Stage 3: улучшена логика жизненного цикла и очищены ответы ассистента

2026-03-26 20:21:51 +03:00 · 2026-03-26 20:21:51 +03:00 · 914843a8ba
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--- a/docs/accounting-assistant/accounting-assistant/03_execution/ACCEPTANCE_CHECKLIST_STAGE_04.md
+++ b/docs/accounting-assistant/accounting-assistant/03_execution/ACCEPTANCE_CHECKLIST_STAGE_04.md
@ -0,0 +1,272 @@
+# ACCEPTANCE_CHECKLIST_STAGE_04
+
+## Назначение документа
+
+Этот документ используется для приёмки реализации Stage 4.
+Его задача — проверить, что graph core внедрён как рабочий runtime-слой, а не как формальная схема.
+
+Документ обязателен для:
+- Codex;
+- разработчика;
+- ручного review;
+- финальной фиксации Stage 4.
+
+---
+
+## Статус документа
+
+- Статус: чеклист приёмки Stage 4
+- Язык: русский
+- Режим использования: обязателен при завершении каждой волны и при финальной приёмке Stage 4
+- При конфликте по scope приоритет имеет `STAGE_04_TASK_CARD.md`
+- При конфликте по архитектурным ограничениям приоритет имеет `ARCHITECTURE_GUARDRAILS.md`
+- При конфликте по platform logic приоритет имеет `TZ_Platform_Core_Accounting_Assistant_Mode.md`
+
+---
+
+## Правила оценки
+
+Допустимые статусы:
+
+- `PASS` — выполнено полностью
+- `PARTIAL` — выполнено частично, требуется доработка
+- `FAIL` — не выполнено
+- `N/A` — не применимо (только с явным обоснованием)
+
+Для каждого пункта обязателен комментарий:
+- что проверялось;
+- где реализовано;
+- чем подтверждается;
+- какие ограничения остались.
+
+---
+
+## Общая логика приёмки
+
+Stage 4 считается принятым только если одновременно выполнено:
+
+1. Закрыт именно Stage 4, без скрытого выезда в Stage 5–6.
+2. Graph contracts реализованы и используются runtime.
+3. Graph traversal реально участвует в graph-eligible retrieval.
+4. Problem assembly использует graph connectivity.
+5. Lifecycle reasoning использует graph transitions.
+6. Answer layer использует graph-backed causal explanation.
+7. Есть benchmark/eval подтверждение value.
+8. Рабочий контур не разрушен.
+
+---
+
+# Блок A. Scope discipline
+
+## A1. Реализован именно Stage 4
+Статус:
+Комментарий:
+
+## A2. Нет скрытого выезда в Stage 5
+Статус:
+Комментарий:
+
+## A3. Нет скрытого выезда в Stage 6
+Статус:
+Комментарий:
+
+## A4. Нет большого ненужного platform refactor
+Статус:
+Комментарий:
+
+---
+
+# Блок B. Graph model
+
+## B1. Реализована schema `AccountingGraphNode`
+Статус:
+Комментарий:
+
+## B2. Реализована schema `AccountingGraphEdge`
+Статус:
+Комментарий:
+
+## B3. Внедрён `GraphSchemaRegistry`
+Статус:
+Комментарий:
+
+## B4. Узлы/связи имеют provenance/confidence
+Статус:
+Комментарий:
+
+## B5. Нет generic edges уровня `related_to` как основного механизма
+Статус:
+Комментарий:
+
+---
+
+# Блок C. Graph runtime
+
+## C1. Реализован `GraphBuilder`
+Статус:
+Комментарий:
+
+## C2. Реализован `GraphTraversalPolicy`
+Статус:
+Комментарий:
+
+## C3. Реализован `GraphValidationLayer`
+Статус:
+Комментарий:
+
+## C4. Missing/conflicting links детектируются как runtime-сигналы
+Статус:
+Комментарий:
+
+## C5. Runtime устойчив к неполным данным
+Статус:
+Комментарий:
+
+---
+
+# Блок D. Интеграция слоёв
+
+## D1. Planner поддерживает graph eligibility
+Статус:
+Комментарий:
+
+## D2. Execution использует typed graph traversal в graph-eligible запросах
+Статус:
+Комментарий:
+
+## D3. Problem assembly использует graph connectivity
+Статус:
+Комментарий:
+
+## D4. Lifecycle checks используют graph transitions
+Статус:
+Комментарий:
+
+## D5. Answer layer использует graph-backed causal path
+Статус:
+Комментарий:
+
+---
+
+# Блок E. Quality / eval
+
+## E1. Добавлены unit tests для graph contracts/runtime
+Статус:
+Комментарий:
+
+## E2. Добавлены integration tests для planner/execution graph path
+Статус:
+Комментарий:
+
+## E3. Regression по Stage 2/Stage 3 не сломан
+Статус:
+Комментарий:
+
+## E4. Есть benchmark suite Stage 4
+Статус:
+Комментарий:
+
+## E5. Есть before/after value report
+Статус:
+Комментарий:
+
+---
+
+# Блок F. Observability / compatibility
+
+## F1. Graph decisions и traversal диагностируемы
+Статус:
+Комментарий:
+
+## F2. Contracts и source of truth документированы
+Статус:
+Комментарий:
+
+## F3. Изменения совместимы с roadmap Stage 5
+Статус:
+Комментарий:
+
+## F4. Миграционная дисциплина соблюдена
+Статус:
+Комментарий:
+
+---
+
+# Блок G. Documentation completeness
+
+## G1. Есть актуальный `STAGE_04_TASK_CARD.md`
+Статус:
+Комментарий:
+
+## G2. Есть acceptance mapping `изменение -> критерий`
+Статус:
+Комментарий:
+
+## G3. Есть explicit non-scope список
+Статус:
+Комментарий:
+
+## G4. Run-артефакты оформлены по стандарту `date -> Stage -> Wave`, включая `prompt_dialogs`
+Статус:
+Комментарий:
+
+---
+
+# Блок H. Финальное решение по этапу
+
+## H1. Stage 4 можно считать принятым
+Статус:
+Комментарий:
+
+## H2. Stage 4 нельзя считать принятым
+Статус:
+Комментарий:
+
+---
+
+# Итоговая сводка по приёмке
+
+## Общий итог
+- Результат: `PASS / PARTIAL / FAIL`
+- Дата проверки:
+- Проверял:
+- Версия / ветка / commit:
+- Связанные документы:
+
+## Ключевые сильные стороны
+1.
+2.
+3.
+
+## Ключевые недочёты
+1.
+2.
+3.
+
+## Что обязательно исправить до приёмки
+1.
+2.
+3.
+
+## Что допустимо перенести в следующий этап
+1.
+2.
+3.
+
+## Явно подтверждено как non-scope текущего этапа
+1.
+2.
+3.
+
+## Финальное решение
+- `Принять Stage 4`
+- `Принять Stage 4 условно`
+- `Вернуть на доработку`
+
+Комментарий:
+
+---
+
+## Короткая практическая формула
+
+Stage 4 считается успешным тогда, когда graph layer реально работает в runtime и улучшает retrieval/problem/lifecycle/answer, а не только добавляет новую схему данных.
--- a/docs/accounting-assistant/accounting-assistant/03_execution/CODEX_MASTER_BRIEF.md
+++ b/docs/accounting-assistant/accounting-assistant/03_execution/CODEX_MASTER_BRIEF.md
@ -20,7 +20,7 @@
 - Статус: основной управляющий бриф для Codex
 - Язык: русский
 - Режим использования: обязателен к прочтению перед любыми изменениями в коде
- При конфликте с рабочим scope текущей итерации приоритет имеет `STAGE_03_TASK_CARD.md`
+- При конфликте с рабочим scope текущей итерации приоритет имеет `STAGE_04_TASK_CARD.md`
 - При конфликте по архитектурным ограничениям приоритет имеет `TZ_Platform_Core_Accounting_Assistant_Mode.md`

 ---
@ -37,29 +37,29 @@
 - возвращать ответ пользователю.

