diff --git a/docs/ARCH/11 - architecture_turnaround/17 - post_f_semantic_integrity_hardening_2026-04-23.md b/docs/ARCH/11 - architecture_turnaround/17 - post_f_semantic_integrity_hardening_2026-04-23.md
index 44311be..2fe1a1b 100644
--- a/docs/ARCH/11 - architecture_turnaround/17 - post_f_semantic_integrity_hardening_2026-04-23.md	
+++ b/docs/ARCH/11 - architecture_turnaround/17 - post_f_semantic_integrity_hardening_2026-04-23.md	
@@ -177,6 +177,7 @@ Materially hardened in this pass:
 - referential document follow-up no longer wakes metadata/discovery by mistake;
 - `documents -> payments/contracts` and repeated pivot chains now survive year-switch and all-time continuation;
 - mixed human AGENT dialogues now keep repeated pivots, open-scope organization questions, and explicit counterparty resets inside one semantically stable session.
+- the manual failure slice from `assistant-stage1-9liEOh-7JP` is now replay-backed: VAT purchase-date and February 2017 questions route to confirmed tax-period VAT instead of filtered forecast output, highest-value customer routes to revenue/payment ranking instead of lifecycle activity, and Chepurnov item-flow no longer reuses stale inventory scope.
 
 Replay-backed anchors for the current layer include:
 
@@ -190,6 +191,7 @@ Replay-backed anchors for the current layer include:
 - `address_truth_harness_phase82_human_mixed_integrity_status_dialog_post_m23_rerun_documents_scope_bidirectional`
 - `address_truth_harness_phase82_human_mixed_integrity_status_dialog_post_f_account_injection_guard_clean_scope`
 - `address_truth_harness_post_f_cross_stage_canary_agent_20260424_live7`, accepted `24/24`, and saved into autoruns as `AGENT | Post-F cross-stage semantic integrity canary` (`gen-ag04241406-abe4d8`)
+- `address_truth_harness_post_f_manual_failures_20260424_live3`, accepted `11/11`, and saved into autoruns as `AGENT | Post-F ручные провалы VAT revenue item-flow live3` (`gen-ag04241710-bdb248`)
 
 ## Honest Remaining Risk
 
diff --git a/docs/orchestration/address_truth_harness_post_f_manual_failures_20260424.json b/docs/orchestration/address_truth_harness_post_f_manual_failures_20260424.json
new file mode 100644
index 0000000..07a2d4c
--- /dev/null
+++ b/docs/orchestration/address_truth_harness_post_f_manual_failures_20260424.json
@@ -0,0 +1,124 @@
+{
+  "schema_version": "domain_truth_harness_spec_v1",
+  "scenario_id": "address_truth_harness_post_f_manual_failures_20260424",
+  "domain": "address_post_f_manual_failures",
+  "title": "AGENT | Post-F manual failures: VAT, revenue ranking, item-flow",
+  "description": "Focused replay from assistant-stage1-9liEOh-7JP and assistant-stage1-It31Zdb4cf failures. It preserves the human context around steps 11, 13, 14, and 26: inventory selected-object purchase context, VAT month liability, all-time highest-value customer ranking, and explicit counterparty item-flow after stale inventory scope.",
+  "bindings": {},
+  "steps": [
+    {
+      "step_id": "step_01_inventory_root",
+      "title": "Open inventory context",
+      "question": "кайф - что там на складе по остаткам?",
+      "allowed_reply_types": ["clarification_required", "partial_coverage", "factual"],
+      "required_answer_patterns_all": ["(?i)организац|альтернатива|уточн|склад|остат"],
+      "criticality": "critical",
+      "semantic_tags": ["manual_9liEOh", "inventory_context"]
+    },
+    {
+      "step_id": "step_02_choose_org",
+      "title": "Choose organization",
+      "question": "АЛЬТЕРНАТИВА",
+      "allowed_reply_types": ["factual", "partial_coverage", "factual_with_explanation"],
+      "required_answer_patterns_all": ["(?i)остат|склад|позици|альтернатива"],
+      "criticality": "critical",
+      "semantic_tags": ["manual_9liEOh", "organization_scope"]
+    },
+    {
+      "step_id": "step_03_inventory_march_2016",
+      "title": "Historical inventory with workstation",
+      "question": "март 2016",
+      "allowed_reply_types": ["factual", "partial_coverage"],
+      "required_answer_patterns_all": ["(?i)31\\.03\\.2016|март|2016", "(?i)рабоч|станц|позици|остат"],
+      "criticality": "critical",
+      "semantic_tags": ["manual_9liEOh", "purchase_date_context"]
+    },
+    {
+      "step_id": "step_04_workstation_purchase",
+      "title": "Selected workstation purchase context",
+      "question": "По выбранному объекту \"Рабочая станция универсального специалиста (индивидуальное изготовление)\": где взяли это?",
+      "allowed_reply_types": ["factual", "partial_coverage"],
+      "required_answer_patterns_all": ["(?i)рабочая станция", "(?i)поставщик|куп|приобрет|дата|документ|однознач"],
+      "criticality": "critical",
+      "semantic_tags": ["manual_9liEOh", "selected_object_purchase"]
+    },
+    {
+      "step_id": "step_05_vat_purchase_date",
+      "title": "VAT on workstation purchase date",
+      "question": "ндс можешь прикинуть на дату покупки рабочей станции?",
+      "allowed_reply_types": ["factual", "partial_coverage"],
+      "required_answer_patterns_all": ["(?i)ндс", "(?i)подтвержден|к уплате|расчет|срез|период"],
+      "forbidden_answer_patterns": ["(?i)отфильтрован", "(?i)не удается точно определить.*отфильтр"],
+      "expected_intents": ["vat_liability_confirmed_for_tax_period"],
+      "expected_recipe": "address_vat_liability_confirmed_tax_period_v1",
+      "criticality": "critical",
+      "semantic_tags": ["manual_9liEOh", "vat_failure_11", "materialization_gap"]
+    },
+    {
+      "step_id": "step_06_vat_feb_2017",
+      "title": "VAT February 2017",
+      "question": "прикинь какой ндс нам надо заплатить на февраль 2017",
+      "allowed_reply_types": ["factual", "partial_coverage"],
+      "required_answer_patterns_all": ["(?i)ндс", "(?i)феврал|2017", "(?i)подтвержден|к уплате|расчет|срез|0,00|руб"],
