From 5f7e2011909db6b7d654249912c8c230947f37f2 Mon Sep 17 00:00:00 2001
From: dctouch <support@dctouch.ru>
Date: Sat, 23 May 2026 15:34:11 +0300
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---
 .../agent_profit_direct_answer_20260523.json  |  96 +++++++++++++++
 .../assistantMcpDiscoveryResponseCandidate.js |  24 +++-
 .../assistantMcpDiscoveryResponseCandidate.ts |  28 ++++-
 ...stantMcpDiscoveryResponseCandidate.test.ts |  56 +++++++++
 .../data/autorun_generators/history.json      |  42 +++++++
 ..._20260523123202_gen-ag05231232-9ef058.json | 115 ++++++++++++++++++
 ..._20260523123202_gen-ag05231232-9ef058.json |  34 ++++++
 7 files changed, 391 insertions(+), 4 deletions(-)
 create mode 100644 docs/orchestration/agent_profit_direct_answer_20260523.json
 create mode 100644 llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260523123202_gen-ag05231232-9ef058.json
 create mode 100644 llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260523123202_gen-ag05231232-9ef058.json

diff --git a/docs/orchestration/agent_profit_direct_answer_20260523.json b/docs/orchestration/agent_profit_direct_answer_20260523.json
new file mode 100644
index 0000000..b234759
--- /dev/null
+++ b/docs/orchestration/agent_profit_direct_answer_20260523.json
@@ -0,0 +1,96 @@
+{
+  "schema_version": "domain_truth_harness_spec_v1",
+  "scenario_id": "agent_profit_direct_answer_20260523",
+  "domain": "cashflow_profit_boundary",
+  "title": "AGENT | Direct net profit answer shape",
+  "description": "Targeted replay for direct clean-profit questions: follow-up boundary may say cashflow is not profit, but a standalone net-profit question must answer with the accounting result first.",
+  "bindings": {},
+  "steps": [
+    {
+      "step_id": "step_01_cashflow_money_not_profit",
+      "title": "Cashflow question asks money and profit boundary",
+      "question": "Сколько денег Альтернатива заработала за 2020 год? Ответь коротко: получили, заплатили, денежное нетто, это прибыль или нет.",
+      "allowed_reply_types": [
+        "partial_coverage",
+        "factual_with_explanation",
+        "factual"
+      ],
+      "required_answer_patterns_all": [
+        "47\\s*628\\s*853,03",
+        "43\\s*763\\s*351,53",
+        "3\\s*865\\s*501,50",
+        "не\\s+чистая\\s+прибыль|не\\s+бухгалтерский\\s+финрезультат"
+      ],
+      "forbidden_answer_patterns": [
+        "7\\s*136\\s*815,85.*получили",
+        "runtime_",
+        "planner_",
+        "primitive"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "cashflow",
+        "profit_boundary"
+      ]
+    },
+    {
+      "step_id": "step_02_followup_this_is_profit",
+      "title": "Follow-up asks whether cashflow is clean profit",
+      "question": "а это чистая прибыль?",
+      "allowed_reply_types": [
+        "partial_coverage",
+        "factual_with_explanation",
+        "factual"
+      ],
+      "required_answer_patterns_all": [
+        "нет",
+        "90/91/99",
+        "7\\s*136\\s*815,85",
+        "убыт"
+      ],
+      "forbidden_answer_patterns": [
+        "получили\\s+47\\s*628\\s*853,03.*чистая\\s+прибыль",
+        "runtime_",
+        "planner_",
+        "primitive"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "profit_boundary",
+        "followup"
+      ]
+    },
+    {
+      "step_id": "step_03_direct_net_profit_question",
+      "title": "Standalone direct net profit question answers with result first",
+      "question": "какая чистая прибыль по Альтернативе за 2020?",
+      "allowed_reply_types": [
+        "partial_coverage",
+        "factual_with_explanation",
+        "factual"
+      ],
+      "required_answer_patterns_all": [
+        "90/91/99",
+        "7\\s*136\\s*815,85",
