагенту запрошенному контрагенту");
+  });
+
   it("does not present bank-like incoming leaders as ordinary client revenue", () => {
     const candidate = buildAssistantMcpDiscoveryResponseCandidate(
       entryPoint({
diff --git a/llm_normalizer/backend/tests/assistantMcpDiscoveryResponsePolicy.test.ts b/llm_normalizer/backend/tests/assistantMcpDiscoveryResponsePolicy.test.ts
index 90dc2e2..a210490 100644
--- a/llm_normalizer/backend/tests/assistantMcpDiscoveryResponsePolicy.test.ts
+++ b/llm_normalizer/backend/tests/assistantMcpDiscoveryResponsePolicy.test.ts
@@ -606,6 +606,64 @@ describe("assistant MCP discovery response policy", () => {
     expect(result.reason_codes).not.toContain("mcp_discovery_response_policy_candidate_applied");
   });
 
+  it("keeps exact bank operation replies over generic value-flow discovery candidates", () => {
+    const result = applyAssistantMcpDiscoveryResponsePolicy({
+      currentReply:
+        "Exact bank operation answer: incoming/outgoing rows include operation kind, payment purpose, and contract; do not classify the bank as a regular customer or supplier automatically.",
+      currentReplySource: "address_query_runtime_v1",
+      currentReplyType: "factual",
+      addressRuntimeMeta: {
+        detected_intent: "bank_operations_by_counterparty",
+        selected_recipe: "address_bank_operations_by_counterparty_v1",
+        mcp_call_status: "matched_non_empty",
+        capability_route_mode: "exact",
+        answer_grounding_check: {
+          status: "grounded"
+        },
+        assistant_mcp_discovery_entry_point_v1: entryPoint({
+          turn_input: {
+            adapter_status: "ready",
+            should_run_discovery: true,
+            data_need_graph: {
+              business_fact_family: "value_flow",
+              subject_candidates: ["SBERBANK"],
+              reason_codes: ["data_need_graph_built"]
+            },
+            turn_meaning_ref: {
+              asked_domain_family: "counterparty_value",
+              asked_action_family: "payout",
+              explicit_entity_candidates: ["SBERBANK"],
+              explicit_date_scope: "2020"
+            }
+          },
+          bridge: {
+            bridge_status: "answer_draft_ready",
+            user_facing_response_allowed: true,
+            business_fact_answer_allowed: true,
+            requires_user_clarification: false,
+            answer_draft: {
+              answer_mode: "confirmed_with_bounded_inference",
+              headline: "Generic value-flow answer.",
+              confirmed_lines: ["Outgoing payout total only."],
+              inference_lines: ["Generic supplier payout interpretation."],
+              unknown_lines: ["Incoming role is unknown."],
+              limitation_lines: [],
+              next_step_line: null
+            }
+          }
+        })
+      }
+    });
+
+    expect(result.applied).toBe(false);
+    expect(result.decision).toBe("keep_current_reply");
+    expect(result.reply_text).toContain("operation kind");
+    expect(result.reason_codes).toContain("mcp_discovery_response_policy_keep_exact_bank_operations_address_reply");
+    expect(result.reason_codes).not.toContain("mcp_discovery_response_policy_candidate_applied");
+    expect(result.reason_codes).not.toContain("mcp_discovery_response_policy_value_flow_action_conflict_allows_candidate_override");
+    expect(result.reason_codes).not.toContain("mcp_discovery_response_policy_semantic_conflict_allows_candidate_override");
+  });
+
   it("overrides an exact ranking-shaped address reply when open-scope ranking still needs organization", () => {
     const result = applyAssistantMcpDiscoveryResponsePolicy({
       currentReply:
diff --git a/llm_normalizer/backend/tests/assistantMcpDiscoveryTurnInputAdapter.test.ts b/llm_normalizer/backend/tests/assistantMcpDiscoveryTurnInputAdapter.test.ts
index 1d09961..d907012 100644
--- a/llm_normalizer/backend/tests/assistantMcpDiscoveryTurnInputAdapter.test.ts
+++ b/llm_normalizer/backend/tests/assistantMcpDiscoveryTurnInputAdapter.test.ts
@@ -196,6 +196,32 @@ describe("assistant MCP discovery turn input adapter", () => {
     expect(result.reason_codes).toContain("mcp_discovery_bidirectional_value_flow_signal_detected");
   });
 
+  it("keeps multi-token scoped counterparty from net wording when LLM entities are empty", () => {
+    const result = buildAssistantMcpDiscoveryTurnInput({
+      userMessage: "А теперь по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?",
+      followupContext: {
+        previous_filters: {
+          organization: "ООО Альтернатива Плюс",
+          period_from: "2020-01-01",
+          period_to: "2020-12-31"
+        }
+      }
+    });
+
+    expect(result.adapter_status).toBe("ready");
+    expect(result.should_run_discovery).toBe(true);
+    expect(result.turn_meaning_ref).toMatchObject({
+      asked_domain_family: "counterparty_value",
+      asked_action_family: "net_value_flow",
+      explicit_entity_candidates: ["Группа СВК"],
+      explicit_organization_scope: "ООО Альтернатива Плюс",
+      explicit_date_scope: "2020",
+      unsupported_but_understood_family: "counterparty_bidirectional_value_flow_or_netting",
+      stale_replay_forbidden: true
+    });
+    expect(result.reason_codes).toContain("mcp_discovery_counterparty_from_raw_scope");
+  });
+
   it("overrides a supported exact current-turn payout route when the question asks for a payment amount", () => {
     const result = buildAssistantMcpDiscoveryTurnInput({
       userMessage:
@@ -1733,6 +1759,36 @@ describe("assistant MCP discovery turn input adapter", () => {
     expect(result.reason_codes).toContain("mcp_discovery_business_overview_raw_year_overrode_predecompose_as_of_scope");
   });
 
+  it("does not turn generic role tails into predecompose counterparties for business overview", () => {
+    const result = buildAssistantMcpDiscoveryTurnInput({
+      userMessage:
+        "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+      assistantTurnMeaning: {
+        asked_domain_family: "business_summary",
+        asked_action_family: "broad_evaluation",
+        unsupported_but_understood_family: "broad_business_evaluation",
+        stale_replay_forbidden: true
+      },
+      predecomposeContract: {
+        entities: {
+          counterparty: "или поставщик",
+          organization: "ООО Альтернатива Плюс"
+        },
+        period: {
+          period_from: "2020-01-01",
+          period_to: "2020-12-31",
+          has_explicit_period: true
+        }
+      }
+    });
+
+    expect(result.adapter_status).toBe("ready");
+    expect(result.data_need_graph?.business_fact_family).toBe("business_overview");
+    expect(result.turn_meaning_ref?.explicit_entity_candidates).toBeUndefined();
+    expect(result.turn_meaning_ref?.explicit_organization_scope).toBe("ООО Альтернатива Плюс");
+    expect(result.reason_codes).not.toContain("mcp_discovery_counterparty_from_predecompose");
+  });
+
   it("keeps all-time business overview from reusing a negated VAT period as active scope", () => {
     const result = buildAssistantMcpDiscoveryTurnInput({
       userMessage:
diff --git a/llm_normalizer/backend/tests/assistantTransitionPolicy.test.ts b/llm_normalizer/backend/tests/assistantTransitionPolicy.test.ts
index 9cf81b7..e60404a 100644
--- a/llm_normalizer/backend/tests/assistantTransitionPolicy.test.ts
+++ b/llm_normalizer/backend/tests/assistantTransitionPolicy.test.ts
@@ -2013,4 +2013,48 @@ describe("assistantTransitionPolicy", () => {
     expect(carryover?.followupContext?.previous_discovery_entity_candidates).toEqual(["\u041d\u0414\u0421"]);
     expect(carryover?.followupContext?.previous_discovery_pilot_scope).toBe("metadata_inspection_v1");
   });
+
+  it("lets short receivables-to-payables mirror override an LLM open-items expansion", () => {
+    const policy = buildPolicy({
+      findLastAddressAssistantItem: () => ({
+        text: "\u041a\u043e\u0440\u043e\u0442\u043a\u043e: \u043d\u0430\u043c \u0434\u043e\u043b\u0436\u043d\u044b \u043d\u0430 13.05.2026.",
+        debug: {
+          detected_intent: "receivables_confirmed_as_of_date",
+          selected_recipe: "address_receivables_confirmed_as_of_date_v1",
+          extracted_filters: {
+            organization: "\u041e\u041e\u041e \u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u041f\u043b\u044e\u0441",
+            as_of_date: "2026-05-13"
+          }
+        }
+      }),
+      hasAddressFollowupContextSignal: () => true,
+      resolveDebtRoleSwapFollowupIntent: (message: string, previousIntent: string) =>
+        message === "\u0430 \u043c\u044b \u043a\u043e\u043c\u0443?" &&
+        previousIntent === "receivables_confirmed_as_of_date"
+          ? "payables_confirmed_as_of_date"
+          : null,
+      resolveAddressIntent: () => ({
+        intent: "open_items_by_counterparty_or_contract"
+      })
+    });
+
+    const carryover = policy.resolveAddressFollowupCarryoverContext(
+      "\u0430 \u043c\u044b \u043a\u043e\u043c\u0443?",
+      [],
+      "\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c, \u043a\u043e\u043c\u0443 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0442\u0435\u043a\u0443\u0449\u0430\u044f \u0437\u0430\u0434\u043e\u043b\u0436\u0435\u043d\u043d\u043e\u0441\u0442\u044c",
+      {
+        predecomposeContract: {
+          intent: "open_items_by_counterparty_or_contract"
+        }
+      },
+      null
+    );
+
+    expect(carryover?.followupContext?.previous_intent).toBe("payables_confirmed_as_of_date");
+    expect(carryover?.followupContext?.target_intent).toBe("payables_confirmed_as_of_date");
+    expect(carryover?.followupContext?.previous_filters).toMatchObject({
+      organization: "\u041e\u041e\u041e \u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u041f\u043b\u044e\u0441",
+      as_of_date: "2026-05-13"
+    });
+  });
 });
diff --git a/llm_normalizer/data/autorun_generators/history.json b/llm_normalizer/data/autorun_generators/history.json
index d1fec52..e6f4f6b 100644
--- a/llm_normalizer/data/autorun_generators/history.json
+++ b/llm_normalizer/data/autorun_generators/history.json
@@ -1,4 +1,369 @@
 [
+  {
+    "generation_id": "gen-ag05131312-2d0445",
+    "created_at": "2026-05-13T13:12:37+00:00",
+    "mode": "saved_user_sessions",
+    "title": "AGENT | Phase 105 mixed schema/primitive closure replay",
+    "count": 13,
+    "domain": "address_phase105_mixed_schema_primitive_closure",
+    "questions": [
+      "кайф - что там на складе по остаткам?",
+      "АЛЬТЕРНАТИВА",
+      "а исторические остатки на другие даты умеешь?",
+      "давай на июнь 2017",
+      "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+      "А отдельно по СБЕРБАНКУ: он для нас клиент, поставщик или финансовый поток? Дай коротко по подтвержденным строкам.",
+      "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?",
+      "А теперь по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?",
+      "кому мы должны на конец 2020?",
+      "а нам кто должен на конец 2020?",
+      "сколько НДС надо заплатить в налоговую за декабрь 2019?",
+      "скока денег альтернатива заработала за 20 год?",
+      "а это чистая прибыль?"