+      "forbidden_answer_patterns": ["(?i)отфильтрован", "(?i)не удается точно определить.*отфильтр"],
+      "expected_intents": ["vat_liability_confirmed_for_tax_period"],
+      "expected_recipe": "address_vat_liability_confirmed_tax_period_v1",
+      "criticality": "critical",
+      "semantic_tags": ["manual_9liEOh", "vat_failure_13"]
+    },
+    {
+      "step_id": "step_07_highest_value_customer",
+      "title": "All-time highest-value customer",
+      "question": "кто у нас самый доходный клиент за все время",
+      "allowed_reply_types": ["factual", "partial_coverage"],
+      "required_answer_patterns_all": ["(?i)самый доходный клиент|доходн", "(?i)поступлен|денежн|руб|деньг|выруч"],
+      "forbidden_answer_patterns": ["(?i)активных заказчиков", "(?i)операций:\\s*\\d+\\s*\\|\\s*последняя активность"],
+      "expected_intents": ["customer_revenue_and_payments"],
+      "expected_recipe": "address_customer_revenue_and_payments_v1",
+      "criticality": "critical",
+      "semantic_tags": ["manual_9liEOh", "revenue_ranking_failure_14"]
+    },
+    {
+      "step_id": "step_08_documents_chepurnov",
+      "title": "Ground Chepurnov documents",
+      "question": "по чепурнову покажи все доки",
+      "allowed_reply_types": ["factual", "partial_coverage"],
+      "required_answer_patterns_all": ["(?i)чепурнов", "(?i)документ|поступление|договор"],
+      "expected_intents": ["list_documents_by_counterparty"],
+      "criticality": "critical",
+      "semantic_tags": ["manual_9liEOh", "counterparty_grounding"]
+    },
+    {
+      "step_id": "step_09_pivot_svk",
+      "title": "Retarget to SVK documents",
+      "question": "а по свк",
+      "allowed_reply_types": ["factual", "partial_coverage"],
+      "required_answer_patterns_all": ["(?i)группа свк|свк", "(?i)документ"],
+      "expected_intents": ["list_documents_by_counterparty"],
+      "criticality": "critical",
+      "semantic_tags": ["manual_9liEOh", "counterparty_retarget"]
+    },
+    {
+      "step_id": "step_10_inventory_today",
+      "title": "Stale inventory root before item-flow",
+      "question": "а сейчас у нас есть что на складе?",
+      "allowed_reply_types": ["factual", "partial_coverage"],
+      "required_answer_patterns_all": ["(?i)склад|остат|позици"],
+      "expected_intents": ["inventory_on_hand_as_of_date"],
+      "criticality": "critical",
+      "semantic_tags": ["manual_9liEOh", "stale_inventory_scope"]
+    },
+    {
+      "step_id": "step_11_chepurnov_item_flow",
+      "title": "Explicit Chepurnov item-flow after stale inventory",
+      "question": "что нам отгружал чепурнов? какой товар или услугу?",
+      "allowed_reply_types": ["factual", "partial_coverage"],
+      "required_answer_patterns_all": ["(?i)чепурнов", "(?i)товар|услуг|позици|номенклатур|поставк|документ"],
+      "forbidden_answer_patterns": ["(?i)На 24\\.04\\.2026 на складе", "(?i)остатк.*склад"],
+      "expected_intents": ["list_documents_by_counterparty"],
+      "expected_recipe": "address_documents_by_counterparty_v1",
+      "criticality": "critical",
+      "semantic_tags": ["manual_9liEOh", "item_flow_failure_26", "stale_scope_guard"]
+    }
+  ]
+}
diff --git a/llm_normalizer/backend/dist/services/addressFilterExtractor.js b/llm_normalizer/backend/dist/services/addressFilterExtractor.js
index 31b1280..19fae6b 100644
--- a/llm_normalizer/backend/dist/services/addressFilterExtractor.js
+++ b/llm_normalizer/backend/dist/services/addressFilterExtractor.js
@@ -864,7 +864,9 @@ function extractShipmentCounterpartyValue(text) {
     return candidate;
 }
 function extractInstrumentalCounterpartyValue(text) {
-    const match = String(text ?? "").match(/(?:контрагентом|поставщиком|клиентом|заказчиком)\s+([\p{L}][\p{L}\p{N}._-]{1,})(?=[\s,.;:!?)]|$)/iu);
+    const source = String(text ?? "");
+    const match = source.match(/(?:\u043a\u043e\u043d\u0442\u0440\u0430\u0433\u0435\u043d\u0442\u043e\u043c|\u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u043e\u043c|\u043a\u043b\u0438\u0435\u043d\u0442\u043e\u043c|\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c)\s+([\p{L}][\p{L}\p{N}._-]{1,})(?=[\s,.;:!?)]|$)/iu) ??
+        source.match(/(?:контрагентом|поставщиком|клиентом|заказчиком)\s+([\p{L}][\p{L}\p{N}._-]{1,})(?=[\s,.;:!?)]|$)/iu);
     if (!match) {
         return undefined;
     }
diff --git a/llm_normalizer/backend/dist/services/addressIntentResolver.js b/llm_normalizer/backend/dist/services/addressIntentResolver.js
index 0ede5ed..b00e3a4 100644
--- a/llm_normalizer/backend/dist/services/addressIntentResolver.js
+++ b/llm_normalizer/backend/dist/services/addressIntentResolver.js
@@ -1603,6 +1603,23 @@ function resolveUnicodeAddressIntentBridge(text) {
         ]).has(byAnchorToken);
     const hasMoneyCue = /(?:деньг|денег|выручк|доход|оборот|заработ|прин[её]с|чек|ликвидн|revenue|turnover|money)/iu.test(normalized);
     const hasRankingCue = /(?:топ|ранк|сам(?:ый|ая|ое|ые)|больше\s+всего|наибольш|крупн|жирн|max|top|rank)/iu.test(normalized);
+    const hasOpenItemsAccountCue = /(?:хвост|долг|незакрыт|вис)/iu.test(normalized) &&
+        /(?:сч(?:е|ё)т(?:а|у|ом|е|ов)?\s*(?:№|#)?\s*(?:60|62|76)(?:[.,]\d{1,2})?|\b(?:60|62|76)(?:[.,]\d{1,2})?\b\s*сч(?:е|ё)т)/iu.test(normalized);
+    if (hasOpenItemsAccountCue) {
+        return unicodeBridgeResolution("open_items_by_counterparty_or_contract", "medium", "open_items_signal_detected");
+    }
+    const hasCounterpartyShipmentItemFlowCue = /(?:отгруж(?:ал|али|ен[аоы]?|енн(?:ый|ая|ое|ые)?))/iu.test(normalized) &&
+        /(?:товар|услуг|позици|номенклатур)/iu.test(normalized) &&
+        !/(?:выбранн(?:ый|ому)\s+объект|selected\s+object)/iu.test(normalized);
+    if (hasCounterpartyShipmentItemFlowCue) {