 При этом текущая система ещё не является полноценным accountant-grade investigation copilot.  
-На текущем переходе считаем этапы 1 и 2 выполненными и переходим к **Stage 3 / Lifecycle Formalization**.
+Stage 3 зафиксирован как завершённый (accepted), и текущий переход — **Stage 4 / Accounting Ontology Graph Core**.

-Основные текущие ограничения, которые Stage 3 должен закрыть:
+Основные текущие ограничения, которые Stage 4 должен закрыть:

- lifecycle-семантика остаётся частично эвристической;
- отсутствует формализованная модель допустимых состояний/переходов по ключевым доменам;
- problem units недостаточно насыщены temporal и stage-based смыслом;
- ranking по ряду классов вопросов всё ещё тяготеет к frequency/sum/entity сигналам;
- ответы местами остаются на уровне generic lifecycle labels.
+- отсутствует единое graph-представление бухгалтерских сущностей и связей;
+- причинно-следственные цепочки до сих пор частично собираются эвристически;
+- missing/conflicting links не являются first-class runtime-объектами;
+- lifecycle/problem reasoning недостаточно использует структурную graph-связность;
+- cross-branch traversal и period-impact проверки ограничены локальными rule bundles.

 ---

 ## Цель работы Codex на текущей итерации

-Codex должен помочь реализовать **только Stage 3**, не разрушая текущий рабочий контур и не подтягивая prematurely решения из следующих этапов.
+Codex должен помочь реализовать **только Stage 4**, не разрушая текущий рабочий контур и не подтягивая prematurely решения из следующих этапов.

 Текущая цель:

- ввести формальную lifecycle-модель по целевым доменам Stage 3;
- внедрить lifecycle runtime-компоненты и их использование в рабочем пути;
- интегрировать lifecycle в problem units, ranking и answer synthesis;
+- ввести рабочее graph-ядро бухгалтерских сущностей и типизированных связей;
+- внедрить graph runtime-компоненты в retrieval/planning/problem assembly/lifecycle binding;
+- интегрировать graph-связность в reasoning и answer synthesis;
 - подтвердить полезность через domain-eval и before/after проверку;
- не превращать текущий этап в скрытую реализацию Stage 4–6.
+- не превращать текущий этап в скрытую реализацию Stage 5–6.

 ---

@ -68,7 +68,7 @@ Codex должен помочь реализовать **только Stage 3**,
 При чтении и интерпретации материалов использовать следующий порядок приоритета.

 ### 1. Текущий рабочий scope
- `03_execution/STAGE_03_TASK_CARD.md`
+- `03_execution/STAGE_04_TASK_CARD.md`

 Это главный документ по тому, что делать прямо сейчас.

@ -84,15 +84,16 @@ Codex должен помочь реализовать **только Stage 3**,
 - security;
 - live bridge policy.

-### 3. Детальное ТЗ третьего этапа
+### 3. Детальное ТЗ четвёртого этапа
+- `02_stages/TZ_Stage_4_Accounting_Ontology_Graph_Core_Assistant_Mode.md`
+
+Этот документ определяет содержимое Stage 4.
+
+### 4. Зависимости Stage 4
 - `02_stages/TZ_Stage_3_Lifecycle_Formalization_Assistant_Mode.md`
-
-Этот документ определяет содержимое Stage 3.
-
-### 4. Зависимости Stage 3
 - `02_stages/TZ_Stage_2_Retrieval_Unit_Shift_Assistant_Mode.md`

-Stage 3 опирается на problem-centric слой Stage 2 и не должен его ломать.
+Stage 4 опирается на problem-centric слой Stage 2 и lifecycle слой Stage 3 и не должен их ломать.

 ### 5. Текущий статус и общая логика развития
 - `00_context/Assistant_Mode_GLOBAL_STATUS_2026-03-24.md`
@ -103,11 +104,10 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол
 Эти документы нужны для понимания:
 - что уже сделано;
 - где реальные потолки системы;
- почему сейчас выполняется Stage 3;
- как Stage 3 стыкуется с дальнейшими этапами.
+- почему сейчас выполняется Stage 4;
+- как Stage 4 стыкуется с дальнейшими этапами.

-### 6. Этапы 4–6
- `02_stages/TZ_Stage_4_...`
+### 6. Этапы 5–6
 - `02_stages/TZ_Stage_5_...`
 - `02_stages/TZ_Stage_6_...`

@ -122,18 +122,17 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол

 ## Scope текущей итерации

-Разрешено делать только то, что относится к Stage 3 и необходимо для его корректной реализации.
+Разрешено делать только то, что относится к Stage 4 и необходимо для его корректной реализации.

 К текущему scope относятся:

- формализация lifecycle-доменов и lifecycle-сущностей Stage 3;
- описание states/transitions/defects с привязкой к доступным evidence;
- реализация runtime-слоя (`LifecycleRegistry`, `LifecycleResolver`, `LifecycleDefectClassifier`, `LifecycleEnricher`);
- обновление `problem_unit_schema` lifecycle-полями;
- интеграция lifecycle-факторов в ranking policy;
- интеграция lifecycle-логики в answer policy;
- lifecycle-aware тесты и benchmark контур по ключевым доменам;
- before/after eval отчёт по продуктовой ценности Stage 3.
+- формализация graph-ядра (`AccountingGraphNode`, `AccountingGraphEdge`, typed relations);
+- реализация runtime-слоя (`GraphSchemaRegistry`, `GraphBuilder`, `GraphTraversalPolicy`, `GraphValidationLayer`);
+- интеграция graph-сигналов в retrieval planning/execution;
+- интеграция graph connectivity в problem assembly и lifecycle binding;
+- интеграция graph-based объяснений в answer policy;
+- graph-aware тесты и benchmark контур по ключевым доменам;
+- before/after eval отчёт по продуктовой ценности Stage 4.

 ---

@ -141,12 +140,13 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол

 На этой итерации нельзя фактически реализовывать как core-runtime следующие слои:

- полноразмерный ontology / graph runtime из Stage 4;
 - полноценный investigation orchestrator из Stage 5;
 - live verification runtime core и full product mode split из Stage 6;
+- полноразмерный enterprise-wide graph beyond accounting core Stage 4;
 - переезд на новую полную сервисную архитектуру;
 - переписывание ассистента вокруг новых abstraction layers без крайней необходимости;
 - домены, которые не поддерживаются текущими данными/evidence mapping;
+- попытки закрывать graph-gap только prompt-инженерией;
 - большие инфраструктурные переделки ради “красоты”.

 ---
@ -154,20 +154,20 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол
 ## Главный принцип текущей работы

 **Не строить целевую систему раньше времени.**  
-Нужно сделать Stage 3 так, чтобы lifecycle-модели были не формальными таблицами, а реально работающим runtime-слоем и базой для следующих этапов.
+Нужно сделать Stage 4 так, чтобы graph-модели были не формальными схемами, а реально работающим runtime-слоем и базой для следующих этапов.

 ---

 ## Жёсткие архитектурные ограничения

 ### 1. Нельзя ломать текущий рабочий контур без прямой причины
-Если существующий transport / endpoint / base routing / normalizer pipeline работает, он должен сохраняться, если только изменение не является обязательным условием Stage 3.
+Если существующий transport / endpoint / base routing / normalizer pipeline работает, он должен сохраняться, если только изменение не является обязательным условием Stage 4.

 ### 2. Нельзя подменять архитектурные изменения промптами
-Проблемы lifecycle-state, transition logic, defect classification, ranking integration и answer grounding не должны решаться только промптами или “умной формулировкой ответа”.
+Проблемы graph connectivity, relation semantics, traversal logic, problem assembly integration и answer grounding не должны решаться только промптами или “умной формулировкой ответа”.

-### 3. Нельзя преждевременно тащить Stage 4–6 в кодовую базу
-Если какое-либо изменение фактически реализует future-stage runtime, оно должно быть отклонено или отложено, если не доказана его необходимость для Stage 3.
+### 3. Нельзя преждевременно тащить Stage 5–6 в кодовую базу
+Если какое-либо изменение фактически реализует future-stage runtime, оно должно быть отклонено или отложено, если не доказана его необходимость для Stage 4.

 ### 4. Нельзя делать большие рефакторы ради абстрактной чистоты
 Разрешены только те изменения, которые:
@ -175,15 +175,15 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол
 - повышают устойчивость текущего слоя;
 - не разрушают траекторию дальнейшего развития.