+    ],
+    "generated_by": "codex_agent",
+    "saved_case_set_file": "assistant_autogen_saved_user_sessions_20260513131237_gen-ag05131312-2d0445.json",
+    "context": {
+      "llm_provider": null,
+      "model": null,
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "autogen_personality_id": null,
+      "autogen_personality_prompt": null,
+      "source_session_id": null,
+      "saved_session_file": "assistant_saved_session_20260513131237_gen-ag05131312-2d0445.json",
+      "saved_case_set_kind": "agent_semantic_scenario",
+      "agent_run": true,
+      "agent_focus": "phase105 mixed schema primitive closure",
+      "architecture_phase": "Open-World Schema/Primitive Discovery",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase105_mixed_schema_primitive_closure.json",
+      "scenario_id": "address_truth_harness_phase105_mixed_schema_primitive_closure",
+      "semantic_tags": [
+        "bank_like_counterparty",
+        "business_overview",
+        "business_overview_followup",
+        "counterparty_net_cash_flow",
+        "date_followup",
+        "debt_polarity",
+        "earnings_wording",
+        "financial_role_purpose",
+        "generic_role_tail_anchor_hygiene",
+        "historical_inventory",
+        "inventory_capability_meta",
+        "inventory_root",
+        "organization_scope",
+        "payables",
+        "profit_boundary",
+        "receivables",
+        "redundant_scope_selection",
+        "resolved_organization_scope",
+        "stale_scope_guard",
+        "supplier_prefix_canary",
+        "tax_period",
+        "value_flow",
+        "vat_continuity",
+        "warehouse_not_required"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase105_mixed_schema_primitive_closure_live3",
+      "saved_after_validated_replay": true
+    }
+  },
+  {
+    "generation_id": "gen-ag05131226-630ddf",
+    "created_at": "2026-05-13T12:26:18+00:00",
+    "mode": "saved_user_sessions",
+    "title": "AGENT | Phase 104 generic role-tail anchor hygiene replay",
+    "count": 4,
+    "domain": "address_phase104_generic_role_tail_anchor_hygiene",
+    "questions": [
+      "Альтернатива Плюс",
+      "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+      "А отдельно по СБЕРБАНКУ: он для нас клиент, поставщик или финансовый поток? Дай коротко по подтвержденным строкам.",
+      "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?"
+    ],
+    "generated_by": "codex_agent",
+    "saved_case_set_file": "assistant_autogen_saved_user_sessions_20260513122618_gen-ag05131226-630ddf.json",
+    "context": {
+      "llm_provider": null,
+      "model": null,
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "autogen_personality_id": null,
+      "autogen_personality_prompt": null,
+      "source_session_id": null,
+      "saved_session_file": "assistant_saved_session_20260513122618_gen-ag05131226-630ddf.json",
+      "saved_case_set_kind": "agent_semantic_scenario",
+      "agent_run": true,
+      "agent_focus": "phase104 generic role-tail anchor hygiene",
+      "architecture_phase": "Open-World Schema/Primitive Discovery",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase104_generic_role_tail_anchor_hygiene.json",
+      "scenario_id": "address_truth_harness_phase104_generic_role_tail_anchor_hygiene",
+      "semantic_tags": [
+        "bank_like_counterparty",
+        "bare_org_scope",
+        "business_overview",
+        "counterparty_net_cash_flow",
+        "financial_role_purpose",
+        "generic_role_tail_anchor_hygiene",
+        "phase102_canary",
+        "post_overview_anchor_integrity",
+        "stale_scope_guard",
+        "supplier_prefix_canary"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase104_generic_role_tail_anchor_hygiene_live2",
+      "saved_after_validated_replay": true
+    }
+  },
+  {
+    "generation_id": "gen-ag05131200-0ed59a",
+    "created_at": "2026-05-13T12:00:47+00:00",
+    "mode": "saved_user_sessions",
+    "title": "AGENT | Phase 103 financial role and purpose arbitration replay",
+    "count": 6,
+    "domain": "address_phase103_financial_role_purpose_arbitration",
+    "questions": [
+      "Альтернатива Плюс",
+      "По СБЕРБАНКУ за 2020 покажи коротко: сколько денег входило и уходило, и что это по смыслу в 1С — клиентская выручка, поставщик, комиссия, кредит или другой финансовый поток?",
+      "Если СБЕРБАНК есть во входящих поступлениях, можно ли считать его нашим клиентом и выручкой? Скажи по подтвержденным строкам, без притягивания.",
+      "А если деньги уходили в СБЕРБАНК, это наш поставщик или финансовые списания? Раздели по смыслу и покажи основание.",
+      "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+      "А теперь отдельно по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?"
+    ],
+    "generated_by": "codex_agent",
+    "saved_case_set_file": "assistant_autogen_saved_user_sessions_20260513120047_gen-ag05131200-0ed59a.json",
+    "context": {
+      "llm_provider": null,
+      "model": null,
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "autogen_personality_id": null,
+      "autogen_personality_prompt": null,
+      "source_session_id": null,
+      "saved_session_file": "assistant_saved_session_20260513120047_gen-ag05131200-0ed59a.json",
+      "saved_case_set_kind": "agent_semantic_scenario",
+      "agent_run": true,
+      "agent_focus": "phase103 financial role and purpose arbitration",
+      "architecture_phase": "Open-World Schema/Primitive Discovery",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase103_financial_role_purpose_arbitration.json",
+      "scenario_id": "address_truth_harness_phase103_financial_role_purpose_arbitration",
+      "semantic_tags": [
+        "bank_like_counterparty",
+        "bank_like_customer_boundary",
+        "bank_like_supplier_boundary",
+        "bank_operations_by_counterparty",
+        "bare_org_scope",
+        "business_overview",
+        "canary",
+        "counterparty_net_cash_flow",
+        "customer_revenue_and_payments",
+        "financial_role_purpose",
+        "phase102_canary",
+        "stale_scope_guard",
+        "supplier_payouts_profile"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase103_financial_role_purpose_arbitration_live3",
+      "saved_after_validated_replay": true
+    }
+  },
+  {
+    "generation_id": "gen-ag05131121-8c41ab",
+    "created_at": "2026-05-13T11:21:52+00:00",
+    "mode": "saved_user_sessions",
+    "title": "AGENT | Phase 102 debt mirror clean-scope polarity replay",
+    "count": 6,
+    "domain": "address_phase102_debt_mirror_clean_scope_polarity",
+    "questions": [
+      "Альтернатива Плюс",
+      "мы кому реально должны денег на сегодня? коротко, чистый долг к оплате, без встречных обеспечений как основного долга",
+      "а Комитету государственных услуг мы реально должны эти 3,6 млн или это встречное обеспечение/зачет? объясни именно по смыслу долга",
+      "а нам Комитет государственных услуг тоже должен 3,6 млн? это же та же сумма — скажи честно, это дебиторка или встречная часть?",
+      "тогда кто нам реально должен денег на сегодня? именно чистая дебиторка",
+      "а мы кому?"