+        return unicodeBridgeResolution("list_documents_by_counterparty", "medium", "counterparty_item_flow_signal_detected");
+    }
+    const hasHighestValueCustomerCue = /(?:сам(?:ый|ые|ая|ое)|топ|кто|какой|какие|больше\s+всего|наибольш)/iu.test(normalized) &&
+        /(?:доходн|выручк|денег|деньг|оборот|поступлен|прин[её]с)/iu.test(normalized) &&
+        /(?:клиент|покупател|заказчик|контрагент)/iu.test(normalized);
+    if (!hasContractCue && hasHighestValueCustomerCue) {
+        return unicodeBridgeResolution("customer_revenue_and_payments", "high", "unicode_customer_revenue_bridge_signal_detected");
+    }
     if (hasBidirectionalValueFlowComparisonSignal(normalized)) {
         return unicodeBridgeResolution("unknown", "high", "unicode_bidirectional_value_flow_deferred_to_discovery");
     }
@@ -1749,9 +1766,11 @@ function resolveUnicodeAddressIntentBridge(text) {
     if (/(?:ндс|vat)/iu.test(normalized)) {
         const hasVatDebtCue = /(?:долг|должн|подтвержд)/iu.test(normalized);
         const hasTaxPeriodCue = /(?:налогов|налоговую|бюджет|декларац|квартал|\b[1-4]\s*кв)/iu.test(normalized);
-        if (hasTaxPeriodCue &&
+        const hasVatMonthPeriodCue = /(?:за|на|в)\s+(?:январ|феврал|март|апрел|ма[йя]|июн|июл|август|сентябр|октябр|ноябр|декабр)\S*(?:\s+(?:19|20)\d{2})?/iu.test(normalized) &&
+            !/\b\d{1,2}\s+(?:январ|феврал|март|апрел|ма[йя]|июн|июл|август|сентябр|октябр|ноябр|декабр)\S*(?:\s+(?:19|20)\d{2})?/iu.test(normalized);
+        if ((hasTaxPeriodCue || (hasVatMonthPeriodCue && !hasVatDebtCue)) &&
             /(?:скольк|скока|надо|нужно|заплат|уплат|оплат|прикин)/iu.test(normalized)) {
-            return unicodeBridgeResolution("vat_liability_confirmed_for_tax_period", "high", "vat_tax_period_confirmed_signal_detected");
+            return unicodeBridgeResolution("vat_liability_confirmed_for_tax_period", "high", "vat_liability_confirmed_tax_period_signal_detected");
         }
         if (/(?:прогноз|прикин|план)/iu.test(normalized) ||
             (!hasVatDebtCue && /(?:надо|нужно)\s+(?:заплат|оплат|уплат)/iu.test(normalized))) {
diff --git a/llm_normalizer/backend/dist/services/addressRecipeCatalog.js b/llm_normalizer/backend/dist/services/addressRecipeCatalog.js
index 0d6239e..01322e8 100644
--- a/llm_normalizer/backend/dist/services/addressRecipeCatalog.js
+++ b/llm_normalizer/backend/dist/services/addressRecipeCatalog.js
@@ -586,7 +586,7 @@ const CONTRACTS_BY_COUNTERPARTY_QUERY_TEMPLATE = `
 `;
 const VAT_PAYABLE_FORECAST_QUERY_TEMPLATE = `
 ВЫБРАТЬ
-    ДАТАВРЕМЯ(2000, 1, 1, 0, 0, 0) КАК Период,
+    __PERIOD_EXPR__ КАК Период,
     "VAT_68_CREDIT" КАК Регистратор,
     "68" КАК СчетДт,
     "" КАК СчетКт,
@@ -600,7 +600,7 @@ const VAT_PAYABLE_FORECAST_QUERY_TEMPLATE = `
 __WHERE_CLAUSE__
 ОБЪЕДИНИТЬ ВСЕ
 ВЫБРАТЬ
-    ДАТАВРЕМЯ(2000, 1, 1, 0, 0, 0) КАК Период,
+    __PERIOD_EXPR__ КАК Период,
     "VAT_68_DEBIT" КАК Регистратор,
     "68" КАК СчетДт,
     "" КАК СчетКт,
@@ -614,7 +614,7 @@ __WHERE_CLAUSE__
 __WHERE_CLAUSE__
 ОБЪЕДИНИТЬ ВСЕ
 ВЫБРАТЬ
-    ДАТАВРЕМЯ(2000, 1, 1, 0, 0, 0) КАК Период,
+    __PERIOD_EXPR__ КАК Период,
     "VAT_19_DEBIT" КАК Регистратор,
     "19" КАК СчетДт,
     "" КАК СчетКт,
@@ -628,7 +628,7 @@ __WHERE_CLAUSE__
 __WHERE_CLAUSE__
 ОБЪЕДИНИТЬ ВСЕ
 ВЫБРАТЬ
-    ДАТАВРЕМЯ(2000, 1, 1, 0, 0, 0) КАК Период,
+    __PERIOD_EXPR__ КАК Период,
     "VAT_19_CREDIT" КАК Регистратор,
     "19" КАК СчетДт,
     "" КАК СчетКт,
@@ -1388,12 +1388,25 @@ function buildAddressRecipePlan(recipe, filters) {
                                             .replaceAll("__WHERE_OUT_VALUE__", buildContractValueWhereClause(filters, "БанкСписание.Дата", "БанкСписание.ДоговорКонтрагента"))
                                             .replaceAll("__ORDER_DIRECTION__", resolveOrderDirection(filters.sort))
                                         : recipe.query_template === "vat_payable_forecast_profile"
-                                            ? VAT_PAYABLE_FORECAST_QUERY_TEMPLATE
-                                                .replaceAll("__WHERE_CLAUSE__", buildManagementWhereClause(filters, "Движения.Период"))
-                                                .replaceAll("__VAT68_KT_MATCH__", buildAccountPrefixPredicate("Движения.СчетКт", config_1.VAT_PAYABLE_68_PREFIXES))
-                                                .replaceAll("__VAT68_DT_MATCH__", buildAccountPrefixPredicate("Движения.СчетДт", config_1.VAT_PAYABLE_68_PREFIXES))
-                                                .replaceAll("__VAT19_DT_MATCH__", buildAccountPrefixPredicate("Движения.СчетДт", config_1.VAT_PAYABLE_19_PREFIXES))
-                                                .replaceAll("__VAT19_KT_MATCH__", buildAccountPrefixPredicate("Движения.СчетКт", config_1.VAT_PAYABLE_19_PREFIXES))
+                                            ? (() => {
+                                                const periodExpr = (typeof filters.period_to === "string" && filters.period_to.trim().length > 0
+                                                    ? toDateTimeExpr(filters.period_to, true)
+                                                    : null) ??
+                                                    (typeof filters.as_of_date === "string" && filters.as_of_date.trim().length > 0
+                                                        ? toDateTimeExpr(filters.as_of_date, true)
+                                                        : null) ??
+                                                    (typeof filters.period_from === "string" && filters.period_from.trim().length > 0
+                                                        ? toDateTimeExpr(filters.period_from, true)
+                                                        : null) ??