+        "убыт",
+        "не\\s+денежный\\s+поток|учетный\\s+финрезультат"
+      ],
+      "forbidden_answer_patterns": [
+        "Коротко:\\s*нет,\\s*денежное\\s+операционное\\s+нетто",
+        "runtime_",
+        "planner_",
+        "primitive"
+      ],
+      "criticality": "critical",
+      "semantic_tags": [
+        "direct_profit",
+        "answer_shape"
+      ]
+    }
+  ],
+  "acceptance": {
+    "min_score": 80,
+    "max_unresolved_p0": 0,
+    "require_all_critical_steps_pass": true
+  }
+}
diff --git a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponseCandidate.js b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponseCandidate.js
index 6569e81..a2f0279 100644
--- a/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponseCandidate.js
+++ b/llm_normalizer/backend/dist/services/assistantMcpDiscoveryResponseCandidate.js
@@ -58,6 +58,21 @@ function requestsCashflowPolarityAnswer(turnMeaning, graph) {
     ].join(" "));
     return /(?:\u043f\u043e\s+\u0434\u0435\u043d\p{L}*|\u0434\u0435\u043d\p{L}*)[\s\S]{0,80}(?:\u043f\u043b\u044e\u0441|\u043c\u0438\u043d\u0443\u0441)|(?:\u043f\u043b\u044e\u0441|\u043c\u0438\u043d\u0443\u0441)[\s\S]{0,80}(?:\u043f\u043e\s+\u0434\u0435\u043d\p{L}*|\u0434\u0435\u043d\p{L}*)/iu.test(text);
 }
+function requestsDirectAccountingProfitAnswer(turnMeaning, graph) {
+    const text = normalizeQuestionText([
+        turnMeaning?.raw_message,
+        turnMeaning?.effective_message,
+        graph?.source_message,
+        graph?.question
+    ].join(" "));
+    if (!/(?:чист\p{L}{0,8}\s+прибыл|финрезультат|финансов\p{L}{0,12}\s+результат)/iu.test(text)) {
+        return false;
+    }
+    if (/(?:^|\s)(?:а\s+)?это\s+чист\p{L}{0,8}\s+прибыл|это\s+прибыл\p{L}{0,4}\s+или\s+нет/iu.test(text)) {
+        return false;
+    }
+    return /(?:какая|какой|сколько|посчитай|рассчитай|покажи|дай|определить|определи|найди|итог|за\s+\d{4})/iu.test(text);
+}
 function toStringList(value) {
     if (!Array.isArray(value)) {
         return [];
@@ -768,6 +783,7 @@ function buildCompactBusinessOverviewReply(entryPoint, draft) {
     const inventoryReserveBoundary = actionFamily === "inventory_reserve_boundary" || unsupportedFamily === "inventory_reserve_liquidation_boundary";
     const compactCashflowRequested = directMoneyAnswer && requestsCompactCashflowAnswer(turnMeaning, graph);
     const cashflowPolarityRequested = compactCashflowRequested && requestsCashflowPolarityAnswer(turnMeaning, graph);
+    const directAccountingProfitRequested = requestsDirectAccountingProfitAnswer(turnMeaning, graph);
     if (compactCashflowRequested && !rankingNeed && (incomingAmount || outgoingAmount || netAmount)) {
         const netDisplay = sentenceAmount(netAmount) ?? netAmount ?? "0 \u0440\u0443\u0431.";
         const signedNetDisplay = cashflowPolarityRequested && netDisplay && !String(netDisplay).trim().startsWith("-")
@@ -802,8 +818,12 @@ function buildCompactBusinessOverviewReply(entryPoint, draft) {
                     ? `минус ${amount}`
                     : amount
                 : "сумма не распознана";
-            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.");
+            lines.push(directAccountingProfitRequested
+                ? `Коротко: за ${periodScope} по закрытию счетов 90/91/99 в 1С подтвержден ${directionText}: ${amountText}${marginPct ? `; маржа к подтвержденной выручке ${marginPct}` : "; маржа к подтвержденной выручке 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(directAccountingProfitRequested
+                ? "Это учетный финрезультат по найденным строкам закрытия периода в 1С, не денежный поток, не внешний аудит и не юридически подтвержденная отчетность."