+    ],
+    "generated_by": "codex_agent",
+    "saved_case_set_file": "assistant_autogen_saved_user_sessions_20260513112152_gen-ag05131121-8c41ab.json",
+    "context": {
+      "llm_provider": null,
+      "model": null,
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "autogen_personality_id": null,
+      "autogen_personality_prompt": null,
+      "source_session_id": null,
+      "saved_session_file": "assistant_saved_session_20260513112152_gen-ag05131121-8c41ab.json",
+      "saved_case_set_kind": "agent_semantic_scenario",
+      "agent_run": true,
+      "agent_focus": "phase102 debt mirror clean-scope polarity",
+      "architecture_phase": "Open-World Schema/Primitive Discovery",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase102_debt_mirror_clean_scope_polarity.json",
+      "scenario_id": "address_truth_harness_phase102_debt_mirror_clean_scope_polarity",
+      "semantic_tags": [
+        "company_selected",
+        "debt_mirror_clean_scope",
+        "direct_answer_first",
+        "organization_scope",
+        "payables_counterparty_check",
+        "payables_snapshot",
+        "polarity_honesty",
+        "receivables_counterparty_check",
+        "receivables_snapshot",
+        "settlements_mirror_followup"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase102_debt_mirror_clean_scope_polarity_live3",
+      "saved_after_validated_replay": true
+    }
+  },
+  {
+    "generation_id": "gen-ag05131044-cbe2ff",
+    "created_at": "2026-05-13T10:44:38+00:00",
+    "mode": "saved_user_sessions",
+    "title": "AGENT | Phase 101 inventory root scope without warehouse clarification replay",
+    "count": 7,
+    "domain": "address_phase101_inventory_root_scope_no_warehouse_clarification",
+    "questions": [
+      "приветик - че как там дела",
+      "расскажи что можешь интересного",
+      "кайф - что там на складе по остаткам?",
+      "АЛЬТЕРНАТИВА",
+      "а исторические остатки на другие даты умеешь?",
+      "давай на июнь 2017",
+      "март 2016"
+    ],
+    "generated_by": "codex_agent",
+    "saved_case_set_file": "assistant_autogen_saved_user_sessions_20260513104438_gen-ag05131044-cbe2ff.json",
+    "context": {
+      "llm_provider": null,
+      "model": null,
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "autogen_personality_id": null,
+      "autogen_personality_prompt": null,
+      "source_session_id": null,
+      "saved_session_file": "assistant_saved_session_20260513104438_gen-ag05131044-cbe2ff.json",
+      "saved_case_set_kind": "agent_semantic_scenario",
+      "agent_run": true,
+      "agent_focus": "Focused semantic replay for the manual assistant-stage1-hyh1A1WR3j signal: after a broad stock-on-hand question and organization clarification, the assistant must resume the root inventory snapshot for the selected company across available warehouses instead of asking the user to name a warehouse, item, category, or material.",
+      "architecture_phase": "turnaround_11",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase101_inventory_root_scope_no_warehouse_clarification.json",
+      "scenario_id": "address_truth_harness_phase101_inventory_root_scope_no_warehouse_clarification",
+      "semantic_tags": [
+        "capability_meta",
+        "clarification_required",
+        "clarification_resume",
+        "date_followup",
+        "historical_inventory",
+        "human_answer_quality",
+        "inventory_capability_meta",
+        "inventory_root",
+        "smalltalk_entry",
+        "warehouse_not_required"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase101_inventory_root_scope_no_warehouse_clarification_live1",
+      "saved_after_validated_replay": true
+    }
+  },
+  {
+    "generation_id": "gen-ag05131028-234e5e",
+    "created_at": "2026-05-13T10:28:45+00:00",
+    "mode": "saved_user_sessions",
+    "title": "AGENT | Phase 100 large-query continuation UX replay",
+    "count": 3,
+    "domain": "address_phase100_large_query_continuation_ux",
+    "questions": [
+      "Дай общий бизнес-обзор ООО Альтернатива Плюс за весь доступный период: входящие, исходящие, нетто, лучший год. Если срез слишком широкий, не выдумывай полный итог, а скажи как безопасно дособрать.",
+      "Ок, тогда дособери конкретно 2020: входящие, исходящие и расчетное денежное нетто.",
+      "Это можно считать прибылью за 2020 или нет? Ответь коротко и по делу."
+    ],
+    "generated_by": "codex_agent",
+    "saved_case_set_file": "assistant_autogen_saved_user_sessions_20260513102845_gen-ag05131028-234e5e.json",
+    "context": {
+      "llm_provider": null,
+      "model": null,
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "autogen_personality_id": null,
+      "autogen_personality_prompt": null,
+      "source_session_id": null,
+      "saved_session_file": "assistant_saved_session_20260513102845_gen-ag05131028-234e5e.json",
+      "saved_case_set_kind": "agent_semantic_scenario",
+      "agent_run": true,
+      "agent_focus": "Focused semantic replay for all-time or very broad business overview questions: the assistant should answer from checked evidence, disclose row-limit coverage honestly, offer a safe period-narrowing continuation path, and then recover the explicit-year follow-up through chunked evidence without leaking technical mechanics.",
+      "architecture_phase": "turnaround_11",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase100_large_query_continuation_ux.json",
+      "scenario_id": "address_truth_harness_phase100_large_query_continuation_ux",
+      "semantic_tags": [
+        "business_language",
+        "business_overview",
+        "followup_continuation",
+        "followup_directness",
+        "large_query_budget",
+        "large_query_continuation",
+        "limit_honesty",
+        "profit_boundary"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase100_large_query_continuation_ux_live2",
+      "saved_after_validated_replay": true
+    }
+  },
+  {
+    "generation_id": "gen-ag05131009-f08174",
+    "created_at": "2026-05-13T10:09:01+00:00",
+    "mode": "saved_user_sessions",
+    "title": "AGENT | Phase 99 large-query budget and continuation policy replay",
+    "count": 4,
+    "domain": "address_phase99_large_query_budget_continuation",
+    "questions": [
+      "Дай взрослый бизнес-обзор ООО Альтернатива Плюс за 2020: входящие, исходящие, нетто, кто основные источники денег и где важные ограничения.",
+      "То есть это можно считать прибылью за 2020 или нет? Коротко.",
+      "А кто за 2020 принес больше всего денег, и если там банк, не называй его обычным клиентом.",
+      "По исходящим за 2020 есть зависимость от одного поставщика или это только денежная концентрация?"
+    ],
+    "generated_by": "codex_agent",
+    "saved_case_set_file": "assistant_autogen_saved_user_sessions_20260513100901_gen-ag05131009-f08174.json",
+    "context": {
+      "llm_provider": null,
+      "model": null,
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "autogen_personality_id": null,
+      "autogen_personality_prompt": null,
+      "source_session_id": null,
+      "saved_session_file": "assistant_saved_session_20260513100901_gen-ag05131009-f08174.json",
+      "saved_case_set_kind": "agent_semantic_scenario",
+      "agent_run": true,
+      "agent_focus": "Focused semantic replay for explicit-year large business questions: the assistant should use chunked 1C evidence where available, answer direct-first, avoid fake profit claims, keep bank/counterparty boundaries, and not collapse into row-limit refusal wording when yearly money coverage can be recovered.",
+      "architecture_phase": "turnaround_11",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase99_large_query_budget_continuation.json",
+      "scenario_id": "address_truth_harness_phase99_large_query_budget_continuation",
+      "semantic_tags": [
+        "business_language",
+        "business_overview",
+        "context_continuity",
+        "direct_answer_first",
+        "financial_counterparty_flow_hint",
+        "followup_directness",
+        "large_query_budget",
+        "profit_boundary",
+        "vendor_risk_procurement_quality"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase99_large_query_budget_continuation_live2",
+      "saved_after_validated_replay": true
+    }
+  },
   {
     "generation_id": "gen-ag05122315-f1e27c",
     "created_at": "2026-05-12T23:15:48+00:00",
diff --git a/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513100901_gen-ag05131009-f08174.json b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513100901_gen-ag05131009-f08174.json
new file mode 100644
index 0000000..edab59e
--- /dev/null
+++ b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513100901_gen-ag05131009-f08174.json
@@ -0,0 +1,133 @@
+{
+  "saved_at": "2026-05-13T10:09:01+00:00",
+  "generation_id": "gen-ag05131009-f08174",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 99 large-query budget and continuation policy replay",
+  "agent_run": true,
+  "questions": [
+    "Дай взрослый бизнес-обзор ООО Альтернатива Плюс за 2020: входящие, исходящие, нетто, кто основные источники денег и где важные ограничения.",
+    "То есть это можно считать прибылью за 2020 или нет? Коротко.",
+    "А кто за 2020 принес больше всего денег, и если там банк, не называй его обычным клиентом.",
+    "По исходящим за 2020 есть зависимость от одного поставщика или это только денежная концентрация?"