+                                                    "ДАТАВРЕМЯ(2000, 1, 1, 0, 0, 0)";
+                                                return VAT_PAYABLE_FORECAST_QUERY_TEMPLATE
+                                                    .replaceAll("__WHERE_CLAUSE__", buildManagementWhereClause(filters, "Движения.Период"))
+                                                    .replaceAll("__PERIOD_EXPR__", periodExpr)
+                                                    .replaceAll("__VAT68_KT_MATCH__", buildAccountPrefixPredicate("Движения.СчетКт", config_1.VAT_PAYABLE_68_PREFIXES))
+                                                    .replaceAll("__VAT68_DT_MATCH__", buildAccountPrefixPredicate("Движения.СчетДт", config_1.VAT_PAYABLE_68_PREFIXES))
+                                                    .replaceAll("__VAT19_DT_MATCH__", buildAccountPrefixPredicate("Движения.СчетДт", config_1.VAT_PAYABLE_19_PREFIXES))
+                                                    .replaceAll("__VAT19_KT_MATCH__", buildAccountPrefixPredicate("Движения.СчетКт", config_1.VAT_PAYABLE_19_PREFIXES));
+                                            })()
                                             : recipe.query_template === "vat_liability_confirmed_tax_period_profile"
                                                 ? (() => {
                                                     const periodToExpr = (typeof filters.period_to === "string" && filters.period_to.trim().length > 0
diff --git a/llm_normalizer/backend/dist/services/address_runtime/decomposeStage.js b/llm_normalizer/backend/dist/services/address_runtime/decomposeStage.js
index c7f3195..5fdba5d 100644
--- a/llm_normalizer/backend/dist/services/address_runtime/decomposeStage.js
+++ b/llm_normalizer/backend/dist/services/address_runtime/decomposeStage.js
@@ -1150,6 +1150,8 @@ function deriveIntentWithFollowupContext(detectedIntent, userMessage, followupCo
         return detectedIntent;
     }
     const previousFilters = followupContext.previous_filters ?? {};
+    const previousPeriodFrom = toNonEmptyString(previousFilters.period_from);
+    const previousPeriodTo = toNonEmptyString(previousFilters.period_to);
     const previousContract = toNonEmptyString(previousFilters.contract);
     const previousCounterparty = toNonEmptyString(previousFilters.counterparty);
     const previousContractFromAnchor = followupContext.previous_anchor_type === "contract" ? toNonEmptyString(followupContext.previous_anchor_value) : null;
@@ -1158,6 +1160,9 @@ function deriveIntentWithFollowupContext(detectedIntent, userMessage, followupCo
     const hasPreviousCounterparty = Boolean(previousCounterparty ?? previousCounterpartyFromAnchor);
     const hasAnyPartyAnchor = hasPreviousContract || hasPreviousCounterparty;
     const isVatFollowup = hasVatCue(normalizedMessage);
+    const samePeriodVatFollowup = isVatFollowup &&
+        hasSamePeriodHint(normalizedMessage) &&
+        Boolean(previousPeriodFrom || previousPeriodTo);
     const previousIsInventoryFamily = isInventoryIntent(sourceIntent ?? undefined);
     const rootIsInventoryFamily = isInventoryIntent(followupContext.root_intent ?? undefined);
     const inventoryLineageActive = previousIsInventoryFamily ||
@@ -1173,13 +1178,24 @@ function deriveIntentWithFollowupContext(detectedIntent, userMessage, followupCo
     if (inventoryPurchaseDateVatBridge &&
         (detectedIntent.intent === "unknown" ||
             detectedIntent.intent === sourceIntent ||
-            detectedIntent.intent === "vat_payable_confirmed_as_of_date")) {
+            detectedIntent.intent === "vat_payable_confirmed_as_of_date" ||
+            detectedIntent.intent === "vat_payable_forecast")) {
         return {
             intent: "vat_liability_confirmed_for_tax_period",
             confidence: "low",
             reasons: [...detectedIntent.reasons, "intent_adjusted_to_inventory_purchase_date_vat_bridge"]
         };
     }
+    if (samePeriodVatFollowup &&
+        (detectedIntent.intent === "vat_payable_confirmed_as_of_date" ||
+            detectedIntent.intent === "vat_payable_forecast" ||
+            detectedIntent.intent === "unknown")) {
+        return {
+            intent: "vat_liability_confirmed_for_tax_period",
+            confidence: "low",
+            reasons: [...detectedIntent.reasons, "intent_adjusted_to_vat_same_period_followup"]
+        };
+    }
     if (detectedIntent.intent === "unknown" && isVatFollowup) {
         const vatIntent = hasVatTaxPaymentCue(normalizedMessage)
             ? "vat_liability_confirmed_for_tax_period"
diff --git a/llm_normalizer/backend/src/services/addressFilterExtractor.ts b/llm_normalizer/backend/src/services/addressFilterExtractor.ts
index 731f1c6..5923876 100644
--- a/llm_normalizer/backend/src/services/addressFilterExtractor.ts
+++ b/llm_normalizer/backend/src/services/addressFilterExtractor.ts
@@ -987,7 +987,12 @@ function extractShipmentCounterpartyValue(text: string): string | undefined {
 }
 
 function extractInstrumentalCounterpartyValue(text: string): string | undefined {
-  const match = String(text ?? "").match(
+  const source = String(text ?? "");
+  const match =
+    source.match(
+      /(?:\u043a\u043e\u043d\u0442\u0440\u0430\u0433\u0435\u043d\u0442\u043e\u043c|\u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u043e\u043c|\u043a\u043b\u0438\u0435\u043d\u0442\u043e\u043c|\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c)\s+([\p{L}][\p{L}\p{N}._-]{1,})(?=[\s,.;:!?)]|$)/iu
+    ) ??
+    source.match(
     /(?:контрагентом|поставщиком|клиентом|заказчиком)\s+([\p{L}][\p{L}\p{N}._-]{1,})(?=[\s,.;:!?)]|$)/iu
   );
   if (!match) {
diff --git a/llm_normalizer/backend/src/services/addressIntentResolver.ts b/llm_normalizer/backend/src/services/addressIntentResolver.ts