+                : "Это учетный финрезультат по найденным строкам закрытия периода в 1С, а не внешний аудит и не юридически подтвержденная отчетность.");
             return joinBusinessReplyLines(lines);
         }
         const headline = toNonEmptyString(draft.headline);
diff --git a/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponseCandidate.ts b/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponseCandidate.ts
index 510f754..38f67ef 100644
--- a/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponseCandidate.ts
+++ b/llm_normalizer/backend/src/services/assistantMcpDiscoveryResponseCandidate.ts
@@ -100,6 +100,25 @@ function requestsCashflowPolarityAnswer(
   );
 }
 
+function requestsDirectAccountingProfitAnswer(
+  turnMeaning: Record<string, unknown> | null,
+  graph: Record<string, unknown> | null
+): boolean {
+  const text = normalizeQuestionText([
+    turnMeaning?.raw_message,
+    turnMeaning?.effective_message,
+    graph?.source_message,
+    graph?.question
+  ].join(" "));
+  if (!/(?:чист\p{L}{0,8}\s+прибыл|финрезультат|финансов\p{L}{0,12}\s+результат)/iu.test(text)) {
+    return false;
+  }
+  if (/(?:^|\s)(?:а\s+)?это\s+чист\p{L}{0,8}\s+прибыл|это\s+прибыл\p{L}{0,4}\s+или\s+нет/iu.test(text)) {
+    return false;
+  }
+  return /(?:какая|какой|сколько|посчитай|рассчитай|покажи|дай|определить|определи|найди|итог|за\s+\d{4})/iu.test(text);
+}
+
 function toStringList(value: unknown): string[] {
   if (!Array.isArray(value)) {
     return [];
@@ -914,6 +933,7 @@ function buildCompactBusinessOverviewReply(
     actionFamily === "inventory_reserve_boundary" || unsupportedFamily === "inventory_reserve_liquidation_boundary";
   const compactCashflowRequested = directMoneyAnswer && requestsCompactCashflowAnswer(turnMeaning, graph);
   const cashflowPolarityRequested = compactCashflowRequested && requestsCashflowPolarityAnswer(turnMeaning, graph);
+  const directAccountingProfitRequested = requestsDirectAccountingProfitAnswer(turnMeaning, graph);
 
   if (compactCashflowRequested && !rankingNeed && (incomingAmount || outgoingAmount || netAmount)) {
     const netDisplay = sentenceAmount(netAmount) ?? netAmount ?? "0 \u0440\u0443\u0431.";
@@ -958,10 +978,14 @@ function buildCompactBusinessOverviewReply(
           : amount
         : "сумма не распознана";
       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"}.`
+        directAccountingProfitRequested
+          ? `Коротко: за ${periodScope} по закрытию счетов 90/91/99 в 1С подтвержден ${directionText}: ${amountText}${marginPct ? `; маржа к подтвержденной выручке ${marginPct}` : "; маржа к подтвержденной выручке 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."
+        directAccountingProfitRequested
+          ? "Это учетный финрезультат по найденным строкам закрытия периода в 1С, не денежный поток, не внешний аудит и не юридически подтвержденная отчетность."
+          : "Это учетный финрезультат по найденным строкам закрытия периода в 1С, а не внешний аудит и не юридически подтвержденная отчетность."