+  ],
+  "metadata": {
+    "assistant_prompt_version": null,
+    "decomposition_prompt_version": null,
+    "prompt_fingerprint": null,
+    "agent_focus": "Focused semantic replay for explicit-year large business questions: the assistant should use chunked 1C evidence where available, answer direct-first, avoid fake profit claims, keep bank/counterparty boundaries, and not collapse into row-limit refusal wording when yearly money coverage can be recovered.",
+    "architecture_phase": "turnaround_11",
+    "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase99_large_query_budget_continuation.json",
+    "scenario_id": "address_truth_harness_phase99_large_query_budget_continuation",
+    "semantic_tags": [
+      "business_language",
+      "business_overview",
+      "context_continuity",
+      "direct_answer_first",
+      "financial_counterparty_flow_hint",
+      "followup_directness",
+      "large_query_budget",
+      "profit_boundary",
+      "vendor_risk_procurement_quality"
+    ],
+    "validation_status": "accepted_live_replay",
+    "validated_run_dir": "artifacts\\domain_runs\\phase99_large_query_budget_continuation_live2",
+    "saved_after_validated_replay": true,
+    "save_gate": {
+      "schema_version": "agent_semantic_save_gate_v1",
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase99_large_query_budget_continuation_live2",
+      "final_status": "accepted",
+      "review_overall_status": "pass",
+      "business_overall_status": "pass",
+      "steps_total": 4,
+      "steps_passed": 4,
+      "steps_failed": 0,
+      "steps_with_business_failures": 0,
+      "steps_with_business_warnings": 0,
+      "acceptance_gate_passed": true,
+      "saved_after_validated_replay": true
+    }
+  },
+  "source_session_id": null,
+  "session": {
+    "session_id": null,
+    "mode": "agent_semantic_run",
+    "items": [
+      {
+        "message_id": "agent-user-001",
+        "role": "user",
+        "text": "Дай взрослый бизнес-обзор ООО Альтернатива Плюс за 2020: входящие, исходящие, нетто, кто основные источники денег и где важные ограничения.",
+        "created_at": "2026-05-13T10:09:01+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-002",
+        "role": "user",
+        "text": "То есть это можно считать прибылью за 2020 или нет? Коротко.",
+        "created_at": "2026-05-13T10:09:01+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-003",
+        "role": "user",
+        "text": "А кто за 2020 принес больше всего денег, и если там банк, не называй его обычным клиентом.",
+        "created_at": "2026-05-13T10:09:01+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-004",
+        "role": "user",
+        "text": "По исходящим за 2020 есть зависимость от одного поставщика или это только денежная концентрация?",
+        "created_at": "2026-05-13T10:09:01+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      }
+    ],
+    "agent_run": true,
+    "metadata": {
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "agent_focus": "Focused semantic replay for explicit-year large business questions: the assistant should use chunked 1C evidence where available, answer direct-first, avoid fake profit claims, keep bank/counterparty boundaries, and not collapse into row-limit refusal wording when yearly money coverage can be recovered.",
+      "architecture_phase": "turnaround_11",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase99_large_query_budget_continuation.json",
+      "scenario_id": "address_truth_harness_phase99_large_query_budget_continuation",
+      "semantic_tags": [
+        "business_language",
+        "business_overview",
+        "context_continuity",
+        "direct_answer_first",
+        "financial_counterparty_flow_hint",
+        "followup_directness",
+        "large_query_budget",
+        "profit_boundary",
+        "vendor_risk_procurement_quality"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase99_large_query_budget_continuation_live2",
+      "saved_after_validated_replay": true,
+      "save_gate": {
+        "schema_version": "agent_semantic_save_gate_v1",
+        "validation_status": "accepted_live_replay",
+        "validated_run_dir": "artifacts\\domain_runs\\phase99_large_query_budget_continuation_live2",
+        "final_status": "accepted",
+        "review_overall_status": "pass",
+        "business_overall_status": "pass",
+        "steps_total": 4,
+        "steps_passed": 4,
+        "steps_failed": 0,
+        "steps_with_business_failures": 0,
+        "steps_with_business_warnings": 0,
+        "acceptance_gate_passed": true,
+        "saved_after_validated_replay": true
+      }
+    }
+  }
+}
diff --git a/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513102845_gen-ag05131028-234e5e.json b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513102845_gen-ag05131028-234e5e.json
new file mode 100644
index 0000000..4f0e601
--- /dev/null
+++ b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513102845_gen-ag05131028-234e5e.json
@@ -0,0 +1,121 @@
+{
+  "saved_at": "2026-05-13T10:28:45+00:00",
+  "generation_id": "gen-ag05131028-234e5e",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 100 large-query continuation UX replay",
+  "agent_run": true,
+  "questions": [
+    "Дай общий бизнес-обзор ООО Альтернатива Плюс за весь доступный период: входящие, исходящие, нетто, лучший год. Если срез слишком широкий, не выдумывай полный итог, а скажи как безопасно дособрать.",
+    "Ок, тогда дособери конкретно 2020: входящие, исходящие и расчетное денежное нетто.",
+    "Это можно считать прибылью за 2020 или нет? Ответь коротко и по делу."
+  ],
+  "metadata": {
+    "assistant_prompt_version": null,
+    "decomposition_prompt_version": null,
+    "prompt_fingerprint": null,
+    "agent_focus": "Focused semantic replay for all-time or very broad business overview questions: the assistant should answer from checked evidence, disclose row-limit coverage honestly, offer a safe period-narrowing continuation path, and then recover the explicit-year follow-up through chunked evidence without leaking technical mechanics.",
+    "architecture_phase": "turnaround_11",
+    "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase100_large_query_continuation_ux.json",
+    "scenario_id": "address_truth_harness_phase100_large_query_continuation_ux",
+    "semantic_tags": [
+      "business_language",
+      "business_overview",
+      "followup_continuation",
+      "followup_directness",
+      "large_query_budget",
+      "large_query_continuation",
+      "limit_honesty",
+      "profit_boundary"
+    ],
+    "validation_status": "accepted_live_replay",
+    "validated_run_dir": "artifacts\\domain_runs\\phase100_large_query_continuation_ux_live2",
+    "saved_after_validated_replay": true,
+    "save_gate": {
+      "schema_version": "agent_semantic_save_gate_v1",
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase100_large_query_continuation_ux_live2",
+      "final_status": "accepted",
+      "review_overall_status": "pass",
+      "business_overall_status": "pass",
+      "steps_total": 3,
+      "steps_passed": 3,
+      "steps_failed": 0,
+      "steps_with_business_failures": 0,
+      "steps_with_business_warnings": 0,
+      "acceptance_gate_passed": true,
+      "saved_after_validated_replay": true
+    }
+  },
+  "source_session_id": null,
+  "session": {
+    "session_id": null,
+    "mode": "agent_semantic_run",
+    "items": [
+      {
+        "message_id": "agent-user-001",
+        "role": "user",
+        "text": "Дай общий бизнес-обзор ООО Альтернатива Плюс за весь доступный период: входящие, исходящие, нетто, лучший год. Если срез слишком широкий, не выдумывай полный итог, а скажи как безопасно дособрать.",
+        "created_at": "2026-05-13T10:28:45+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-002",
+        "role": "user",
+        "text": "Ок, тогда дособери конкретно 2020: входящие, исходящие и расчетное денежное нетто.",
+        "created_at": "2026-05-13T10:28:45+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-003",
+        "role": "user",
+        "text": "Это можно считать прибылью за 2020 или нет? Ответь коротко и по делу.",
+        "created_at": "2026-05-13T10:28:45+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      }
+    ],
+    "agent_run": true,
+    "metadata": {
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "agent_focus": "Focused semantic replay for all-time or very broad business overview questions: the assistant should answer from checked evidence, disclose row-limit coverage honestly, offer a safe period-narrowing continuation path, and then recover the explicit-year follow-up through chunked evidence without leaking technical mechanics.",
+      "architecture_phase": "turnaround_11",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase100_large_query_continuation_ux.json",
+      "scenario_id": "address_truth_harness_phase100_large_query_continuation_ux",
+      "semantic_tags": [
+        "business_language",
+        "business_overview",
+        "followup_continuation",
+        "followup_directness",
+        "large_query_budget",
+        "large_query_continuation",
+        "limit_honesty",
+        "profit_boundary"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase100_large_query_continuation_ux_live2",
+      "saved_after_validated_replay": true,
+      "save_gate": {
+        "schema_version": "agent_semantic_save_gate_v1",
+        "validation_status": "accepted_live_replay",
+        "validated_run_dir": "artifacts\\domain_runs\\phase100_large_query_continuation_ux_live2",
+        "final_status": "accepted",
+        "review_overall_status": "pass",
+        "business_overall_status": "pass",
+        "steps_total": 3,
+        "steps_passed": 3,
+        "steps_failed": 0,
+        "steps_with_business_failures": 0,
+        "steps_with_business_warnings": 0,
+        "acceptance_gate_passed": true,
+        "saved_after_validated_replay": true
+      }
+    }
+  }
+}
diff --git a/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513104438_gen-ag05131044-cbe2ff.json b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513104438_gen-ag05131044-cbe2ff.json
new file mode 100644
index 0000000..d50b9ef
--- /dev/null
+++ b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513104438_gen-ag05131044-cbe2ff.json
@@ -0,0 +1,165 @@
+{
+  "saved_at": "2026-05-13T10:44:38+00:00",
+  "generation_id": "gen-ag05131044-cbe2ff",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 101 inventory root scope without warehouse clarification replay",
+  "agent_run": true,
+  "questions": [
+    "приветик - че как там дела",
+    "расскажи что можешь интересного",
+    "кайф - что там на складе по остаткам?",
+    "АЛЬТЕРНАТИВА",
+    "а исторические остатки на другие даты умеешь?",
+    "давай на июнь 2017",
+    "март 2016"
+  ],
+  "metadata": {
+    "assistant_prompt_version": null,
+    "decomposition_prompt_version": null,
+    "prompt_fingerprint": null,
+    "agent_focus": "Focused semantic replay for the manual assistant-stage1-hyh1A1WR3j signal: after a broad stock-on-hand question and organization clarification, the assistant must resume the root inventory snapshot for the selected company across available warehouses instead of asking the user to name a warehouse, item, category, or material.",
+    "architecture_phase": "turnaround_11",
+    "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase101_inventory_root_scope_no_warehouse_clarification.json",