index 4da36ec..f1d3c3a 100644
--- a/llm_normalizer/backend/src/services/addressIntentResolver.ts
+++ b/llm_normalizer/backend/src/services/addressIntentResolver.ts
@@ -2031,6 +2031,43 @@ function resolveUnicodeAddressIntentBridge(text: string): AddressIntentResolutio
     normalized
   );
 
+  const hasOpenItemsAccountCue =
+    /(?:хвост|долг|незакрыт|вис)/iu.test(normalized) &&
+    /(?:сч(?:е|ё)т(?:а|у|ом|е|ов)?\s*(?:№|#)?\s*(?:60|62|76)(?:[.,]\d{1,2})?|\b(?:60|62|76)(?:[.,]\d{1,2})?\b\s*сч(?:е|ё)т)/iu.test(
+      normalized
+    );
+  if (hasOpenItemsAccountCue) {
+    return unicodeBridgeResolution(
+      "open_items_by_counterparty_or_contract",
+      "medium",
+      "open_items_signal_detected"
+    );
+  }
+
+  const hasCounterpartyShipmentItemFlowCue =
+    /(?:отгруж(?:ал|али|ен[аоы]?|енн(?:ый|ая|ое|ые)?))/iu.test(normalized) &&
+    /(?:товар|услуг|позици|номенклатур)/iu.test(normalized) &&
+    !/(?:выбранн(?:ый|ому)\s+объект|selected\s+object)/iu.test(normalized);
+  if (hasCounterpartyShipmentItemFlowCue) {
+    return unicodeBridgeResolution(
+      "list_documents_by_counterparty",
+      "medium",
+      "counterparty_item_flow_signal_detected"
+    );
+  }
+
+  const hasHighestValueCustomerCue =
+    /(?:сам(?:ый|ые|ая|ое)|топ|кто|какой|какие|больше\s+всего|наибольш)/iu.test(normalized) &&
+    /(?:доходн|выручк|денег|деньг|оборот|поступлен|прин[её]с)/iu.test(normalized) &&
+    /(?:клиент|покупател|заказчик|контрагент)/iu.test(normalized);
+  if (!hasContractCue && hasHighestValueCustomerCue) {
+    return unicodeBridgeResolution(
+      "customer_revenue_and_payments",
+      "high",
+      "unicode_customer_revenue_bridge_signal_detected"
+    );
+  }
+
   if (hasBidirectionalValueFlowComparisonSignal(normalized)) {
     return unicodeBridgeResolution(
       "unknown",
@@ -2419,14 +2456,21 @@ function resolveUnicodeAddressIntentBridge(text: string): AddressIntentResolutio
   if (/(?:ндс|vat)/iu.test(normalized)) {
     const hasVatDebtCue = /(?:долг|должн|подтвержд)/iu.test(normalized);
     const hasTaxPeriodCue = /(?:налогов|налоговую|бюджет|декларац|квартал|\b[1-4]\s*кв)/iu.test(normalized);
+    const hasVatMonthPeriodCue =
+      /(?:за|на|в)\s+(?:январ|феврал|март|апрел|ма[йя]|июн|июл|август|сентябр|октябр|ноябр|декабр)\S*(?:\s+(?:19|20)\d{2})?/iu.test(
+        normalized
+      ) &&
+      !/\b\d{1,2}\s+(?:январ|феврал|март|апрел|ма[йя]|июн|июл|август|сентябр|октябр|ноябр|декабр)\S*(?:\s+(?:19|20)\d{2})?/iu.test(
+        normalized
+      );
     if (
-      hasTaxPeriodCue &&
+      (hasTaxPeriodCue || (hasVatMonthPeriodCue && !hasVatDebtCue)) &&
       /(?:скольк|скока|надо|нужно|заплат|уплат|оплат|прикин)/iu.test(normalized)
     ) {
       return unicodeBridgeResolution(
         "vat_liability_confirmed_for_tax_period",
         "high",
-        "vat_tax_period_confirmed_signal_detected"
+        "vat_liability_confirmed_tax_period_signal_detected"
       );
     }
     if (
diff --git a/llm_normalizer/backend/src/services/addressRecipeCatalog.ts b/llm_normalizer/backend/src/services/addressRecipeCatalog.ts
index 75ca9ae..b56e330 100644
--- a/llm_normalizer/backend/src/services/addressRecipeCatalog.ts
+++ b/llm_normalizer/backend/src/services/addressRecipeCatalog.ts
@@ -608,7 +608,7 @@ const CONTRACTS_BY_COUNTERPARTY_QUERY_TEMPLATE = `
 
 const VAT_PAYABLE_FORECAST_QUERY_TEMPLATE = `
 ВЫБРАТЬ
-    ДАТАВРЕМЯ(2000, 1, 1, 0, 0, 0) КАК Период,
+    __PERIOD_EXPR__ КАК Период,
     "VAT_68_CREDIT" КАК Регистратор,
     "68" КАК СчетДт,
     "" КАК СчетКт,
@@ -622,7 +622,7 @@ const VAT_PAYABLE_FORECAST_QUERY_TEMPLATE = `
 __WHERE_CLAUSE__
 ОБЪЕДИНИТЬ ВСЕ
 ВЫБРАТЬ
-    ДАТАВРЕМЯ(2000, 1, 1, 0, 0, 0) КАК Период,
+    __PERIOD_EXPR__ КАК Период,
     "VAT_68_DEBIT" КАК Регистратор,
     "68" КАК СчетДт,
     "" КАК СчетКт,
@@ -636,7 +636,7 @@ __WHERE_CLAUSE__
 __WHERE_CLAUSE__
 ОБЪЕДИНИТЬ ВСЕ
 ВЫБРАТЬ
-    ДАТАВРЕМЯ(2000, 1, 1, 0, 0, 0) КАК Период,
+    __PERIOD_EXPR__ КАК Период,
     "VAT_19_DEBIT" КАК Регистратор,
     "19" КАК СчетДт,
     "" КАК СчетКт,
@@ -650,7 +650,7 @@ __WHERE_CLAUSE__
 __WHERE_CLAUSE__
 ОБЪЕДИНИТЬ ВСЕ
 ВЫБРАТЬ
-    ДАТАВРЕМЯ(2000, 1, 1, 0, 0, 0) КАК Период,
+    __PERIOD_EXPR__ КАК Период,
     "VAT_19_CREDIT" КАК Регистратор,
     "19" КАК СчетДт,
     "" КАК СчетКт,
@@ -1546,12 +1546,26 @@ export function buildAddressRecipePlan(
             )
             .replaceAll("__ORDER_DIRECTION__", resolveOrderDirection(filters.sort))
       : recipe.query_template === "vat_payable_forecast_profile"
-        ? VAT_PAYABLE_FORECAST_QUERY_TEMPLATE
-            .replaceAll("__WHERE_CLAUSE__", buildManagementWhereClause(filters, "Движения.Период"))
-            .replaceAll("__VAT68_KT_MATCH__", buildAccountPrefixPredicate("Движения.СчетКт", VAT_PAYABLE_68_PREFIXES))
-            .replaceAll("__VAT68_DT_MATCH__", buildAccountPrefixPredicate("Движения.СчетДт", VAT_PAYABLE_68_PREFIXES))
-            .replaceAll("__VAT19_DT_MATCH__", buildAccountPrefixPredicate("Движения.СчетДт", VAT_PAYABLE_19_PREFIXES))
-            .replaceAll("__VAT19_KT_MATCH__", buildAccountPrefixPredicate("Движения.СчетКт", VAT_PAYABLE_19_PREFIXES))
+        ? (() => {
+            const periodExpr =
+              (typeof filters.period_to === "string" && filters.period_to.trim().length > 0
+                ? toDateTimeExpr(filters.period_to, true)
+                : null) ??
+              (typeof filters.as_of_date === "string" && filters.as_of_date.trim().length > 0
+                ? toDateTimeExpr(filters.as_of_date, true)
+                : null) ??
+              (typeof filters.period_from === "string" && filters.period_from.trim().length > 0
+                ? toDateTimeExpr(filters.period_from, true)
+                : null) ??