-### 5. Каждый lifecycle-элемент обязан иметь полный контур реализации
-Для каждого lifecycle-элемента должны существовать:
+### 5. Каждый graph-элемент обязан иметь полный контур реализации
+Для каждого graph-элемента должны существовать:
 - spec-level описание;
 - runtime-level вычисление;
 - retrieval/ranking-level использование;
 - answer-level интерпретация.

-### 6. Нельзя вводить состояния и дефекты без evidence mapping
-Если состояние/переход/дефект нельзя определить по реально доступным данным, его нельзя вводить как runtime-элемент Stage 3.
+### 6. Нельзя вводить узлы/связи без provenance и evidence mapping
+Если node/edge нельзя определить по реально доступным данным и привязать к источнику, его нельзя вводить как runtime-элемент Stage 4.

 ---

@ -195,14 +195,14 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол
 Сначала изучить:
 - текущий статус;
 - platform core ТЗ;
- Stage 3;
- зависимость от Stage 2;
+- Stage 4;
+- зависимости от Stage 3 и Stage 2;
 - roadmap;
 - контекст следующих этапов.

 ### Шаг B. Анализ текущего кода
 До внесения изменений определить:
- какие части lifecycle already/partially реализованы;
+- какие части graph/lifecycle/problem layers already/partially реализованы;
 - где находятся реальные точки расширения;
 - какие элементы являются хрупкими;
 - какие изменения потребуют новых contracts;
@ -221,7 +221,7 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол
 Только после плана переходить к реализации.

 Изменения должны вноситься малыми порциями, чтобы можно было проверить:
- не вышел ли scope за Stage 3;
+- не вышел ли scope за Stage 4;
 - не сломан ли текущий контур;
 - не появились ли premature abstractions.

@ -233,6 +233,61 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол
 - список ограничений;
 - список нерешённых вопросов;
 - оценку совместимости с дальнейшими этапами.
+- ссылку на run-папку в `llm_normalizer/docs/runs` с артефактами по стандарту структуры волны.
+
+---
+
+## Стандарт структуры run-артефактов (обязательный)
+
+Для каждой волны тестов и приёмки нужно создавать отдельную run-папку в:
+
+- `llm_normalizer/docs/runs`
+
+### 1. Обязательный формат имени run-папки
+
+Имя папки должно быть в формате:
+
+- `YYYY-MM-DD_Stage_<NN>_Wave_<NN>_<short_topic>`
+
+Где:
+- после даты обязательно идёт `Stage`;
+- после `Stage` обязательно идёт `Wave`;
+- только потом добавляется краткая тема прогона.
+
+Пример:
+- `2026-03-26_Stage_03_Wave_03_Lifecycle_Prompts`
+
+### 2. Обязательный состав артефактов run-папки
+
+В каждой run-папке должны быть минимум:
+
+- `README.md` (контекст волны и что проверяли);
+- `run_summary.json` (команды, результаты, ссылки на артефакты);
+- артефакты тестов/прогонов (eval, acceptance, regression и т.д.);
+- отдельная папка `prompt_dialogs`.
+
+### 3. Обязательная папка диалогов `prompt_dialogs`
+
+Папка `prompt_dialogs` должна содержать данные диалога в формате "вопрос пользователя -> ответ системы" и runtime-контекст:
+
+- `prompt_dialogs/index.json` (индекс всех кейсов и файлов);
+
+По каждому кейсу:
+
+- `prompt_dialogs/<suite>/<case_id>.json` (сырой JSON диалога, debug/runtime поля, decomposition/grounding если доступны);
+- `prompt_dialogs/<suite>/<case_id>.md` (быстро читаемая версия user/system/assistant).
+
+Эти файлы обязательны для разборов wave-результатов, чтобы быстро видеть:
+
+- что именно спросил пользователь;
+- что вернула система;
+- что было декомпозировано и на чём основан ответ;
+- что отсутствует или отфильтровано в pipeline.
+
+### 4. Запрет на смешивание волн
+
+Нельзя складывать артефакты разных волн в одну и ту же run-папку.  
+Каждая волна должна иметь собственную папку и собственный набор `prompt_dialogs`.

 ---

@ -243,20 +298,20 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол
 ### 1. Summary текущего состояния
 Краткое описание того, как текущая реализация устроена по коду.

-### 2. Gap analysis относительно Stage 3
-Перечень того, чего не хватает для соответствия Stage 3.
+### 2. Gap analysis относительно Stage 4
+Перечень того, чего не хватает для соответствия Stage 4.

 ### 3. Предлагаемый file-level plan
 Какие файлы нужно менять, создавать или расширять.

 ### 4. Предлагаемые contracts / types / schemas
-Какие lifecycle-сущности и интерфейсы появятся.
+Какие graph/lifecycle/problem-сущности и интерфейсы появятся.

 ### 5. Test plan
 Какие тесты будут добавлены или обновлены.

 ### 6. Acceptance mapping
-Какие критерии Stage 3 покрываются какими изменениями.
+Какие критерии Stage 4 покрываются какими изменениями.

 ### 7. Explicit non-scope
 Что сознательно не будет делаться сейчас.
@ -272,7 +327,7 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол
 1. Что было проанализировано  
 2. Что обнаружено  
 3. Что предлагается изменить  
-4. Почему это соответствует Stage 3  
+4. Почему это соответствует Stage 4  
 5. Что не входит в текущий scope  
 6. Какие файлы затрагиваются  
 7. Какие риски есть  
@ -295,8 +350,8 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол

 ### 2. Явные contracts
 Всё, что касается:
- lifecycle states/transitions/defects;
- lifecycle resolution;
+- graph nodes/edges/relation semantics;
+- graph traversal/resolution;
 - enrichment contracts;
 - ranking factors;
 - answer interpretation;
@ -306,11 +361,11 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол

 ### 3. Контролируемая расширяемость
 Расширяемость допустима, но только в той мере, в которой она:
- реально нужна Stage 3;
+- реально нужна Stage 4;
 - не заставляет внедрять всю будущую архитектуру заранее.

 ### 4. Наблюдаемость изменений
-Если добавляется новая lifecycle-логика, нужно продумать:
+Если добавляется новая graph-логика, нужно продумать:
 - как она тестируется;
 - как она логируется;
 - как проверяется её корректность;
@ -329,10 +384,10 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол

 Следующие действия считаются ошибочными:

- “красивые lifecycle-таблицы” без рабочего resolver;
- lifecycle-поля в логах без влияния на ranking/answer;
- ответы вида “broken_lifecycle” без state/transition логики;
- скрытая реализация Stage 4–6 под видом Stage 3;
+- “красивая ontology-схема” без рабочего graph runtime;
+- graph-поля в payload без влияния на retrieval/problem assembly/answer;
+- формальный builder без typed traversal и causal value;
+- скрытая реализация Stage 5–6 под видом Stage 4;
 - создание новых абстракций без runtime-пользы;
 - переписывание рабочего контура ради абстрактной чистоты;
 - неявное изменение scope;
@ -344,12 +399,12 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол

 Если в процессе работы появляется одно или несколько из следующих явлений, нужно остановиться и пересобрать plan:

- предлагается graph runtime как обязательный путь Stage 3;
+- graph-модель проектируется без runtime-использования в retrieval/problem assembly/lifecycle;
 - предлагается full investigation orchestration для “удобства”;
- lifecycle-модели проектируются без data/evidence mapping;
- ranking и answer не получают lifecycle-интеграцию;
- для Stage 3 предлагается большой platform refactor;
- формируется новый data model слой без связи с acceptance criteria Stage 3.
+- relation semantics задаются без provenance/evidence mapping;
+- answer слой не получает graph-based объяснения;
+- для Stage 4 предлагается большой platform refactor;
+- формируется новый data model слой без связи с acceptance criteria Stage 4.