       );
       return joinBusinessReplyLines(lines);
     }
diff --git a/llm_normalizer/backend/tests/assistantMcpDiscoveryResponseCandidate.test.ts b/llm_normalizer/backend/tests/assistantMcpDiscoveryResponseCandidate.test.ts
index 0de26c3..4e9cd76 100644
--- a/llm_normalizer/backend/tests/assistantMcpDiscoveryResponseCandidate.test.ts
+++ b/llm_normalizer/backend/tests/assistantMcpDiscoveryResponseCandidate.test.ts
@@ -262,6 +262,62 @@ describe("assistant MCP discovery response candidate", () => {
     expect(candidate.reply_text).not.toContain("маржа к выручке 90.01");
   });
 
+  it("answers direct net-profit questions with the accounting result first instead of saying no", () => {
+    const candidate = buildAssistantMcpDiscoveryResponseCandidate(
+      entryPoint({
+        turn_input: {
+          adapter_status: "ready",
+          turn_meaning_ref: {
+            raw_message: "какая чистая прибыль по Альтернативе за 2020?",
+            effective_message: "Определить чистую прибыль компании Альтернатива за 2020 год",
+            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
+          }
+        }
+      })
+    );
+
+    const firstLine = String(candidate.reply_text ?? "").split("\n")[0] ?? "";
+    expect(firstLine).toContain("за 2020 по закрытию счетов 90/91/99");
+    expect(firstLine).toContain("учетный убыток");
+    expect(firstLine).toContain("минус 7 136 815,85 руб.");
+    expect(firstLine).not.toContain("нет, денежное операционное нетто");
+    expect(candidate.reply_text).toContain("не денежный поток");
+  });
+
   it("keeps vendor-risk boundary answers direct instead of compacting into a money overview", () => {
     const candidate = buildAssistantMcpDiscoveryResponseCandidate(
       entryPoint({
diff --git a/llm_normalizer/data/autorun_generators/history.json b/llm_normalizer/data/autorun_generators/history.json
index 2258005..e2362cc 100644
--- a/llm_normalizer/data/autorun_generators/history.json
+++ b/llm_normalizer/data/autorun_generators/history.json
@@ -1,4 +1,46 @@
 [
+  {
+    "generation_id": "gen-ag05231232-9ef058",
+    "created_at": "2026-05-23T12:32:02+00:00",
+    "mode": "saved_user_sessions",
+    "title": "AGENT | Direct net profit answer shape",
+    "count": 3,
+    "domain": "cashflow_profit_boundary",
+    "questions": [
+      "Сколько денег Альтернатива заработала за 2020 год? Ответь коротко: получили, заплатили, денежное нетто, это прибыль или нет.",
+      "а это чистая прибыль?",
+      "какая чистая прибыль по Альтернативе за 2020?"
+    ],
+    "generated_by": "codex_agent",
+    "saved_case_set_file": "assistant_autogen_saved_user_sessions_20260523123202_gen-ag05231232-9ef058.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_20260523123202_gen-ag05231232-9ef058.json",
+      "saved_case_set_kind": "agent_semantic_scenario",
+      "agent_run": true,
+      "agent_focus": "Targeted replay for direct clean-profit questions: follow-up boundary may say cashflow is not profit, but a standalone net-profit question must answer with the accounting result first.",
+      "architecture_phase": "turnaround_11",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\agent_profit_direct_answer_20260523.json",
+      "scenario_id": "agent_profit_direct_answer_20260523",
+      "semantic_tags": [
+        "answer_shape",
+        "cashflow",
+        "direct_profit",
+        "followup",
+        "profit_boundary"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\agent_profit_direct_answer_live1",
+      "saved_after_validated_replay": true
+    }
+  },
   {
     "generation_id": "gen-ag05231107-464a28",
     "created_at": "2026-05-23T11:07:35+00:00",
diff --git a/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260523123202_gen-ag05231232-9ef058.json b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260523123202_gen-ag05231232-9ef058.json
new file mode 100644
index 0000000..e722690
--- /dev/null
+++ b/llm_normalizer/data/autorun_generators/saved_sessions/assistant_saved_session_20260523123202_gen-ag05231232-9ef058.json
@@ -0,0 +1,115 @@
+{
+  "saved_at": "2026-05-23T12:32:02+00:00",
+  "generation_id": "gen-ag05231232-9ef058",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Direct net profit answer shape",
+  "agent_run": true,
+  "questions": [
+    "Сколько денег Альтернатива заработала за 2020 год? Ответь коротко: получили, заплатили, денежное нетто, это прибыль или нет.",
+    "а это чистая прибыль?",
+    "какая чистая прибыль по Альтернативе за 2020?"