+              "ДАТАВРЕМЯ(2000, 1, 1, 0, 0, 0)";
+            return VAT_PAYABLE_FORECAST_QUERY_TEMPLATE
+              .replaceAll("__WHERE_CLAUSE__", buildManagementWhereClause(filters, "Движения.Период"))
+              .replaceAll("__PERIOD_EXPR__", periodExpr)
+              .replaceAll("__VAT68_KT_MATCH__", buildAccountPrefixPredicate("Движения.СчетКт", VAT_PAYABLE_68_PREFIXES))
+              .replaceAll("__VAT68_DT_MATCH__", buildAccountPrefixPredicate("Движения.СчетДт", VAT_PAYABLE_68_PREFIXES))
+              .replaceAll("__VAT19_DT_MATCH__", buildAccountPrefixPredicate("Движения.СчетДт", VAT_PAYABLE_19_PREFIXES))
+              .replaceAll("__VAT19_KT_MATCH__", buildAccountPrefixPredicate("Движения.СчетКт", VAT_PAYABLE_19_PREFIXES));
+          })()
       : recipe.query_template === "vat_liability_confirmed_tax_period_profile"
         ? (() => {
             const periodToExpr =
diff --git a/llm_normalizer/backend/src/services/address_runtime/decomposeStage.ts b/llm_normalizer/backend/src/services/address_runtime/decomposeStage.ts
index fb4c3ca..1c67ae5 100644
--- a/llm_normalizer/backend/src/services/address_runtime/decomposeStage.ts
+++ b/llm_normalizer/backend/src/services/address_runtime/decomposeStage.ts
@@ -1439,6 +1439,8 @@ function deriveIntentWithFollowupContext(
     return detectedIntent;
   }
   const previousFilters = followupContext.previous_filters ?? {};
+  const previousPeriodFrom = toNonEmptyString(previousFilters.period_from);
+  const previousPeriodTo = toNonEmptyString(previousFilters.period_to);
   const previousContract = toNonEmptyString(previousFilters.contract);
   const previousCounterparty = toNonEmptyString(previousFilters.counterparty);
   const previousContractFromAnchor =
@@ -1449,6 +1451,10 @@ function deriveIntentWithFollowupContext(
   const hasPreviousCounterparty = Boolean(previousCounterparty ?? previousCounterpartyFromAnchor);
   const hasAnyPartyAnchor = hasPreviousContract || hasPreviousCounterparty;
   const isVatFollowup = hasVatCue(normalizedMessage);
+  const samePeriodVatFollowup =
+    isVatFollowup &&
+    hasSamePeriodHint(normalizedMessage) &&
+    Boolean(previousPeriodFrom || previousPeriodTo);
   const previousIsInventoryFamily = isInventoryIntent(sourceIntent ?? undefined);
   const rootIsInventoryFamily = isInventoryIntent(followupContext.root_intent ?? undefined);
   const inventoryLineageActive =
@@ -1472,7 +1478,8 @@ function deriveIntentWithFollowupContext(
     inventoryPurchaseDateVatBridge &&
     (detectedIntent.intent === "unknown" ||
       detectedIntent.intent === sourceIntent ||
-      detectedIntent.intent === "vat_payable_confirmed_as_of_date")
+      detectedIntent.intent === "vat_payable_confirmed_as_of_date" ||
+      detectedIntent.intent === "vat_payable_forecast")
   ) {
     return {
       intent: "vat_liability_confirmed_for_tax_period",
@@ -1481,6 +1488,19 @@ function deriveIntentWithFollowupContext(
     };
   }
 
+  if (
+    samePeriodVatFollowup &&
+    (detectedIntent.intent === "vat_payable_confirmed_as_of_date" ||
+      detectedIntent.intent === "vat_payable_forecast" ||
+      detectedIntent.intent === "unknown")
+  ) {
+    return {
+      intent: "vat_liability_confirmed_for_tax_period",
+      confidence: "low",
+      reasons: [...detectedIntent.reasons, "intent_adjusted_to_vat_same_period_followup"]
+    };
+  }
+
   if (detectedIntent.intent === "unknown" && isVatFollowup) {
     const vatIntent: AddressIntent = hasVatTaxPaymentCue(normalizedMessage)
       ? "vat_liability_confirmed_for_tax_period"
diff --git a/llm_normalizer/backend/tests/addressCounterpartyItemFlowAndOpenItemsRoute.test.ts b/llm_normalizer/backend/tests/addressCounterpartyItemFlowAndOpenItemsRoute.test.ts
index 7677442..c8e77e2 100644
--- a/llm_normalizer/backend/tests/addressCounterpartyItemFlowAndOpenItemsRoute.test.ts
+++ b/llm_normalizer/backend/tests/addressCounterpartyItemFlowAndOpenItemsRoute.test.ts
@@ -30,6 +30,61 @@ describe("counterparty shipment item flow and open-items routing", () => {
     expect(result.reasons).toContain("counterparty_item_flow_signal_detected");
   });
 
+  it("keeps plain Russian counterparty item-flow wording out of stale inventory context", async () => {
+    executeAddressMcpQueryMock
+      .mockResolvedValueOnce({
+        fetched_rows: 1,
+        matched_rows: 1,
+        raw_rows: [
+          {
+            Counterparty: "Чепурнов П.Д.",
+            Registrator: "Чепурнов П.Д."
+          }
+        ],
+        rows: [],
+        error: null
+      })
+      .mockResolvedValueOnce({
+        fetched_rows: 1,
+        matched_rows: 1,
+        raw_rows: [
+          {
+            Period: "2022-01-20T12:00:03Z",
+            Registrator: "Поступление товаров и услуг 000000001 от 20.01.2022",
+            AccountDt: "41.01",
+            AccountKt: "60.01",
+            Amount: 890660,
+            Nomenclature: "Услуги по договору",
+            Counterparty: "Чепурнов П.Д.",
+            Contract: "Договор № 11/1 от 25.11.2020 г.",
+            Organization: 'ООО "Альтернатива Плюс"'
+          }
+        ],
+        rows: [],
+        error: null
+      });
+
+    const service = new AddressQueryService();
+    const result = await service.tryHandle("что нам отгружал чепурнов? какой товар или услугу?", {
+      followupContext: {
+        previous_intent: "inventory_on_hand_as_of_date",
+        target_intent: "inventory_on_hand_as_of_date",
+        previous_filters: {
+          organization: 'ООО "Альтернатива Плюс"',
+          as_of_date: "2026-04-24"
+        },
+        previous_anchor_type: "organization",
+        previous_anchor_value: 'ООО "Альтернатива Плюс"'
+      }
+    });
+
+    expect(result?.handled).toBe(true);
+    expect(result?.debug.detected_intent).toBe("list_documents_by_counterparty");
+    expect(result?.debug.selected_recipe).toBe("address_documents_by_counterparty_v1");
+    expect(String(result?.reply_text ?? "")).toContain("Чепурнов П.Д.");
+    expect(String(result?.reply_text ?? "")).toContain("Услуги по договору");
+  });
+
   it("routes account 60 tails wording to open items intent", () => {
     const result = resolveAddressIntent("хвосты покажи по счету 60 на август 2022");
     expect(result.intent).toBe("open_items_by_counterparty_or_contract");
@@ -60,8 +115,10 @@ describe("counterparty shipment item flow and open-items routing", () => {
   });
 
   it("uses purchase document query for fuzzy counterparty item-flow wording", async () => {
-    executeAddressMcpQueryMock
-      .mockResolvedValueOnce({
+    executeAddressMcpQueryMock.mockImplementation(async (request?: { query?: string }) => {
+      const query = String(request?.query ?? "");
+      if (query.includes("Справочник.Контрагенты")) {
+        return {
         fetched_rows: 1,
         matched_rows: 1,
         raw_rows: [
@@ -72,8 +129,9 @@ describe("counterparty shipment item flow and open-items routing", () => {
         ],
         rows: [],
         error: null
-      })
-      .mockResolvedValueOnce({
+        };
+      }
+      return {
         fetched_rows: 2,
         matched_rows: 2,
         raw_rows: [
@@ -104,7 +162,8 @@ describe("counterparty shipment item flow and open-items routing", () => {
         ],
         rows: [],
         error: null
-      });
+      };
+    });
 
     const service = new AddressQueryService();
     const result = await service.tryHandle(
diff --git a/llm_normalizer/backend/tests/addressCounterpartyLifecycleOrganizationScopeRegression.test.ts b/llm_normalizer/backend/tests/addressCounterpartyLifecycleOrganizationScopeRegression.test.ts
index 6f320c5..9fc5774 100644
--- a/llm_normalizer/backend/tests/addressCounterpartyLifecycleOrganizationScopeRegression.test.ts
+++ b/llm_normalizer/backend/tests/addressCounterpartyLifecycleOrganizationScopeRegression.test.ts
@@ -117,4 +117,40 @@ describe("counterparty lifecycle organization scope regressions", () => {
     expect(result?.debug.extracted_filters?.counterparty).toBeUndefined();
     expect(String(result?.reply_text ?? "")).toContain('ООО "Ромашка"');
   });
+
+  it("routes who-is-the-highest-value-customer wording to revenue ranking, not lifecycle activity", async () => {
+    executeAddressMcpQueryMock.mockResolvedValueOnce({
+      fetched_rows: 2,
+      matched_rows: 2,
+      raw_rows: [
+        {
+          Period: "2021-01-15T00:00:00Z",
+          Registrator: "CP_CUSTOMER_ACTIVITY",
+          AccountDt: "51",
+          AccountKt: "62.01",
+          Amount: 150000,
+          Counterparty: "Группа СВК"
+        },
+        {
+          Period: "2021-02-20T00:00:00Z",
+          Registrator: "CP_CUSTOMER_ACTIVITY",
+          AccountDt: "51",
+          AccountKt: "62.01",
+          Amount: 80000,
+          Counterparty: "Чепурнов П.Д."