+    "scenario_id": "address_truth_harness_phase101_inventory_root_scope_no_warehouse_clarification",
+    "semantic_tags": [
+      "capability_meta",
+      "clarification_required",
+      "clarification_resume",
+      "date_followup",
+      "historical_inventory",
+      "human_answer_quality",
+      "inventory_capability_meta",
+      "inventory_root",
+      "smalltalk_entry",
+      "warehouse_not_required"
+    ],
+    "validation_status": "accepted_live_replay",
+    "validated_run_dir": "artifacts\\domain_runs\\phase101_inventory_root_scope_no_warehouse_clarification_live1",
+    "saved_after_validated_replay": true,
+    "save_gate": {
+      "schema_version": "agent_semantic_save_gate_v1",
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase101_inventory_root_scope_no_warehouse_clarification_live1",
+      "final_status": "accepted",
+      "review_overall_status": "pass",
+      "business_overall_status": "pass",
+      "steps_total": 7,
+      "steps_passed": 7,
+      "steps_failed": 0,
+      "steps_with_business_failures": 0,
+      "steps_with_business_warnings": 0,
+      "acceptance_gate_passed": true,
+      "saved_after_validated_replay": true
+    }
+  },
+  "source_session_id": null,
+  "session": {
+    "session_id": null,
+    "mode": "agent_semantic_run",
+    "items": [
+      {
+        "message_id": "agent-user-001",
+        "role": "user",
+        "text": "приветик - че как там дела",
+        "created_at": "2026-05-13T10:44:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-002",
+        "role": "user",
+        "text": "расскажи что можешь интересного",
+        "created_at": "2026-05-13T10:44:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-003",
+        "role": "user",
+        "text": "кайф - что там на складе по остаткам?",
+        "created_at": "2026-05-13T10:44:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-004",
+        "role": "user",
+        "text": "АЛЬТЕРНАТИВА",
+        "created_at": "2026-05-13T10:44:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-005",
+        "role": "user",
+        "text": "а исторические остатки на другие даты умеешь?",
+        "created_at": "2026-05-13T10:44:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-006",
+        "role": "user",
+        "text": "давай на июнь 2017",
+        "created_at": "2026-05-13T10:44:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-007",
+        "role": "user",
+        "text": "март 2016",
+        "created_at": "2026-05-13T10:44:38+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      }
+    ],
+    "agent_run": true,
+    "metadata": {
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "agent_focus": "Focused semantic replay for the manual assistant-stage1-hyh1A1WR3j signal: after a broad stock-on-hand question and organization clarification, the assistant must resume the root inventory snapshot for the selected company across available warehouses instead of asking the user to name a warehouse, item, category, or material.",
+      "architecture_phase": "turnaround_11",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase101_inventory_root_scope_no_warehouse_clarification.json",
+      "scenario_id": "address_truth_harness_phase101_inventory_root_scope_no_warehouse_clarification",
+      "semantic_tags": [
+        "capability_meta",
+        "clarification_required",
+        "clarification_resume",
+        "date_followup",
+        "historical_inventory",
+        "human_answer_quality",
+        "inventory_capability_meta",
+        "inventory_root",
+        "smalltalk_entry",
+        "warehouse_not_required"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase101_inventory_root_scope_no_warehouse_clarification_live1",
+      "saved_after_validated_replay": true,
+      "save_gate": {
+        "schema_version": "agent_semantic_save_gate_v1",
+        "validation_status": "accepted_live_replay",
+        "validated_run_dir": "artifacts\\domain_runs\\phase101_inventory_root_scope_no_warehouse_clarification_live1",
+        "final_status": "accepted",
+        "review_overall_status": "pass",
+        "business_overall_status": "pass",
+        "steps_total": 7,
+        "steps_passed": 7,
+        "steps_failed": 0,
+        "steps_with_business_failures": 0,
+        "steps_with_business_warnings": 0,
+        "acceptance_gate_passed": true,
+        "saved_after_validated_replay": true
+      }
+    }
+  }
+}
diff --git a/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513112152_gen-ag05131121-8c41ab.json b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513112152_gen-ag05131121-8c41ab.json
new file mode 100644
index 0000000..c073f17
--- /dev/null
+++ b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513112152_gen-ag05131121-8c41ab.json
@@ -0,0 +1,155 @@
+{
+  "saved_at": "2026-05-13T11:21:52+00:00",
+  "generation_id": "gen-ag05131121-8c41ab",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 102 debt mirror clean-scope polarity replay",
+  "agent_run": true,
+  "questions": [
+    "Альтернатива Плюс",
+    "мы кому реально должны денег на сегодня? коротко, чистый долг к оплате, без встречных обеспечений как основного долга",
+    "а Комитету государственных услуг мы реально должны эти 3,6 млн или это встречное обеспечение/зачет? объясни именно по смыслу долга",
+    "а нам Комитет государственных услуг тоже должен 3,6 млн? это же та же сумма — скажи честно, это дебиторка или встречная часть?",
+    "тогда кто нам реально должен денег на сегодня? именно чистая дебиторка",
+    "а мы кому?"
+  ],
+  "metadata": {
+    "assistant_prompt_version": null,
+    "decomposition_prompt_version": null,
+    "prompt_fingerprint": null,
+    "agent_focus": "phase102 debt mirror clean-scope polarity",
+    "architecture_phase": "Open-World Schema/Primitive Discovery",
+    "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase102_debt_mirror_clean_scope_polarity.json",
+    "scenario_id": "address_truth_harness_phase102_debt_mirror_clean_scope_polarity",
+    "semantic_tags": [
+      "company_selected",
+      "debt_mirror_clean_scope",
+      "direct_answer_first",
+      "organization_scope",
+      "payables_counterparty_check",
+      "payables_snapshot",
+      "polarity_honesty",
+      "receivables_counterparty_check",
+      "receivables_snapshot",
+      "settlements_mirror_followup"
+    ],
+    "validation_status": "accepted_live_replay",
+    "validated_run_dir": "artifacts\\domain_runs\\phase102_debt_mirror_clean_scope_polarity_live3",
+    "saved_after_validated_replay": true,
+    "save_gate": {
+      "schema_version": "agent_semantic_save_gate_v1",
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase102_debt_mirror_clean_scope_polarity_live3",
+      "final_status": "accepted",
+      "review_overall_status": "pass",
+      "business_overall_status": "pass",
+      "steps_total": 6,
+      "steps_passed": 6,
+      "steps_failed": 0,
+      "steps_with_business_failures": 0,
+      "steps_with_business_warnings": 0,
+      "acceptance_gate_passed": true,
+      "saved_after_validated_replay": true
+    }
+  },
+  "source_session_id": null,
+  "session": {
+    "session_id": null,
+    "mode": "agent_semantic_run",
+    "items": [
+      {
+        "message_id": "agent-user-001",
+        "role": "user",
+        "text": "Альтернатива Плюс",
+        "created_at": "2026-05-13T11:21:52+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-002",
+        "role": "user",
+        "text": "мы кому реально должны денег на сегодня? коротко, чистый долг к оплате, без встречных обеспечений как основного долга",
+        "created_at": "2026-05-13T11:21:52+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-003",
+        "role": "user",
+        "text": "а Комитету государственных услуг мы реально должны эти 3,6 млн или это встречное обеспечение/зачет? объясни именно по смыслу долга",
+        "created_at": "2026-05-13T11:21:52+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-004",
+        "role": "user",
+        "text": "а нам Комитет государственных услуг тоже должен 3,6 млн? это же та же сумма — скажи честно, это дебиторка или встречная часть?",
+        "created_at": "2026-05-13T11:21:52+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-005",
+        "role": "user",
+        "text": "тогда кто нам реально должен денег на сегодня? именно чистая дебиторка",
+        "created_at": "2026-05-13T11:21:52+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-006",
+        "role": "user",
+        "text": "а мы кому?",
+        "created_at": "2026-05-13T11:21:52+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      }
+    ],
+    "agent_run": true,
+    "metadata": {
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "agent_focus": "phase102 debt mirror clean-scope polarity",
+      "architecture_phase": "Open-World Schema/Primitive Discovery",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase102_debt_mirror_clean_scope_polarity.json",
+      "scenario_id": "address_truth_harness_phase102_debt_mirror_clean_scope_polarity",
+      "semantic_tags": [
+        "company_selected",
+        "debt_mirror_clean_scope",
+        "direct_answer_first",
+        "organization_scope",
+        "payables_counterparty_check",
+        "payables_snapshot",
+        "polarity_honesty",
+        "receivables_counterparty_check",
+        "receivables_snapshot",
+        "settlements_mirror_followup"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase102_debt_mirror_clean_scope_polarity_live3",
+      "saved_after_validated_replay": true,
+      "save_gate": {
+        "schema_version": "agent_semantic_save_gate_v1",
+        "validation_status": "accepted_live_replay",
+        "validated_run_dir": "artifacts\\domain_runs\\phase102_debt_mirror_clean_scope_polarity_live3",
+        "final_status": "accepted",
+        "review_overall_status": "pass",
+        "business_overall_status": "pass",
+        "steps_total": 6,
+        "steps_passed": 6,
+        "steps_failed": 0,
+        "steps_with_business_failures": 0,
+        "steps_with_business_warnings": 0,
+        "acceptance_gate_passed": true,
+        "saved_after_validated_replay": true
+      }
+    }
+  }
+}
diff --git a/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513120047_gen-ag05131200-0ed59a.json b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513120047_gen-ag05131200-0ed59a.json
new file mode 100644
index 0000000..3f2b77a
--- /dev/null
+++ b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513120047_gen-ag05131200-0ed59a.json
@@ -0,0 +1,161 @@
+{
+  "saved_at": "2026-05-13T12:00:47+00:00",
+  "generation_id": "gen-ag05131200-0ed59a",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 103 financial role and purpose arbitration replay",
+  "agent_run": true,
+  "questions": [
+    "Альтернатива Плюс",
+    "По СБЕРБАНКУ за 2020 покажи коротко: сколько денег входило и уходило, и что это по смыслу в 1С — клиентская выручка, поставщик, комиссия, кредит или другой финансовый поток?",
+    "Если СБЕРБАНК есть во входящих поступлениях, можно ли считать его нашим клиентом и выручкой? Скажи по подтвержденным строкам, без притягивания.",
+    "А если деньги уходили в СБЕРБАНК, это наш поставщик или финансовые списания? Раздели по смыслу и покажи основание.",
+    "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+    "А теперь отдельно по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?"