+  ],
+  "metadata": {
+    "assistant_prompt_version": null,
+    "decomposition_prompt_version": null,
+    "prompt_fingerprint": null,
+    "agent_focus": "Targeted replay for direct clean-profit questions: follow-up boundary may say cashflow is not profit, but a standalone net-profit question must answer with the accounting result first.",
+    "architecture_phase": "turnaround_11",
+    "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\agent_profit_direct_answer_20260523.json",
+    "scenario_id": "agent_profit_direct_answer_20260523",
+    "semantic_tags": [
+      "answer_shape",
+      "cashflow",
+      "direct_profit",
+      "followup",
+      "profit_boundary"
+    ],
+    "validation_status": "accepted_live_replay",
+    "validated_run_dir": "artifacts\\domain_runs\\agent_profit_direct_answer_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\\agent_profit_direct_answer_live1",
+      "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": "Сколько денег Альтернатива заработала за 2020 год? Ответь коротко: получили, заплатили, денежное нетто, это прибыль или нет.",
+        "created_at": "2026-05-23T12:32:02+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-002",
+        "role": "user",
+        "text": "а это чистая прибыль?",
+        "created_at": "2026-05-23T12:32:02+00:00",
+        "reply_type": null,
+        "trace_id": null,
+        "debug": null
+      },
+      {
+        "message_id": "agent-user-003",
+        "role": "user",
+        "text": "какая чистая прибыль по Альтернативе за 2020?",
+        "created_at": "2026-05-23T12:32:02+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": "Targeted replay for direct clean-profit questions: follow-up boundary may say cashflow is not profit, but a standalone net-profit question must answer with the accounting result first.",
+      "architecture_phase": "turnaround_11",
+      "source_spec_file": "X:\\1C\\NDC_1C\\docs\\orchestration\\agent_profit_direct_answer_20260523.json",
+      "scenario_id": "agent_profit_direct_answer_20260523",
+      "semantic_tags": [
+        "answer_shape",
+        "cashflow",
+        "direct_profit",
+        "followup",
+        "profit_boundary"
+      ],
+      "validation_status": "accepted_live_replay",
+      "validated_run_dir": "artifacts\\domain_runs\\agent_profit_direct_answer_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\\agent_profit_direct_answer_live1",
+        "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/eval_cases/assistant_autogen_saved_user_sessions_20260523123202_gen-ag05231232-9ef058.json b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260523123202_gen-ag05231232-9ef058.json
new file mode 100644
index 0000000..178beed
--- /dev/null
+++ b/llm_normalizer/data/eval_cases/assistant_autogen_saved_user_sessions_20260523123202_gen-ag05231232-9ef058.json
@@ -0,0 +1,34 @@
+{
+  "suite_id": "assistant_saved_session_gen-ag05231232-9ef058",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_saved_session_suite_v0_1",
+  "generated_at": "2026-05-23T12:32:02+00:00",
+  "generation_id": "gen-ag05231232-9ef058",
+  "mode": "saved_user_sessions",
+  "title": "AGENT | Direct net profit answer shape",
+  "domain": "cashflow_profit_boundary",
+  "scenario_count": 1,
+  "case_ids": [
+    "SAVED-001"
+  ],
+  "cases": [
+    {
+      "case_id": "SAVED-001",
+      "scenario_tag": "agent_saved_user_sessions",
+      "title": "AGENT | Direct net profit answer shape",
+      "question_type": "followup",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Сколько денег Альтернатива заработала за 2020 год? Ответь коротко: получили, заплатили, денежное нетто, это прибыль или нет."
+        },
+        {
+          "user_message": "а это чистая прибыль?"
+        },
+        {
+          "user_message": "какая чистая прибыль по Альтернативе за 2020?"
+        }
+      ]
+    }
+  ]
+}