+        }
+      ],
+      rows: [],
+      error: null
+    });
+
+    const service = new AddressQueryService();
+    const result = await service.tryHandle("кто у нас самый доходный клиент за все время");
+
+    expect(result?.handled).toBe(true);
+    expect(result?.debug.detected_intent).toBe("customer_revenue_and_payments");
+    expect(result?.debug.selected_recipe).toBe("address_customer_revenue_and_payments_v1");
+    expect(String(result?.reply_text ?? "")).toContain("Самый доходный клиент");
+    expect(String(result?.reply_text ?? "")).toContain("Группа СВК");
+  });
 });
diff --git a/llm_normalizer/backend/tests/addressQueryRuntimeM23.test.ts b/llm_normalizer/backend/tests/addressQueryRuntimeM23.test.ts
index e8b2cce..e45d622 100644
--- a/llm_normalizer/backend/tests/addressQueryRuntimeM23.test.ts
+++ b/llm_normalizer/backend/tests/addressQueryRuntimeM23.test.ts
@@ -3955,11 +3955,11 @@ describe("address query limited taxonomy and stage diagnostics", { timeout: 1500
     expect(result?.debug.mcp_call_status).not.toBe("skipped");
   });
 
-  it("returns factual confirmed VAT snapshot instead of partial when payable rows are absent", async () => {
+  it("returns factual confirmed VAT tax-period answer instead of partial when payable rows are absent", async () => {
     const service = new AddressQueryService();
     const result = await service.tryHandle("скок ндс платить надо на март 2020");
     expect(result?.handled).toBe(true);
-    expect(result?.debug.detected_intent).toBe("vat_payable_confirmed_as_of_date");
+    expect(result?.debug.detected_intent).toBe("vat_liability_confirmed_for_tax_period");
     expect(["FACTUAL_LIST", "FACTUAL_SUMMARY"]).toContain(result?.response_type);
     expect(result?.reply_type).not.toBe("partial_coverage");
     expect(result?.debug.result_mode).toBe("confirmed_balance");
@@ -4692,13 +4692,13 @@ describe("address decompose stage follow-up carryover", () => {
         period_to: "2020-12-31"
       },
       previous_anchor_type: "counterparty",
-      previous_anchor_value: "�?П Калинин Н.М.",
+      previous_anchor_value: "ИП Калинин Н.М.",
       resolved_counterparty_from_display: true
     });
     expect(result).not.toBeNull();
     expect(result?.mode.mode).toBe("address_query");
     expect(result?.intent.intent).toBe("customer_revenue_and_payments");
-    expect(result?.filters.extracted_filters.counterparty).toBe("�?П Калинин Н.М.");
+    expect(result?.filters.extracted_filters.counterparty).toBe("ИП Калинин Н.М.");
     expect(result?.filters.extracted_filters.period_from).toBe("2020-01-01");
     expect(result?.filters.extracted_filters.period_to).toBe("2020-12-31");
     expect(
@@ -5201,6 +5201,19 @@ describe("address recipe catalog counterparty filtering", () => {
     expect(plan.query).not.toContain("ПРЕДСТАВЛЕНИЕ(Движения.СчетДт) ПОДОБНО");
   });
 
+  it("materializes VAT forecast aggregate inside the requested period window", () => {
+    const filters = extractAddressFilters(
+      "прикинь какой ндс нам надо заплатить на февраль 2017",
+      "vat_payable_forecast"
+    ).extracted_filters;
+    const selected = selectAddressRecipe("vat_payable_forecast", filters);
+    expect(selected.selected_recipe).toBeTruthy();
+    const plan = buildAddressRecipePlan(selected.selected_recipe!, filters);
+
+    expect(plan.query).toContain("ДАТАВРЕМЯ(2017, 2, 28, 23, 59, 59) КАК Период");
+    expect(plan.query).not.toContain("ДАТАВРЕМЯ(2000, 1, 1, 0, 0, 0) КАК Период");
+  });
+
   it("builds confirmed VAT tax-period query from sales and purchase VAT books", () => {
     const filters = extractAddressFilters(
       "сколько ндс надо заплатить в налоговую за декабрь 2019",
diff --git a/llm_normalizer/data/autorun_generators/history.json b/llm_normalizer/data/autorun_generators/history.json
index da9f95f..c0850ea 100644
--- a/llm_normalizer/data/autorun_generators/history.json
+++ b/llm_normalizer/data/autorun_generators/history.json
@@ -1,4 +1,60 @@
 [
+  {
+    "generation_id": "gen-ag04241710-bdb248",
+    "created_at": "2026-04-24T17:10:31+00:00",
+    "mode": "saved_user_sessions",
+    "title": "AGENT | Post-F ручные провалы VAT revenue item-flow live3",
+    "count": 11,
+    "domain": "address_post_f_manual_failures",
+    "questions": [
+      "кайф - что там на складе по остаткам?",
+      "АЛЬТЕРНАТИВА",
+      "март 2016",
+      "По выбранному объекту \"Рабочая станция универсального специалиста (индивидуальное изготовление)\": где взяли это?",
+      "ндс можешь прикинуть на дату покупки рабочей станции?",
+      "прикинь какой ндс нам надо заплатить на февраль 2017",
+      "кто у нас самый доходный клиент за все время",
+      "по чепурнову покажи все доки",
+      "а по свк",
+      "а сейчас у нас есть что на складе?",
+      "что нам отгружал чепурнов? какой товар или услугу?"