+  ],
+  "metadata": {
+    "assistant_prompt_version": null,
+    "decomposition_prompt_version": null,
+    "prompt_fingerprint": null,
+    "agent_focus": "phase103 financial role and purpose arbitration",
+    "architecture_phase": "Open-World Schema/Primitive Discovery",
+    "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase103_financial_role_purpose_arbitration.json",
+    "scenario_id": "address_truth_harness_phase103_financial_role_purpose_arbitration",
+    "semantic_tags": [
+      "bank_like_counterparty",
+      "bank_like_customer_boundary",
+      "bank_like_supplier_boundary",
+      "bank_operations_by_counterparty",
+      "bare_org_scope",
+      "business_overview",
+      "canary",
+      "counterparty_net_cash_flow",
+      "customer_revenue_and_payments",
+      "financial_role_purpose",
+      "phase102_canary",
+      "stale_scope_guard",
+      "supplier_payouts_profile"
+    ],
+    "validation_status": "accepted_live_replay",
+    "validated_run_dir": "artifacts\\domain_runs\\phase103_financial_role_purpose_arbitration_live3",
+    "saved_after_validated_replay": true,
+    "save_gate": {
+      "schema_version": "agent_semantic_save_gate_v1",
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase103_financial_role_purpose_arbitration_live3",
+      "final_status": "accepted",
+      "review_overall_status": "pass",
+      "business_overall_status": "pass",
+      "steps_total": 6,
+      "steps_passed": 6,
+      "steps_failed": 0,
+      "steps_with_business_failures": 0,
+      "steps_with_business_warnings": 0,
+      "acceptance_gate_passed": true,
+      "saved_after_validated_replay": true
+    }
+  },
+  "source_session_id": null,
+  "session": {
+    "session_id": null,
+    "mode": "agent_semantic_run",
+    "items": [
+      {
+        "message_id": "agent-user-001",
+        "role": "user",
+        "text": "Альтернатива Плюс",
+        "created_at": "2026-05-13T12:00:47+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-002",
+        "role": "user",
+        "text": "По СБЕРБАНКУ за 2020 покажи коротко: сколько денег входило и уходило, и что это по смыслу в 1С — клиентская выручка, поставщик, комиссия, кредит или другой финансовый поток?",
+        "created_at": "2026-05-13T12:00:47+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-003",
+        "role": "user",
+        "text": "Если СБЕРБАНК есть во входящих поступлениях, можно ли считать его нашим клиентом и выручкой? Скажи по подтвержденным строкам, без притягивания.",
+        "created_at": "2026-05-13T12:00:47+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-004",
+        "role": "user",
+        "text": "А если деньги уходили в СБЕРБАНК, это наш поставщик или финансовые списания? Раздели по смыслу и покажи основание.",
+        "created_at": "2026-05-13T12:00:47+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-005",
+        "role": "user",
+        "text": "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+        "created_at": "2026-05-13T12:00:47+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-006",
+        "role": "user",
+        "text": "А теперь отдельно по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?",
+        "created_at": "2026-05-13T12:00:47+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      }
+    ],
+    "agent_run": true,
+    "metadata": {
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "agent_focus": "phase103 financial role and purpose arbitration",
+      "architecture_phase": "Open-World Schema/Primitive Discovery",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase103_financial_role_purpose_arbitration.json",
+      "scenario_id": "address_truth_harness_phase103_financial_role_purpose_arbitration",
+      "semantic_tags": [
+        "bank_like_counterparty",
+        "bank_like_customer_boundary",
+        "bank_like_supplier_boundary",
+        "bank_operations_by_counterparty",
+        "bare_org_scope",
+        "business_overview",
+        "canary",
+        "counterparty_net_cash_flow",
+        "customer_revenue_and_payments",
+        "financial_role_purpose",
+        "phase102_canary",
+        "stale_scope_guard",
+        "supplier_payouts_profile"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase103_financial_role_purpose_arbitration_live3",
+      "saved_after_validated_replay": true,
+      "save_gate": {
+        "schema_version": "agent_semantic_save_gate_v1",
+        "validation_status": "accepted_live_replay",
+        "validated_run_dir": "artifacts\\domain_runs\\phase103_financial_role_purpose_arbitration_live3",
+        "final_status": "accepted",
+        "review_overall_status": "pass",
+        "business_overall_status": "pass",
+        "steps_total": 6,
+        "steps_passed": 6,
+        "steps_failed": 0,
+        "steps_with_business_failures": 0,
+        "steps_with_business_warnings": 0,
+        "acceptance_gate_passed": true,
+        "saved_after_validated_replay": true
+      }
+    }
+  }
+}
diff --git a/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513122618_gen-ag05131226-630ddf.json b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513122618_gen-ag05131226-630ddf.json
new file mode 100644
index 0000000..7145e12
--- /dev/null
+++ b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513122618_gen-ag05131226-630ddf.json
@@ -0,0 +1,135 @@
+{
+  "saved_at": "2026-05-13T12:26:18+00:00",
+  "generation_id": "gen-ag05131226-630ddf",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 104 generic role-tail anchor hygiene replay",
+  "agent_run": true,
+  "questions": [
+    "Альтернатива Плюс",
+    "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+    "А отдельно по СБЕРБАНКУ: он для нас клиент, поставщик или финансовый поток? Дай коротко по подтвержденным строкам.",
+    "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?"
+  ],
+  "metadata": {
+    "assistant_prompt_version": null,
+    "decomposition_prompt_version": null,
+    "prompt_fingerprint": null,
+    "agent_focus": "phase104 generic role-tail anchor hygiene",
+    "architecture_phase": "Open-World Schema/Primitive Discovery",
+    "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase104_generic_role_tail_anchor_hygiene.json",
+    "scenario_id": "address_truth_harness_phase104_generic_role_tail_anchor_hygiene",
+    "semantic_tags": [
+      "bank_like_counterparty",
+      "bare_org_scope",
+      "business_overview",
+      "counterparty_net_cash_flow",
+      "financial_role_purpose",
+      "generic_role_tail_anchor_hygiene",
+      "phase102_canary",
+      "post_overview_anchor_integrity",
+      "stale_scope_guard",
+      "supplier_prefix_canary"
+    ],
+    "validation_status": "accepted_live_replay",
+    "validated_run_dir": "artifacts\\domain_runs\\phase104_generic_role_tail_anchor_hygiene_live2",
+    "saved_after_validated_replay": true,
+    "save_gate": {
+      "schema_version": "agent_semantic_save_gate_v1",
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase104_generic_role_tail_anchor_hygiene_live2",
+      "final_status": "accepted",
+      "review_overall_status": "pass",
+      "business_overall_status": "pass",
+      "steps_total": 4,
+      "steps_passed": 4,
+      "steps_failed": 0,
+      "steps_with_business_failures": 0,
+      "steps_with_business_warnings": 0,
+      "acceptance_gate_passed": true,
+      "saved_after_validated_replay": true
+    }
+  },
+  "source_session_id": null,
+  "session": {
+    "session_id": null,
+    "mode": "agent_semantic_run",
+    "items": [
+      {
+        "message_id": "agent-user-001",
+        "role": "user",
+        "text": "Альтернатива Плюс",
+        "created_at": "2026-05-13T12:26:18+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-002",
+        "role": "user",
+        "text": "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+        "created_at": "2026-05-13T12:26:18+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-003",
+        "role": "user",
+        "text": "А отдельно по СБЕРБАНКУ: он для нас клиент, поставщик или финансовый поток? Дай коротко по подтвержденным строкам.",
+        "created_at": "2026-05-13T12:26:18+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-004",
+        "role": "user",
+        "text": "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?",
+        "created_at": "2026-05-13T12:26:18+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      }
+    ],
+    "agent_run": true,
+    "metadata": {
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "agent_focus": "phase104 generic role-tail anchor hygiene",
+      "architecture_phase": "Open-World Schema/Primitive Discovery",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase104_generic_role_tail_anchor_hygiene.json",
+      "scenario_id": "address_truth_harness_phase104_generic_role_tail_anchor_hygiene",
+      "semantic_tags": [
+        "bank_like_counterparty",
+        "bare_org_scope",
+        "business_overview",
+        "counterparty_net_cash_flow",
+        "financial_role_purpose",
+        "generic_role_tail_anchor_hygiene",
+        "phase102_canary",
+        "post_overview_anchor_integrity",
+        "stale_scope_guard",
+        "supplier_prefix_canary"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase104_generic_role_tail_anchor_hygiene_live2",
+      "saved_after_validated_replay": true,
+      "save_gate": {
+        "schema_version": "agent_semantic_save_gate_v1",
+        "validation_status": "accepted_live_replay",
+        "validated_run_dir": "artifacts\\domain_runs\\phase104_generic_role_tail_anchor_hygiene_live2",
+        "final_status": "accepted",
+        "review_overall_status": "pass",
+        "business_overall_status": "pass",
+        "steps_total": 4,
+        "steps_passed": 4,
+        "steps_failed": 0,
+        "steps_with_business_failures": 0,
+        "steps_with_business_warnings": 0,
+        "acceptance_gate_passed": true,
+        "saved_after_validated_replay": true
+      }
+    }
+  }
+}
diff --git a/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513131237_gen-ag05131312-2d0445.json b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513131237_gen-ag05131312-2d0445.json
new file mode 100644
index 0000000..32dc9bb
--- /dev/null
+++ b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260513131237_gen-ag05131312-2d0445.json
@@ -0,0 +1,253 @@
+{
+  "saved_at": "2026-05-13T13:12:37+00:00",
+  "generation_id": "gen-ag05131312-2d0445",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 105 mixed schema/primitive closure replay",
+  "agent_run": true,
+  "questions": [
+    "кайф - что там на складе по остаткам?",
+    "АЛЬТЕРНАТИВА",
+    "а исторические остатки на другие даты умеешь?",
+    "давай на июнь 2017",
+    "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+    "А отдельно по СБЕРБАНКУ: он для нас клиент, поставщик или финансовый поток? Дай коротко по подтвержденным строкам.",
+    "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?",
+    "А теперь по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?",
+    "кому мы должны на конец 2020?",
+    "а нам кто должен на конец 2020?",
+    "сколько НДС надо заплатить в налоговую за декабрь 2019?",
+    "скока денег альтернатива заработала за 20 год?",
+    "а это чистая прибыль?"