 ---

@ -357,13 +412,14 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол

 Текущая волна считается завершённой только если выполнены одновременно все условия:

-1. Реализован scope Stage 3, а не произвольный “улучшенный вариант”.
+1. Реализован scope Stage 4, а не произвольный “улучшенный вариант”.
 2. Текущий рабочий контур не разрушен.
-3. Новые lifecycle contracts описаны явно.
+3. Новые graph contracts описаны явно.
 4. Есть тесты и/или проверяемые критерии для внесённых изменений.
-5. Нет скрытого уезда в Stage 4–6.
+5. Нет скрытого уезда в Stage 5–6.
 6. Изменения совместимы с platform core ТЗ.
 7. Зафиксировано, что сознательно осталось за пределами текущего этапа.
+8. Run-артефакты оформлены по стандарту `дата -> Stage -> Wave` и включают обязательную папку `prompt_dialogs`.

 ---

@ -371,10 +427,10 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол

 Текущая итерация должна дать следующий результат:

- lifecycle-aware problem reasoning вместо generic lifecycle labels;
- stage/transition-aware ranking на covered-доменах;
- более прикладные ответы по сценариям 51/60, 97, ОС, НДС и period close;
- рабочий lifecycle runtime-контур, пригодный для дальнейшего развития.
+- graph-backed causal reasoning вместо локальных эвристических связок;
+- typed edge traversal в сценариях cross-branch и period-impact;
+- более прикладные ответы с явным путём проблемы по связям;
+- рабочий graph runtime-контур, пригодный для Stage 5 investigation engine.

 ---

@ -394,6 +450,6 @@ Stage 3 опирается на problem-centric слой Stage 2 и не дол

 Главный вопрос перед любым изменением:

-**Это действительно необходимо для Stage 3, или это попытка преждевременно реализовать Stage 4–6?**
+**Это действительно необходимо для Stage 4, или это попытка преждевременно реализовать Stage 5–6?**

 Если ответ неочевиден, изменение откладывается и выносится на отдельное согласование.
--- a/docs/accounting-assistant/accounting-assistant/03_execution/STAGE_03_CLOSEOUT_2026-03-26.md
+++ b/docs/accounting-assistant/accounting-assistant/03_execution/STAGE_03_CLOSEOUT_2026-03-26.md
@ -0,0 +1,58 @@
+# STAGE_03_CLOSEOUT_2026-03-26
+
+## Статус
+
+- Этап: Stage 3 / Lifecycle Formalization
+- Решение: `Accepted / Closed`
+- Дата фиксации: 2026-03-26
+
+---
+
+## Что подтверждено
+
+1. `03_S3-97-STALLED-NODES` выведен из `out_of_scope` в `in_scope`.
+2. Схлопывание доменов в `bank_settlement` устранено.
+3. Synthetic placeholders удалены из user-facing `assistant_reply`.
+4. Stage 2 regression и Stage 3 probe разделение сохранено.
+5. Mojibake cleanup в user-facing layer завершён и подтверждён на всех 9 Stage 3 lifecycle probe кейсах.
+
+---
+
+## Финальные артефакты Stage 3
+
+- Основной финальный run:
+  - `llm_normalizer/docs/runs/2026-03-26_Stage_3_Wave_6_Mojibake_Final_MicroPatch`
+
+- В run-папке присутствует `prompt_dialogs/stage3_lifecycle_probe`:
+  - `01_S3-51-WRONG-CLOSE-TYPE`
+  - `02_S3-60-PAYMENT-WITHOUT-CLOSURE`
+  - `03_S3-97-STALLED-NODES`
+  - `04_S3-97-EXPECTED-VS-ACTUAL`
+  - `05_S3-OS-BRANCH-DIVERGENCE`
+  - `06_S3-OS-TERMINAL-GAP`
+  - `07_S3-VAT-CROSS-BRANCH-CONFLICT`
+  - `08_S3-VAT-ACTUAL-VS-EXPECTED`
+  - `09_S3-PERIOD-CLOSE-LIFECYCLE-IMPACT`
+
+---
+
+## Техническая валидация на момент закрытия
+
+- `npm test` (backend): PASS
+- `npm run build` (backend): PASS
+
+---
+
+## Что переносится в Stage 4
+
+1. Ввести graph-backed causal layer поверх текущих Stage 2/3 контрактов.
+2. Перевести retrieval/problem/lifecycle reasoning на typed graph connectivity.
+3. Подготовить архитектурную базу под Stage 5 investigation engine без преждевременной реализации Stage 5.
+
+---
+
+## Scope-дисциплина
+
+- Stage 3 закрыт без изменения prompt-set как механизма решения runtime-проблем.
+- Stage 3 завершён без redesign transport/endpoint/base routing.
+- Stage 3 завершён без скрытой реализации Stage 4–6.
--- a/docs/accounting-assistant/accounting-assistant/03_execution/STAGE_03_TASK_CARD.md
+++ b/docs/accounting-assistant/accounting-assistant/03_execution/STAGE_03_TASK_CARD.md
@ -12,12 +12,22 @@

 ## Статус документа

- Статус: рабочая карта реализации Stage 3
+- Статус: Stage 3 завершён и зафиксирован как accepted (2026-03-26)
 - Язык: русский
 - Режим использования: обязателен к прочтению перед любыми изменениями по Stage 3
 - При конфликте по архитектурным ограничениям приоритет имеет `TZ_Platform_Core_Accounting_Assistant_Mode.md`
 - При конфликте по общему режиму работы Codex приоритет имеет `CODEX_MASTER_BRIEF.md`

+### Фиксация закрытия Stage 3 (2026-03-26)
+
+- Приёмка Stage 3 подтверждена.
+- Финальный micro-patch по mojibake закрыт.
+- Full test suite после финальной стабилизации: `npm test` = PASS.
+- Финальные run-артефакты Stage 3:
+  - `llm_normalizer/docs/runs/2026-03-26_Stage_3_Wave_6_Mojibake_Final_MicroPatch`
+
+Документ сохраняется как reference-card завершённого этапа и как baseline для Stage 4.
+
 ---

 ## Контекст
@ -191,7 +201,9 @@ Codex должен вернуть не только код, но и набор
   - что сделано;
   - что не сделано сознательно;
   - какие риски остались;
-   - что подготовлено для Stage 4.
+   - что подготовлено для Stage 4;
+   - run-папка в `llm_normalizer/docs/runs` с именем по схеме `YYYY-MM-DD_Stage_<NN>_Wave_<NN>_<short_topic>`;
+   - обязательная папка `prompt_dialogs` с логами диалогов по кейсам (`index.json`, `<case_id>.json`, `<case_id>.md`).