+    ],
+    "generated_by": "codex_agent",
+    "saved_case_set_file": "assistant_autogen_saved_user_sessions_20260424171031_gen-ag04241710-bdb248.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_20260424171031_gen-ag04241710-bdb248.json",
+      "saved_case_set_kind": "agent_semantic_scenario",
+      "agent_run": true,
+      "agent_focus": "manual failures 11/13/14/26 from assistant-stage1-9liEOh-7JP",
+      "architecture_phase": "Post-F Semantic Integrity Hardening",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_post_f_manual_failures_20260424.json",
+      "scenario_id": "address_truth_harness_post_f_manual_failures_20260424",
+      "semantic_tags": [
+        "counterparty_grounding",
+        "counterparty_retarget",
+        "inventory_context",
+        "item_flow_failure_26",
+        "manual_9liEOh",
+        "materialization_gap",
+        "organization_scope",
+        "purchase_date_context",
+        "revenue_ranking_failure_14",
+        "selected_object_purchase",
+        "stale_inventory_scope",
+        "stale_scope_guard",
+        "vat_failure_11",
+        "vat_failure_13"
+      ]
+    }
+  },
   {
     "generation_id": "gen-ag04241610-84c8bb",
     "created_at": "2026-04-24T16:10:22+00:00",
diff --git a/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260424171031_gen-ag04241710-bdb248.json b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260424171031_gen-ag04241710-bdb248.json
new file mode 100644
index 0000000..fa66015
--- /dev/null
+++ b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260424171031_gen-ag04241710-bdb248.json
@@ -0,0 +1,177 @@
+{
+  "saved_at": "2026-04-24T17:10:31+00:00",
+  "generation_id": "gen-ag04241710-bdb248",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Post-F ручные провалы VAT revenue item-flow live3",
+  "agent_run": true,
+  "questions": [
+    "кайф - что там на складе по остаткам?",
+    "АЛЬТЕРНАТИВА",
+    "март 2016",
+    "По выбранному объекту \"Рабочая станция универсального специалиста (индивидуальное изготовление)\": где взяли это?",
+    "ндс можешь прикинуть на дату покупки рабочей станции?",
+    "прикинь какой ндс нам надо заплатить на февраль 2017",
+    "кто у нас самый доходный клиент за все время",
+    "по чепурнову покажи все доки",
+    "а по свк",
+    "а сейчас у нас есть что на складе?",
+    "что нам отгружал чепурнов? какой товар или услугу?"
+  ],
+  "metadata": {
+    "assistant_prompt_version": null,
+    "decomposition_prompt_version": null,
+    "prompt_fingerprint": null,
+    "agent_focus": "manual failures 11/13/14/26 from assistant-stage1-9liEOh-7JP",
+    "architecture_phase": "Post-F Semantic Integrity Hardening",
+    "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_post_f_manual_failures_20260424.json",
+    "scenario_id": "address_truth_harness_post_f_manual_failures_20260424",
+    "semantic_tags": [
+      "counterparty_grounding",
+      "counterparty_retarget",
+      "inventory_context",
+      "item_flow_failure_26",
+      "manual_9liEOh",
+      "materialization_gap",
+      "organization_scope",
+      "purchase_date_context",
+      "revenue_ranking_failure_14",
+      "selected_object_purchase",
+      "stale_inventory_scope",
+      "stale_scope_guard",
+      "vat_failure_11",
+      "vat_failure_13"
+    ]
+  },
+  "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": "2026-04-24T17:10:31+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-002",
+        "role": "user",
+        "text": "АЛЬТЕРНАТИВА",
+        "created_at": "2026-04-24T17:10:31+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-003",
+        "role": "user",
+        "text": "март 2016",
+        "created_at": "2026-04-24T17:10:31+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-004",
+        "role": "user",
+        "text": "По выбранному объекту \"Рабочая станция универсального специалиста (индивидуальное изготовление)\": где взяли это?",
+        "created_at": "2026-04-24T17:10:31+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-005",
+        "role": "user",
+        "text": "ндс можешь прикинуть на дату покупки рабочей станции?",
+        "created_at": "2026-04-24T17:10:31+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-006",
+        "role": "user",
+        "text": "прикинь какой ндс нам надо заплатить на февраль 2017",
+        "created_at": "2026-04-24T17:10:31+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-007",
+        "role": "user",
+        "text": "кто у нас самый доходный клиент за все время",
+        "created_at": "2026-04-24T17:10:31+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-008",
+        "role": "user",
+        "text": "по чепурнову покажи все доки",
+        "created_at": "2026-04-24T17:10:31+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-009",
+        "role": "user",
+        "text": "а по свк",
+        "created_at": "2026-04-24T17:10:31+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-010",
+        "role": "user",
+        "text": "а сейчас у нас есть что на складе?",
+        "created_at": "2026-04-24T17:10:31+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-011",
+        "role": "user",
+        "text": "что нам отгружал чепурнов? какой товар или услугу?",
+        "created_at": "2026-04-24T17:10:31+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": "manual failures 11/13/14/26 from assistant-stage1-9liEOh-7JP",
+      "architecture_phase": "Post-F Semantic Integrity Hardening",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\address_truth_harness_post_f_manual_failures_20260424.json",
+      "scenario_id": "address_truth_harness_post_f_manual_failures_20260424",
+      "semantic_tags": [
+        "counterparty_grounding",
+        "counterparty_retarget",
+        "inventory_context",
+        "item_flow_failure_26",
+        "manual_9liEOh",
+        "materialization_gap",
+        "organization_scope",
+        "purchase_date_context",
+        "revenue_ranking_failure_14",
+        "selected_object_purchase",
+        "stale_inventory_scope",
+        "stale_scope_guard",
+        "vat_failure_11",
+        "vat_failure_13"
+      ]
+    }
+  }
+}
diff --git a/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260424171031_gen-ag04241710-bdb248.json b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260424171031_gen-ag04241710-bdb248.json
new file mode 100644
index 0000000..ed96e6e
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260424171031_gen-ag04241710-bdb248.json
@@ -0,0 +1,58 @@
+{
+  "suite_id": "assistant_saved_session_gen-ag04241710-bdb248",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_suite_v0_1",
+  "generated_at": "2026-04-24T17:10:31+00:00",
+  "generation_id": "gen-ag04241710-bdb248",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Post-F ручные провалы VAT revenue item-flow live3",
+  "domain": "address_post_f_manual_failures",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "agent_saved_user_sessions",
+      "title": "AGENT | Post-F ручные провалы VAT revenue item-flow live3",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "кайф - что там на складе по остаткам?"
+        },
+        {
+          "user_message": "АЛЬТЕРНАТИВА"
+        },
+        {
+          "user_message": "март 2016"
+        },
+        {
+          "user_message": "По выбранному объекту \"Рабочая станция универсального специалиста (индивидуальное изготовление)\": где взяли это?"
+        },
+        {
+          "user_message": "ндс можешь прикинуть на дату покупки рабочей станции?"
+        },
+        {
+          "user_message": "прикинь какой ндс нам надо заплатить на февраль 2017"
+        },
+        {
+          "user_message": "кто у нас самый доходный клиент за все время"
+        },
+        {
+          "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?"
+        }
+      ]
+    }
+  ]
+}