+  ],
+  "metadata": {
+    "assistant_prompt_version": null,
+    "decomposition_prompt_version": null,
+    "prompt_fingerprint": null,
+    "agent_focus": "phase105 mixed schema primitive closure",
+    "architecture_phase": "Open-World Schema/Primitive Discovery",
+    "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase105_mixed_schema_primitive_closure.json",
+    "scenario_id": "address_truth_harness_phase105_mixed_schema_primitive_closure",
+    "semantic_tags": [
+      "bank_like_counterparty",
+      "business_overview",
+      "business_overview_followup",
+      "counterparty_net_cash_flow",
+      "date_followup",
+      "debt_polarity",
+      "earnings_wording",
+      "financial_role_purpose",
+      "generic_role_tail_anchor_hygiene",
+      "historical_inventory",
+      "inventory_capability_meta",
+      "inventory_root",
+      "organization_scope",
+      "payables",
+      "profit_boundary",
+      "receivables",
+      "redundant_scope_selection",
+      "resolved_organization_scope",
+      "stale_scope_guard",
+      "supplier_prefix_canary",
+      "tax_period",
+      "value_flow",
+      "vat_continuity",
+      "warehouse_not_required"
+    ],
+    "validation_status": "accepted_live_replay",
+    "validated_run_dir": "artifacts\\domain_runs\\phase105_mixed_schema_primitive_closure_live3",
+    "saved_after_validated_replay": true,
+    "save_gate": {
+      "schema_version": "agent_semantic_save_gate_v1",
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase105_mixed_schema_primitive_closure_live3",
+      "final_status": "accepted",
+      "review_overall_status": "pass",
+      "business_overall_status": "pass",
+      "steps_total": 13,
+      "steps_passed": 13,
+      "steps_failed": 0,
+      "steps_with_business_failures": 0,
+      "steps_with_business_warnings": 0,
+      "acceptance_gate_passed": true,
+      "saved_after_validated_replay": true
+    }
+  },
+  "source_session_id": null,
+  "session": {
+    "session_id": null,
+    "mode": "agent_semantic_run",
+    "items": [
+      {
+        "message_id": "agent-user-001",
+        "role": "user",
+        "text": "кайф - что там на складе по остаткам?",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-002",
+        "role": "user",
+        "text": "АЛЬТЕРНАТИВА",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-003",
+        "role": "user",
+        "text": "а исторические остатки на другие даты умеешь?",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-004",
+        "role": "user",
+        "text": "давай на июнь 2017",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-005",
+        "role": "user",
+        "text": "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик.",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-006",
+        "role": "user",
+        "text": "А отдельно по СБЕРБАНКУ: он для нас клиент, поставщик или финансовый поток? Дай коротко по подтвержденным строкам.",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-007",
+        "role": "user",
+        "text": "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-008",
+        "role": "user",
+        "text": "А теперь по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-009",
+        "role": "user",
+        "text": "кому мы должны на конец 2020?",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-010",
+        "role": "user",
+        "text": "а нам кто должен на конец 2020?",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-011",
+        "role": "user",
+        "text": "сколько НДС надо заплатить в налоговую за декабрь 2019?",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-012",
+        "role": "user",
+        "text": "скока денег альтернатива заработала за 20 год?",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-013",
+        "role": "user",
+        "text": "а это чистая прибыль?",
+        "created_at": "2026-05-13T13:12:37+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      }
+    ],
+    "agent_run": true,
+    "metadata": {
+      "assistant_prompt_version": null,
+      "decomposition_prompt_version": null,
+      "prompt_fingerprint": null,
+      "agent_focus": "phase105 mixed schema primitive closure",
+      "architecture_phase": "Open-World Schema/Primitive Discovery",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_phase105_mixed_schema_primitive_closure.json",
+      "scenario_id": "address_truth_harness_phase105_mixed_schema_primitive_closure",
+      "semantic_tags": [
+        "bank_like_counterparty",
+        "business_overview",
+        "business_overview_followup",
+        "counterparty_net_cash_flow",
+        "date_followup",
+        "debt_polarity",
+        "earnings_wording",
+        "financial_role_purpose",
+        "generic_role_tail_anchor_hygiene",
+        "historical_inventory",
+        "inventory_capability_meta",
+        "inventory_root",
+        "organization_scope",
+        "payables",
+        "profit_boundary",
+        "receivables",
+        "redundant_scope_selection",
+        "resolved_organization_scope",
+        "stale_scope_guard",
+        "supplier_prefix_canary",
+        "tax_period",
+        "value_flow",
+        "vat_continuity",
+        "warehouse_not_required"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\phase105_mixed_schema_primitive_closure_live3",
+      "saved_after_validated_replay": true,
+      "save_gate": {
+        "schema_version": "agent_semantic_save_gate_v1",
+        "validation_status": "accepted_live_replay",
+        "validated_run_dir": "artifacts\\domain_runs\\phase105_mixed_schema_primitive_closure_live3",
+        "final_status": "accepted",
+        "review_overall_status": "pass",
+        "business_overall_status": "pass",
+        "steps_total": 13,
+        "steps_passed": 13,
+        "steps_failed": 0,
+        "steps_with_business_failures": 0,
+        "steps_with_business_warnings": 0,
+        "acceptance_gate_passed": true,
+        "saved_after_validated_replay": true
+      }
+    }
+  }
+}
diff --git a/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513100901_gen-ag05131009-f08174.json b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513100901_gen-ag05131009-f08174.json
new file mode 100644
index 0000000..712af6b
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513100901_gen-ag05131009-f08174.json
@@ -0,0 +1,37 @@
+{
+  "suite_id": "assistant_saved_session_gen-ag05131009-f08174",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_suite_v0_1",
+  "generated_at": "2026-05-13T10:09:01+00:00",
+  "generation_id": "gen-ag05131009-f08174",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 99 large-query budget and continuation policy replay",
+  "domain": "address_phase99_large_query_budget_continuation",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "agent_saved_user_sessions",
+      "title": "AGENT | Phase 99 large-query budget and continuation policy replay",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Дай взрослый бизнес-обзор ООО Альтернатива Плюс за 2020: входящие, исходящие, нетто, кто основные источники денег и где важные ограничения."
+        },
+        {
+          "user_message": "То есть это можно считать прибылью за 2020 или нет? Коротко."
+        },
+        {
+          "user_message": "А кто за 2020 принес больше всего денег, и если там банк, не называй его обычным клиентом."
+        },
+        {
+          "user_message": "По исходящим за 2020 есть зависимость от одного поставщика или это только денежная концентрация?"
+        }
+      ]
+    }
+  ]
+}
diff --git a/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513102845_gen-ag05131028-234e5e.json b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513102845_gen-ag05131028-234e5e.json
new file mode 100644
index 0000000..2e720a9
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513102845_gen-ag05131028-234e5e.json
@@ -0,0 +1,34 @@
+{
+  "suite_id": "assistant_saved_session_gen-ag05131028-234e5e",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_suite_v0_1",
+  "generated_at": "2026-05-13T10:28:45+00:00",
+  "generation_id": "gen-ag05131028-234e5e",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 100 large-query continuation UX replay",
+  "domain": "address_phase100_large_query_continuation_ux",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "agent_saved_user_sessions",
+      "title": "AGENT | Phase 100 large-query continuation UX replay",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Дай общий бизнес-обзор ООО Альтернатива Плюс за весь доступный период: входящие, исходящие, нетто, лучший год. Если срез слишком широкий, не выдумывай полный итог, а скажи как безопасно дособрать."
+        },
+        {
+          "user_message": "Ок, тогда дособери конкретно 2020: входящие, исходящие и расчетное денежное нетто."
+        },
+        {
+          "user_message": "Это можно считать прибылью за 2020 или нет? Ответь коротко и по делу."
+        }
+      ]
+    }
+  ]
+}
diff --git a/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513104438_gen-ag05131044-cbe2ff.json b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513104438_gen-ag05131044-cbe2ff.json
new file mode 100644
index 0000000..cae0d9b
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513104438_gen-ag05131044-cbe2ff.json
@@ -0,0 +1,46 @@
+{
+  "suite_id": "assistant_saved_session_gen-ag05131044-cbe2ff",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_suite_v0_1",
+  "generated_at": "2026-05-13T10:44:38+00:00",
+  "generation_id": "gen-ag05131044-cbe2ff",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 101 inventory root scope without warehouse clarification replay",
+  "domain": "address_phase101_inventory_root_scope_no_warehouse_clarification",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "agent_saved_user_sessions",
+      "title": "AGENT | Phase 101 inventory root scope without warehouse clarification replay",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "приветик - че как там дела"
+        },
+        {
+          "user_message": "расскажи что можешь интересного"
+        },
+        {
+          "user_message": "кайф - что там на складе по остаткам?"
+        },
+        {
+          "user_message": "АЛЬТЕРНАТИВА"
+        },
+        {
+          "user_message": "а исторические остатки на другие даты умеешь?"
+        },
+        {
+          "user_message": "давай на июнь 2017"
+        },
+        {
+          "user_message": "март 2016"
+        }
+      ]
+    }
+  ]
+}
diff --git a/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513112152_gen-ag05131121-8c41ab.json b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513112152_gen-ag05131121-8c41ab.json
new file mode 100644
index 0000000..0524bf8
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513112152_gen-ag05131121-8c41ab.json
@@ -0,0 +1,43 @@
+{
+  "suite_id": "assistant_saved_session_gen-ag05131121-8c41ab",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_suite_v0_1",
+  "generated_at": "2026-05-13T11:21:52+00:00",
+  "generation_id": "gen-ag05131121-8c41ab",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 102 debt mirror clean-scope polarity replay",
+  "domain": "address_phase102_debt_mirror_clean_scope_polarity",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "agent_saved_user_sessions",
+      "title": "AGENT | Phase 102 debt mirror clean-scope polarity replay",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Альтернатива Плюс"
+        },
+        {
+          "user_message": "мы кому реально должны денег на сегодня? коротко, чистый долг к оплате, без встречных обеспечений как основного долга"
+        },
+        {
+          "user_message": "а Комитету государственных услуг мы реально должны эти 3,6 млн или это встречное обеспечение/зачет? объясни именно по смыслу долга"
+        },
+        {
+          "user_message": "а нам Комитет государственных услуг тоже должен 3,6 млн? это же та же сумма — скажи честно, это дебиторка или встречная часть?"
+        },
+        {
+          "user_message": "тогда кто нам реально должен денег на сегодня? именно чистая дебиторка"
+        },
+        {
+          "user_message": "а мы кому?"