 ---

--- a/docs/accounting-assistant/accounting-assistant/03_execution/STAGE_04_TASK_CARD.md
+++ b/docs/accounting-assistant/accounting-assistant/03_execution/STAGE_04_TASK_CARD.md
@ -0,0 +1,277 @@
+# STAGE_04_TASK_CARD
+
+## Назначение документа
+
+Этот документ фиксирует **рабочий implementation scope четвёртого этапа** для Codex и разработчика.
+Документ не заменяет Stage 4 ТЗ и не заменяет platform core ТЗ.
+Его задача — перевести Stage 4 в практический рабочий контур без расползания в Stage 5–6.
+
+---
+
+## Статус документа
+
+- Статус: рабочая карта реализации Stage 4
+- Язык: русский
+- Режим использования: обязателен к прочтению перед любыми изменениями по Stage 4
+- При конфликте по архитектурным ограничениям приоритет имеет `TZ_Platform_Core_Accounting_Assistant_Mode.md`
+- При конфликте по общему режиму работы Codex приоритет имеет `CODEX_MASTER_BRIEF.md`
+
+---
+
+## Контекст
+
+- Stage 3 закрыт и принят (2026-03-26).
+- Текущий baseline: lifecycle-aware reasoning работает, Stage 2 regression и Stage 3 probe разделены.
+- Следующий шаг — не расширять prompt-слой, а ввести graph-backed causal layer как основу для дальнейшего investigation режима.
+
+Опорные артефакты закрытия Stage 3:
+- `llm_normalizer/docs/runs/2026-03-26_Stage_3_Wave_6_Mojibake_Final_MicroPatch`
+
+Стартовая run-папка Stage 4 Wave 1:
+- `llm_normalizer/docs/runs/2026-03-26_Stage_04_Wave_01_Kickoff`
+
+---
+
+## Цель Stage 4
+
+Stage 4 должен дать **рабочее graph-ядро бухгалтерской предметной области**, чтобы retrieval, lifecycle и problem assembly опирались на единое причинно-следственное представление.
+
+Практический результат этапа:
+
+- типизированные graph-узлы и связи для ключевых бухгалтерских сущностей;
+- runtime-построение графа с provenance/confidence;
+- graph-aware planning/execution для graph-eligible запросов;
+- graph-backed problem assembly и lifecycle binding;
+- более причинные и проверяемые пользовательские ответы;
+- измеримое улучшение по benchmark/eval.
+
+---
+
+## Scope текущей реализации
+
+### В scope входят
+
+1. **Graph contracts и schema layer**
+   - `AccountingGraphNode`;
+   - `AccountingGraphEdge`;
+   - `GraphSchemaRegistry`;
+   - доменные типы узлов/связей для покрываемых сценариев.
+
+2. **Graph runtime core**
+   - `GraphBuilder`;
+   - `GraphTraversalPolicy`;
+   - `GraphProvenanceLayer`;
+   - `GraphValidationLayer`.
+
+3. **Интеграция в retrieval path**
+   - graph eligibility в planner;
+   - typed traversal в execution для graph-eligible кейсов;
+   - детекция missing/conflicting links как runtime сигналов.
+
+4. **Интеграция в problem/lifecycle layers**
+   - graph-backed problem assembly;
+   - graph-backed lifecycle transition checks;
+   - корректная передача graph evidence в answer layer.
+
+5. **Интеграция в answer layer**
+   - user-facing объяснение по causal path;
+   - явная фиксация отсутствующих/конфликтных связей;
+   - сохранение честных ограничений confidence/coverage.
+
+6. **Quality контур Stage 4**
+   - unit/integration тесты graph core;
+   - regression на Stage 2/Stage 3 маршрутах;
+   - benchmark/eval до/после по graph value сценариям.
+
+---
+
+## Что не входит в scope
+
+### Не делать сейчас
+
+- полноценный Investigation Engine Stage 5;
+- full orchestration case-runtime с глубокой ветвизацией;
+- live verification core path и full mode split Stage 6;
+- глобальный enterprise graph beyond accounting core Stage 4;
+- большой рефактор transport/endpoint/base routing;
+- попытки закрыть graph-gap только prompt-изменениями.
+
+---
+
+## Обязательные результаты этапа
+
+### 1. Рабочая graph-модель по целевым доменам
+
+Должны быть внедрены типизированные узлы/связи как минимум для доменов, критичных для текущего набора кейсов:
+
+- 51/60 расчётные цепочки;
+- 97 (расходы будущих периодов);
+- ОС;
+- НДС;
+- period_close.
+
+### 2. Рабочий graph runtime
+
+Должен существовать runtime-контур, который:
+
+- строит graph из нормализованных сущностей;
+- хранит provenance/confidence;
+- поддерживает typed traversal;
+- выявляет missing/conflicting edges.
+
+### 3. Graph-backed retrieval и problem assembly
+
+- graph-eligible queries реально используют traversal;
+- problem units используют graph connectivity, а не только proximity/heuristics.
+
+### 4. Graph-backed lifecycle binding
+
+- lifecycle transition checks используют graph relations;
+- missing/invalid transitions имеют graph-опору.
+
+### 5. Улучшение user-facing объяснений
+
+- ответы показывают причинный путь проблемы;
+- видны узлы/связи разрыва;
+- сохраняется прозрачность uncertainty.
+
+### 6. Измеримость ценности
+
+- есть benchmark suite;
+- есть before/after evidence;
+- есть отчёт, где именно graph layer даёт прирост качества.
+
+---
+
+## Ожидаемые сущности Stage 4
+
+Минимальный набор сущностей/компонентов:
+
+1. `AccountingGraphNode`
+2. `AccountingGraphEdge`
+3. `GraphSchemaRegistry`
+4. `GraphBuilder`
+5. `GraphTraversalPolicy`
+6. `GraphProvenanceLayer`
+7. `GraphValidationLayer`
+8. `GraphBackedProblemAssembly`
+9. `GraphBackedLifecycleBinding`
+
+---
+
+## Жёсткие implementation-ограничения
+
+### 1. Не ломать рабочий контур
+
+Без прямой необходимости не переписывать:
+- transport;
+- endpoint;
+- base routing;
+- normalizer pipeline.
+
+### 2. Graph только с runtime-value
+
+Graph считается внедрённым только если влияет на:
+- retrieval execution;
+- problem assembly;
+- lifecycle reasoning;
+- user-facing explanation.
+
+### 3. Никаких бездоказательных узлов/связей
+
+Нельзя добавлять node/edge, если нет:
+- источника данных;
+- evidence mapping;
+- provenance trace.
+
+### 4. Stage 5/6 не реализовывать внутри Stage 4
+
+Любая попытка внедрить full investigation orchestration или live verification core отклоняется как non-scope.
+
+---
+
+## Порядок работы по Stage 4
+
+### Шаг 1. Прочитать материалы
+
+Обязательно прочитать:
+- `CODEX_MASTER_BRIEF.md`
+- `TZ_Platform_Core_Accounting_Assistant_Mode.md`
+- `TZ_Stage_4_Accounting_Ontology_Graph_Core_Assistant_Mode.md`
+- `TZ_Stage_3_Lifecycle_Formalization_Assistant_Mode.md`
+- `TZ_Stage_2_Retrieval_Unit_Shift_Assistant_Mode.md`
+
+### Шаг 2. Сделать code-level mapping
+
+Нужно определить:
+- где безопасно встраивать graph builder;
+- где planner/execution могут включать graph traversal;
+- где problem/lifecycle layers принимают graph evidence;
+- где answer layer получает causal path.
+
+### Шаг 3. План без кода
+
+До начала реализации Codex обязан вернуть:
+- gap analysis;
+- file-level plan;
+- contracts/types plan;
+- test/eval plan;
+- explicit non-scope.
+
+### Шаг 4. Реализация малыми волнами
+
+Рекомендуемая последовательность:
+
+- Волна 1: graph schema + registry;
+- Волна 2: graph builder + provenance;
+- Волна 3: retrieval planner/execution graph integration;
+- Волна 4: problem/lifecycle graph binding;
+- Волна 5: answer integration;
+- Волна 6: benchmark/eval + hardening.
+
+---
+
+## Acceptance criteria (кратко)
+
+Stage 4 считается закрытым только если одновременно:
+
+1. Graph contracts реализованы и используются runtime.
+2. Graph traversal реально участвует в graph-eligible запросах.
+3. Problem assembly использует graph connectivity.
+4. Lifecycle checks используют graph transitions.
+5. User-facing ответы отражают causal graph path.
+6. Есть before/after подтверждение улучшения.
+7. Нет скрытого выезда в Stage 5–6.
+8. Run-артефакты оформлены по стандарту `date -> Stage -> Wave`, включая `prompt_dialogs`.
+
+---
+
+## Что Codex обязан явно указать в конце работы
+
+1. Что сделано
+2. Какие файлы изменены
+3. Какие graph-сущности и компоненты введены
+4. Какие тесты добавлены
+5. Какие acceptance criteria закрыты
+6. Что сознательно НЕ реализовано
+7. Какие риски и ограничения остались
+8. Что подготовлено для Stage 5
+
+---
+
+## Definition of Done
+
+Stage 4 завершён, если одновременно:
+
+- graph-ядро работает в runtime, а не только в документации;
+- retrieval/problem/lifecycle/answer слои используют graph signals;
+- ответы становятся причинно связными и проверяемыми;
+- есть измеримая прибавка по benchmark/eval;
+- рабочий контур не разрушен;
+- нет premature implementation Stage 5–6.
+
+---
+
+## Короткая практическая формула этапа
+
+**Stage 4 = переход от lifecycle-aware reasoning к graph-backed accounting causality.**
--- a/docs/snapshots/toolkit/proxy_stdout.log
+++ b/docs/snapshots/toolkit/proxy_stdout.log
--- a/llm_normalizer/backend/dist/services/answerComposer.js
+++ b/llm_normalizer/backend/dist/services/answerComposer.js
@ -14,15 +14,85 @@ const UUID_PATTERN = /\b[0-9a-f]{8}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]
 const LONG_HEX_PATTERN = /\b[0-9a-f]{24,}\b/gi;
 const RAW_REF_BLOB_PATTERN = /\bevidence_source_ref_v1\|[^\s,;]+/gi;
 const RAW_REF_TOKEN_PATTERN = /\b(?:source_ref|canonical_ref|entity_id|fragment_id|guid|uuid)\b/gi;
+const SYNTHETIC_PLACEHOLDER_PATTERN = /\bunknown_entity(?::[^\s,;]+)?\b/gi;
+const SYNTHETIC_FALLBACK_MARKER_PATTERN = /\b(?:unknown_source|unknown_record)\b/gi;
+const SYNTHETIC_ROUTE_TOKEN_PATTERN = /\bbatch_refresh_then_store:[^\s,;]+/gi;
+const CYRILLIC_MOJIBAKE_FRAGMENT_PATTERN = /(?:[\u0420\u0421][\u0080-\u04FF\u2000-\u20CF]){2,}/u;
+const LATIN_MOJIBAKE_FRAGMENT_PATTERN = /(?:[\u00D0\u00D1][\u0080-\u00FF]){2,}/u;
+const SHORT_CYRILLIC_MOJIBAKE_TOKEN_PATTERN = /^[\u0420\u0421][\u0080-\u04FF\u2000-\u20CF]{1,2}$/u;
+const PREFIXED_SHORT_CYRILLIC_MOJIBAKE_TOKEN_PATTERN = /^[\p{L}\p{N}_-]+[\u0420\u0421][\u0080-\u04FF\u2000-\u20CF]{1,2}$/u;
+const MOJIBAKE_SINGLE_MARKER_PATTERN = /^[\u0420\u0421\u00D0\u00D1]$/u;
+const MOJIBAKE_MARKER_CHAR_PATTERN = /[\u0402\u0403\u040A\u040C\u040E\u040F\u0452\u0453\u0459\u045A\u045C\u045E\u045F\u201A\u201E\u2020\u2021\u2026\u2030\u20AC\u2122]/u;
+const CYRILLIC_MOJIBAKE_FRAGMENT_GLOBAL_PATTERN = /(?:[\u0420\u0421][\u0080-\u04FF\u2000-\u20CF]){2,}/gu;
+const LATIN_MOJIBAKE_FRAGMENT_GLOBAL_PATTERN = /(?:[\u00D0\u00D1][\u0080-\u00FF]){2,}/g;
+const MOJIBAKE_MARKER_CHAR_GLOBAL_PATTERN = /[\u0402\u0403\u040A\u040C\u040E\u040F\u0452\u0453\u0459\u045A\u045C\u045E\u045F\u201A\u201E\u2020\u2021\u2026\u2030\u20AC\u2122]/gu;
+function normalizeToken(value) {
+    return value.replace(/^[^\p{L}\p{N}_-]+|[^\p{L}\p{N}_-]+$/gu, "");
+}
+function isLikelyMojibakeToken(value) {
+    const token = normalizeToken(String(value ?? ""));
+    if (!token) {
+        return false;
+    }
+    if (MOJIBAKE_SINGLE_MARKER_PATTERN.test(token)) {
+        return true;
+    }
+    if (SHORT_CYRILLIC_MOJIBAKE_TOKEN_PATTERN.test(token)) {
+        return true;
+    }
+    if (token.length <= 8 && PREFIXED_SHORT_CYRILLIC_MOJIBAKE_TOKEN_PATTERN.test(token)) {
+        return true;
+    }
+    return CYRILLIC_MOJIBAKE_FRAGMENT_PATTERN.test(token) || LATIN_MOJIBAKE_FRAGMENT_PATTERN.test(token);
+}
+function countMojibakeTokens(value) {
+    return String(value ?? "")
+        .split(/[\s,.;:!?()[\]{}"']+/g)
+        .filter((token) => token.length > 0)
+        .filter((token) => isLikelyMojibakeToken(token)).length;
+}
+function countMojibakeSingleMarkers(value) {
+    return String(value ?? "")
+        .split(/[\s,.;:!?()[\]{}"']+/g)
+        .filter((token) => token.length > 0)
+        .map((token) => normalizeToken(token))
+        .filter((token) => MOJIBAKE_SINGLE_MARKER_PATTERN.test(token)).length;
+}
+function stripMojibakeFragments(value) {
+    const removedByToken = String(value ?? "")
+        .split(/(\s+)/g)
+        .map((part) => {
+        if (/^\s+$/u.test(part)) {
+            return part;
+        }
+        return isLikelyMojibakeToken(part) ? "" : part;
+    })
+        .join("");
+    return removedByToken
+        .replace(CYRILLIC_MOJIBAKE_FRAGMENT_GLOBAL_PATTERN, "")
+        .replace(LATIN_MOJIBAKE_FRAGMENT_GLOBAL_PATTERN, "")
+        .replace(MOJIBAKE_MARKER_CHAR_GLOBAL_PATTERN, "")
+        .replace(/\s+([,.;:!?])/g, "$1")
+        .replace(/\s{2,}/g, " ")
+        .trim();
+}
 function looksLikeMojibake(value) {
    const text = String(value ?? "");
    if (!text.trim()) {
        return false;
    }
-    if (/(?:Р.|С.){5,}/u.test(text)) {
+    const tokenHits = countMojibakeTokens(text);
+    const singleMarkers = countMojibakeSingleMarkers(text);
+    if (tokenHits >= 2 || (tokenHits >= 1 && singleMarkers >= 1) || singleMarkers >= 3) {
        return true;
    }
-    if (/[ЃѓЂђЌќЎў]/u.test(text)) {
+    if (MOJIBAKE_MARKER_CHAR_PATTERN.test(text)) {
+        return true;
+    }
+    if (CYRILLIC_MOJIBAKE_FRAGMENT_PATTERN.test(text) || LATIN_MOJIBAKE_FRAGMENT_PATTERN.test(text)) {