+        }
+      ]
+    }
+  ]
+}
diff --git a/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513120047_gen-ag05131200-0ed59a.json b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513120047_gen-ag05131200-0ed59a.json
new file mode 100644
index 0000000..8628bb9
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513120047_gen-ag05131200-0ed59a.json
@@ -0,0 +1,43 @@
+{
+  "suite_id": "assistant_saved_session_gen-ag05131200-0ed59a",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_suite_v0_1",
+  "generated_at": "2026-05-13T12:00:47+00:00",
+  "generation_id": "gen-ag05131200-0ed59a",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 103 financial role and purpose arbitration replay",
+  "domain": "address_phase103_financial_role_purpose_arbitration",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "agent_saved_user_sessions",
+      "title": "AGENT | Phase 103 financial role and purpose arbitration replay",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Альтернатива Плюс"
+        },
+        {
+          "user_message": "По СБЕРБАНКУ за 2020 покажи коротко: сколько денег входило и уходило, и что это по смыслу в 1С — клиентская выручка, поставщик, комиссия, кредит или другой финансовый поток?"
+        },
+        {
+          "user_message": "Если СБЕРБАНК есть во входящих поступлениях, можно ли считать его нашим клиентом и выручкой? Скажи по подтвержденным строкам, без притягивания."
+        },
+        {
+          "user_message": "А если деньги уходили в СБЕРБАНК, это наш поставщик или финансовые списания? Раздели по смыслу и покажи основание."
+        },
+        {
+          "user_message": "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик."
+        },
+        {
+          "user_message": "А теперь отдельно по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?"
+        }
+      ]
+    }
+  ]
+}
diff --git a/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513122618_gen-ag05131226-630ddf.json b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513122618_gen-ag05131226-630ddf.json
new file mode 100644
index 0000000..4a760d2
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513122618_gen-ag05131226-630ddf.json
@@ -0,0 +1,37 @@
+{
+  "suite_id": "assistant_saved_session_gen-ag05131226-630ddf",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_suite_v0_1",
+  "generated_at": "2026-05-13T12:26:18+00:00",
+  "generation_id": "gen-ag05131226-630ddf",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 104 generic role-tail anchor hygiene replay",
+  "domain": "address_phase104_generic_role_tail_anchor_hygiene",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "agent_saved_user_sessions",
+      "title": "AGENT | Phase 104 generic role-tail anchor hygiene replay",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Альтернатива Плюс"
+        },
+        {
+          "user_message": "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик."
+        },
+        {
+          "user_message": "А отдельно по СБЕРБАНКУ: он для нас клиент, поставщик или финансовый поток? Дай коротко по подтвержденным строкам."
+        },
+        {
+          "user_message": "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?"
+        }
+      ]
+    }
+  ]
+}
diff --git a/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513131237_gen-ag05131312-2d0445.json b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513131237_gen-ag05131312-2d0445.json
new file mode 100644
index 0000000..e4c2087
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260513131237_gen-ag05131312-2d0445.json
@@ -0,0 +1,64 @@
+{
+  "suite_id": "assistant_saved_session_gen-ag05131312-2d0445",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_suite_v0_1",
+  "generated_at": "2026-05-13T13:12:37+00:00",
+  "generation_id": "gen-ag05131312-2d0445",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Phase 105 mixed schema/primitive closure replay",
+  "domain": "address_phase105_mixed_schema_primitive_closure",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "agent_saved_user_sessions",
+      "title": "AGENT | Phase 105 mixed schema/primitive closure replay",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "кайф - что там на складе по остаткам?"
+        },
+        {
+          "user_message": "АЛЬТЕРНАТИВА"
+        },
+        {
+          "user_message": "а исторические остатки на другие даты умеешь?"
+        },
+        {
+          "user_message": "давай на июнь 2017"
+        },
+        {
+          "user_message": "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик."
+        },
+        {
+          "user_message": "А отдельно по СБЕРБАНКУ: он для нас клиент, поставщик или финансовый поток? Дай коротко по подтвержденным строкам."
+        },
+        {
+          "user_message": "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?"
+        },
+        {
+          "user_message": "А теперь по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?"
+        },
+        {
+          "user_message": "кому мы должны на конец 2020?"
+        },
+        {
+          "user_message": "а нам кто должен на конец 2020?"
+        },
+        {
+          "user_message": "сколько НДС надо заплатить в налоговую за декабрь 2019?"
+        },
+        {
+          "user_message": "скока денег альтернатива заработала за 20 год?"
+        },
+        {
+          "user_message": "а это чистая прибыль?"
+        }
+      ]
+    }
+  ]
+}
diff --git a/llm_normalizer/data/eval_cases/assistant_saved_session_runtime_job-3663W_Yhi1.json b/llm_normalizer/data/eval_cases/assistant_saved_session_runtime_job-3663W_Yhi1.json
new file mode 100644
index 0000000..e60f7fd
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_saved_session_runtime_job-3663W_Yhi1.json
@@ -0,0 +1,60 @@
+{
+  "suite_id": "assistant_saved_session_runtime_job-3663W_Yhi1",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_runtime_v0_1",
+  "title": "AGENT | Phase 105 mixed schema/primitive closure replay",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "saved_user_sessions_runtime",
+      "title": "AGENT | Phase 105 mixed schema/primitive closure replay",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "кайф - что там на складе по остаткам?"
+        },
+        {
+          "user_message": "АЛЬТЕРНАТИВА"
+        },
+        {
+          "user_message": "а исторические остатки на другие даты умеешь?"
+        },
+        {
+          "user_message": "давай на июнь 2017"
+        },
+        {
+          "user_message": "Теперь дай взрослый обзор за 2020 по компании: входящие, исходящие, нетто, топы, но банк в топах отдельно объясни как финансовый поток, если по назначению он не обычный клиент или поставщик."
+        },
+        {
+          "user_message": "А отдельно по СБЕРБАНКУ: он для нас клиент, поставщик или финансовый поток? Дай коротко по подтвержденным строкам."
+        },
+        {
+          "user_message": "А теперь по поставщику Группа СВК за 2020: сколько мы ему заплатили и какой общий денежный смысл?"
+        },
+        {
+          "user_message": "А теперь по Группа СВК за 2020: сколько денег получили, сколько заплатили и какое нетто?"
+        },
+        {
+          "user_message": "кому мы должны на конец 2020?"
+        },
+        {
+          "user_message": "а нам кто должен на конец 2020?"
+        },
+        {
+          "user_message": "сколько НДС надо заплатить в налоговую за декабрь 2019?"
+        },
+        {
+          "user_message": "скока денег альтернатива заработала за 20 год?"
+        },
+        {
+          "user_message": "а это чистая прибыль?"
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/llm_normalizer/data/eval_cases/assistant_saved_session_runtime_job-sRkV0B_p77.json b/llm_normalizer/data/eval_cases/assistant_saved_session_runtime_job-sRkV0B_p77.json
new file mode 100644
index 0000000..f7f35ae
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_saved_session_runtime_job-sRkV0B_p77.json
@@ -0,0 +1,123 @@
+{
+  "suite_id": "assistant_saved_session_runtime_job-sRkV0B_p77",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_runtime_v0_1",
+  "title": "БОЛЬШОЙ ОБЩИЙ Ручная сессия 16.04.2026, 21:26:06",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "saved_user_sessions_runtime",
+      "title": "БОЛЬШОЙ ОБЩИЙ Ручная сессия 16.04.2026, 21:26:06",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "приветик - че как там дела"
+        },
+        {
+          "user_message": "расскажи что можешь интересного"
+        },
+        {
+          "user_message": "кайф - что там на складе по остаткам?"
+        },
+        {
+          "user_message": "АЛЬТЕРНАТИВА"
+        },
+        {
+          "user_message": "а исторические остатки на другие даты умеешь?"
+        },
+        {
+          "user_message": "давай на июль 2017"
+        },
+        {
+          "user_message": "март 2016"
+        },
+        {
+          "user_message": "По выбранному объекту \"Рабочая станция универсального специалиста (индивидуальное изготовление)\": где взяли это?"
+        },
+        {
+          "user_message": "а кому продали?"
+        },
+        {
+          "user_message": "у тебя написано кто контрагент: рабочая станция - это ошибка?"
+        },
+        {
+          "user_message": "ндс можешь прикинуть на дату покупки рабочей станции?"
+        },
+        {
+          "user_message": "а какой ндс мы должны сгрузить на март 2020?"
+        },
+        {
+          "user_message": "прикинь какой ндс нам надо заплатить на февраль 2017"
+        },
+        {
+          "user_message": "кто у нас самый доходный клиент за все время"
+        },
+        {
+          "user_message": "кто нам должен денег на май 2017"
+        },
+        {
+          "user_message": "а какой ндс мы должны примерно заплатить за этот период?"
+        },
+        {
+          "user_message": "мы должны комуто денег на сегодня?"
+        },
+        {
+          "user_message": "а нам?"
+        },
+        {
+          "user_message": "какой у нас самый доходный год"
+        },
+        {
+          "user_message": "а за 2017 мы скок заработали?"
+        },
+        {
+          "user_message": "сколько вообще денег мы заработали за все время?"
+        },
+        {
+          "user_message": "ты умеешь считать дельту по договорам?"
+        },
+        {
+          "user_message": "по чепурнову покажи все доки"
+        },
+        {
+          "user_message": "а по свк"
+        },
+        {
+          "user_message": "а сейчас у нас есть что на складе?"
+        },
+        {
+          "user_message": "что нам отгружал чепурнов? какой товар или услугу?"
+        },
+        {
+          "user_message": "какие остатки на складе на сегодня"
+        },
+        {
+          "user_message": "остатки на март 2016"
+        },
+        {
+          "user_message": "хвосты покажи по счету 60 на август 2022"
+        },
+        {
+          "user_message": "Есть ли остатки товара, которые закупались очень давно"
+        },
+        {
+          "user_message": "Какие конкретно номенклатуры формируют остаток по складу на май 2020"
+        },
+        {
+          "user_message": "а по Альтернативе Плюс сколько лет активности в базе 1С?"
+        },
+        {
+          "user_message": "Как ты оценишь деятельность компании?"
+        },
+        {
+          "user_message": "какое нетто по деньгам с Группа СВК за 2020 год: сколько получили и сколько заплатили?"
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file