+        return true;
+    }
+    if (/\uFFFD/u.test(text)) {
        return true;
    }
    return false;
@ -59,14 +129,29 @@ function scrubRawTechnicalRefs(value) {
        .replace(/\s{2,}/g, " ")
        .trim();
 }
-function sanitizeUserFacingReply(value) {
-    return scrubRawTechnicalRefs(value)
-        .replace(/[ \t]+\n/g, "\n")
-        .replace(/\n{3,}/g, "\n\n")
+function stripSyntheticPlaceholders(value) {
+    return String(value ?? "")
+        .replace(SYNTHETIC_PLACEHOLDER_PATTERN, "")
+        .replace(SYNTHETIC_FALLBACK_MARKER_PATTERN, "")
+        .replace(SYNTHETIC_ROUTE_TOKEN_PATTERN, "")
+        .replace(/[;,:]\s*[;,:]+/g, "; ")
+        .replace(/\s{2,}/g, " ")
        .trim();
 }
+function sanitizeUserFacingReply(value) {
+    const normalized = scrubRawTechnicalRefs(value).replace(/[ \t]+\n/g, "\n");
+    const cleanedLines = normalized
+        .split(/\r?\n/g)
+        .map((line) => stripSyntheticPlaceholders(line))
+        .map((line) => stripMojibakeFragments(line))
+        .map((line) => line.trim())
+        .filter((line) => line.length > 0)
+        .filter((line) => !looksLikeMojibake(line));
+    const cleaned = cleanedLines.join("\n").replace(/\n{3,}/g, "\n\n").trim();
+    return cleaned || "Available data requires clarification for a reliable user-facing answer.";
+}
 function sanitizeUserText(value) {
-    const normalized = scrubRawTechnicalRefs(String(value ?? "").replace(/\s+/g, " ").trim());
+    const normalized = stripMojibakeFragments(stripSyntheticPlaceholders(scrubRawTechnicalRefs(String(value ?? "").replace(/\s+/g, " ").trim())));
    if (!normalized) {
        return null;
    }
@ -180,13 +265,13 @@ function buildFallbackWhyIncluded(results) {
        const filteredRecords = summaryNumber(result, "filtered_records_after_narrowing");
        const checkedRecords = summaryNumber(result, "checked_records");
        if (routeFocus) {
-            lines.push(`Проверка выполнена по профилю ${routeFocus}.`);
+            lines.push(`РџСЂРѕРІРµСЂРєР° РІС‹РїРѕР»РЅРµРЅР° РїРѕ РїСЂРѕС„РёР»СЋ ${routeFocus}.`);
        }
        if (sourceRecords !== null && filteredRecords !== null && filteredRecords < sourceRecords) {
-            lines.push(`Применено сужение выборки: ${filteredRecords} из ${sourceRecords} записей.`);
+            lines.push(`РџСЂРёРјРµРЅРµРЅРѕ СЃСѓР¶РµРЅРёРµ РІС‹Р±РѕСЂРєРё: ${filteredRecords} РёР· ${sourceRecords} Р·Р°РїРёСЃРµР№.`);
        }
        if (checkedRecords !== null) {
-            lines.push(`Проверено записей в текущем проходе: ${checkedRecords}.`);
+            lines.push(`РџСЂРѕРІРµСЂРµРЅРѕ Р·Р°РїРёСЃРµР№ РІ С‚РµРєСѓС‰РµРј РїСЂРѕС…РѕРґРµ: ${checkedRecords}.`);
        }
    }
    return sanitizeUserLines(lines, 4);
@ -195,34 +280,34 @@ function buildFallbackSelectionReasons(results) {
    const lines = [];
    for (const result of results.slice(0, 2)) {
        if (summaryBoolean(result, "semantic_narrowing_applied")) {
-            lines.push("Отбор выполнен по семантическому сужению предметной области.");
+            lines.push("РћС‚Р±РѕСЂ РІС‹РїРѕР»РЅРµРЅ РїРѕ СЃРµРјР°РЅС‚РёС‡РµСЃРєРѕРјСѓ СЃСѓР¶РµРЅРёСЋ РїСЂРµРґРјРµС‚РЅРѕР№ РѕР±Р»Р°СЃС‚Рё.");
        }
        const rankingBasis = summaryStringArray(result, "ranking_basis");
        if (rankingBasis.length > 0) {
-            lines.push(`Ранжирование основано на: ${rankingBasis.join(", ")}.`);
+            lines.push(`Р Р°РЅР¶РёСЂРѕРІР°РЅРёРµ РѕСЃРЅРѕРІР°РЅРѕ РЅР°: ${rankingBasis.join(", ")}.`);
        }
        if (summaryBoolean(result, "broad_guard_applied")) {
-            lines.push("Применен broad-query guard для контроля ложной точности.");
+            lines.push("РџСЂРёРјРµРЅРµРЅ broad-query guard РґР»СЏ РєРѕРЅС‚СЂРѕР»СЏ Р»РѕР¶РЅРѕР№ С‚РѕС‡РЅРѕСЃС‚Рё.");
        }
    }
    if (lines.length === 0) {
-        lines.push("Отбор выполнен по совпадению предметных сигналов и доступной evidence-опоры.");
+        lines.push("РћС‚Р±РѕСЂ РІС‹РїРѕР»РЅРµРЅ РїРѕ СЃРѕРІРїР°РґРµРЅРёСЋ РїСЂРµРґРјРµС‚РЅС‹С… СЃРёРіРЅР°Р»РѕРІ Рё РґРѕСЃС‚СѓРїРЅРѕР№ evidence-РѕРїРѕСЂС‹.");
    }
    return sanitizeUserLines(lines, 4);
 }
 function suggestNextStep(requirements, coverage) {
    const next = [];
    if (coverage.clarification_needed_for.length > 0) {
-        next.push("Уточните период, счет, документ или контрагента для требований: " + coverage.clarification_needed_for.join(", ") + ".");
+        next.push("РЈС‚РѕС‡РЅРёС‚Рµ РїРµСЂРёРѕРґ, СЃС‡РµС‚, РґРѕРєСѓРјРµРЅС‚ РёР»Рё РєРѕРЅС‚СЂР°РіРµРЅС‚Р° РґР»СЏ С‚СЂРµР±РѕРІР°РЅРёР№: " + coverage.clarification_needed_for.join(", ") + ".");
    }
    if (coverage.requirements_uncovered.length > 0) {
-        next.push("Проверьте непокрытые требования: " + coverage.requirements_uncovered.join(", ") + ".");
+        next.push("РџСЂРѕРІРµСЂСЊС‚Рµ РЅРµРїРѕРєСЂС‹С‚С‹Рµ С‚СЂРµР±РѕРІР°РЅРёСЏ: " + coverage.requirements_uncovered.join(", ") + ".");
    }
    if (coverage.out_of_scope_requirements.length > 0) {
-        next.push("Часть запроса вне текущего учетного контура: " + coverage.out_of_scope_requirements.join(", ") + ".");
+        next.push("Р§Р°СЃС‚СЊ Р·Р°РїСЂРѕСЃР° РІРЅРµ С‚РµРєСѓС‰РµРіРѕ СѓС‡РµС‚РЅРѕРіРѕ РєРѕРЅС‚СѓСЂР°: " + coverage.out_of_scope_requirements.join(", ") + ".");
    }
    if (next.length === 0 && requirements.length > 0) {
-        next.push("Следующим шагом можно открыть технический разбор и углубить проверку по выбранным объектам.");
+        next.push("РЎР»РµРґСѓСЋС‰РёРј С€Р°РіРѕРј РјРѕР¶РЅРѕ РѕС‚РєСЂС‹С‚СЊ С‚РµС…РЅРёС‡РµСЃРєРёР№ СЂР°Р·Р±РѕСЂ Рё СѓРіР»СѓР±РёС‚СЊ РїСЂРѕРІРµСЂРєСѓ РїРѕ РІС‹Р±СЂР°РЅРЅС‹Рј РѕР±СЉРµРєС‚Р°Рј.");
    }
    return next;
 }
@ -264,21 +349,25 @@ function selectProblemUnitSummary(results) {
    return selected;
 }
 function formatAffectedScope(unit) {
+    const accountScope = sanitizeUserLines(unit.affected_accounts, 2);
+    const counterpartyScope = sanitizeUserLines(unit.affected_counterparties, 2);
+    const documentScope = sanitizeUserLines(unit.affected_documents, 2);
+    const entityScope = sanitizeUserLines(unit.affected_entities, 2);
    const scopeParts = [];
-    if (unit.affected_accounts.length > 0) {
-        scopeParts.push(`счета: ${unit.affected_accounts.slice(0, 2).join(", ")}`);
+    if (accountScope.length > 0) {
+        scopeParts.push(`accounts: ${accountScope.join(", ")}`);
    }
-    if (unit.affected_counterparties.length > 0) {
-        scopeParts.push(`контрагенты: ${unit.affected_counterparties.slice(0, 2).join(", ")}`);
+    if (counterpartyScope.length > 0) {
+        scopeParts.push(`counterparties: ${counterpartyScope.join(", ")}`);
    }
-    if (unit.affected_documents.length > 0) {
-        scopeParts.push(`документы: ${unit.affected_documents.slice(0, 2).join(", ")}`);
+    if (documentScope.length > 0) {
+        scopeParts.push(`documents: ${documentScope.join(", ")}`);
    }
-    if (scopeParts.length === 0 && unit.affected_entities.length > 0) {
-        scopeParts.push(`объекты: ${unit.affected_entities.slice(0, 2).join(", ")}`);
+    if (scopeParts.length === 0 && entityScope.length > 0) {
+        scopeParts.push(`entities: ${entityScope.join(", ")}`);
    }
    if (scopeParts.length === 0) {
-        return "затронутый контур требует уточнения";
+        return "affected scope requires clarification";
    }
    return scopeParts.join("; ");
 }
@ -339,47 +428,47 @@ function buildProblemCentricActions(input) {
    const actions = [];
    const unitTypes = new Set(input.units.map((item) => item.problem_unit_type));
    if (unitTypes.has("broken_chain_segment")) {
-        actions.push("Проверьте связку выписка -> документ -> проводка по проблемным участкам цепочки.");
+        actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ СЃРІСЏР·РєСѓ РІС‹РїРёСЃРєР° -> РґРѕРєСѓРјРµРЅС‚ -> РїСЂРѕРІРѕРґРєР° РїРѕ РїСЂРѕР±Р»РµРјРЅС‹Рј СѓС‡Р°СЃС‚РєР°Рј С†РµРїРѕС‡РєРё.");
    }
    if (unitTypes.has("unresolved_settlement_cluster")) {
-        actions.push("Сверьте хвосты по расчетам: закрылся ли документ оплаты корректным закрывающим документом.");
+        actions.push("РЎРІРµСЂСЊС‚Рµ С…РІРѕСЃС‚С‹ РїРѕ СЂР°СЃС‡РµС‚Р°Рј: Р·Р°РєСЂС‹Р»СЃСЏ Р»Рё РґРѕРєСѓРјРµРЅС‚ РѕРїР»Р°С‚С‹ РєРѕСЂСЂРµРєС‚РЅС‹Рј Р·Р°РєСЂС‹РІР°СЋС‰РёРј РґРѕРєСѓРјРµРЅС‚РѕРј.");
    }
    if (unitTypes.has("period_risk_cluster")) {
-        actions.push("Оцените влияние дефекта на закрытие периода и корректность регламентных операций.");
+        actions.push("РћС†РµРЅРёС‚Рµ РІР»РёСЏРЅРёРµ РґРµС„РµРєС‚Р° РЅР° Р·Р°РєСЂС‹С‚РёРµ РїРµСЂРёРѕРґР° Рё РєРѕСЂСЂРµРєС‚РЅРѕСЃС‚СЊ СЂРµРіР»Р°РјРµРЅС‚РЅС‹С… РѕРїРµСЂР°С†РёР№.");
    }
    if (unitTypes.has("cross_branch_inconsistency_cluster")) {
-        actions.push("Сверьте противоречия между документами, проводками и регистрами по НДС/межконтурным связям.");
+        actions.push("РЎРІРµСЂСЊС‚Рµ РїСЂРѕС‚РёРІРѕСЂРµС‡РёСЏ РјРµР¶РґСѓ РґРѕРєСѓРјРµРЅС‚Р°РјРё, РїСЂРѕРІРѕРґРєР°РјРё Рё СЂРµРіРёСЃС‚СЂР°РјРё РїРѕ РќР”РЎ/РјРµР¶РєРѕРЅС‚СѓСЂРЅС‹Рј СЃРІСЏР·СЏРј.");
    }
    if (unitTypes.has("lifecycle_anomaly_node")) {
-        actions.push("Проверьте lifecycle объекта: ожидаемый этап не должен оставаться в partially_linked состоянии.");
+        actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ lifecycle РѕР±СЉРµРєС‚Р°: РѕР¶РёРґР°РµРјС‹Р№ СЌС‚Р°Рї РЅРµ РґРѕР»Р¶РµРЅ РѕСЃС‚Р°РІР°С‚СЊСЃСЏ РІ partially_linked СЃРѕСЃС‚РѕСЏРЅРёРё.");
    }
    for (const unit of input.units) {
        if (unit.lifecycle_defect_type === "stale_active_state") {
-            actions.push("Проверьте, почему объект завис: ожидаемый переход не должен оставаться в активной стадии.");
+            actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ, РїРѕС‡РµРјСѓ РѕР±СЉРµРєС‚ Р·Р°РІРёСЃ: РѕР¶РёРґР°РµРјС‹Р№ РїРµСЂРµС…РѕРґ РЅРµ РґРѕР»Р¶РµРЅ РѕСЃС‚Р°РІР°С‚СЊСЃСЏ РІ Р°РєС‚РёРІРЅРѕР№ СЃС‚Р°РґРёРё.");
        }
        if (unit.lifecycle_defect_type === "misclosed_state") {
-            actions.push("Проверьте закрывающий документ и проводки: закрытие может быть формальным, но некорректным по пути.");
+            actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ Р·Р°РєСЂС‹РІР°СЋС‰РёР№ РґРѕРєСѓРјРµРЅС‚ Рё РїСЂРѕРІРѕРґРєРё: Р·Р°РєСЂС‹С‚РёРµ РјРѕР¶РµС‚ Р±С‹С‚СЊ С„РѕСЂРјР°Р»СЊРЅС‹Рј, РЅРѕ РЅРµРєРѕСЂСЂРµРєС‚РЅС‹Рј РїРѕ РїСѓС‚Рё.");
        }
        if (unit.lifecycle_defect_type === "cross_branch_state_conflict") {
-            actions.push("Сверьте бухгалтерскую и смежную ветки (например, НДС/расчеты): обнаружен межконтурный конфликт состояния.");
+            actions.push("РЎРІРµСЂСЊС‚Рµ Р±СѓС…РіР°Р»С‚РµСЂСЃРєСѓСЋ Рё СЃРјРµР¶РЅСѓСЋ РІРµС‚РєРё (РЅР°РїСЂРёРјРµСЂ, РќР”РЎ/СЂР°СЃС‡РµС‚С‹): РѕР±РЅР°СЂСѓР¶РµРЅ РјРµР¶РєРѕРЅС‚СѓСЂРЅС‹Р№ РєРѕРЅС„Р»РёРєС‚ СЃРѕСЃС‚РѕСЏРЅРёСЏ.");
        }
    }
    if (input.mode === "clarification_required") {
        if (input.missingAnchors.period) {
-            actions.push("Уточните период проверки, чтобы зафиксировать границы проблемного контура.");
+            actions.push("РЈС‚РѕС‡РЅРёС‚Рµ РїРµСЂРёРѕРґ РїСЂРѕРІРµСЂРєРё, С‡С‚РѕР±С‹ Р·Р°С„РёРєСЃРёСЂРѕРІР°С‚СЊ РіСЂР°РЅРёС†С‹ РїСЂРѕР±Р»РµРјРЅРѕРіРѕ РєРѕРЅС‚СѓСЂР°.");
        }
        if (input.missingAnchors.account) {
-            actions.push("Уточните счет или группу счетов для предметной локализации дефекта.");
+            actions.push("РЈС‚РѕС‡РЅРёС‚Рµ СЃС‡РµС‚ РёР»Рё РіСЂСѓРїРїСѓ СЃС‡РµС‚РѕРІ РґР»СЏ РїСЂРµРґРјРµС‚РЅРѕР№ Р»РѕРєР°Р»РёР·Р°С†РёРё РґРµС„РµРєС‚Р°.");
        }
        if (input.missingAnchors.documentOrObject) {
-            actions.push("Укажите конкретный документ или объект трассировки для проверки механизма отклонения.");
+            actions.push("РЈРєР°Р¶РёС‚Рµ РєРѕРЅРєСЂРµС‚РЅС‹Р№ РґРѕРєСѓРјРµРЅС‚ РёР»Рё РѕР±СЉРµРєС‚ С‚СЂР°СЃСЃРёСЂРѕРІРєРё РґР»СЏ РїСЂРѕРІРµСЂРєРё РјРµС…Р°РЅРёР·РјР° РѕС‚РєР»РѕРЅРµРЅРёСЏ.");
        }
        if (input.missingAnchors.counterparty) {
-            actions.push("Укажите контрагента/договор, чтобы проверить хвосты и разрывы на конкретной связке.");
+            actions.push("РЈРєР°Р¶РёС‚Рµ РєРѕРЅС‚СЂР°РіРµРЅС‚Р°/РґРѕРіРѕРІРѕСЂ, С‡С‚РѕР±С‹ РїСЂРѕРІРµСЂРёС‚СЊ С…РІРѕСЃС‚С‹ Рё СЂР°Р·СЂС‹РІС‹ РЅР° РєРѕРЅРєСЂРµС‚РЅРѕР№ СЃРІСЏР·РєРµ.");
        }
    }
    if (input.coverageReport.requirements_uncovered.length > 0) {
-        actions.push(`Закройте непокрытые требования: ${input.coverageReport.requirements_uncovered.join(", ")}.`);
+        actions.push(`Р—Р°РєСЂРѕР№С‚Рµ РЅРµРїРѕРєСЂС‹С‚С‹Рµ С‚СЂРµР±РѕРІР°РЅРёСЏ: ${input.coverageReport.requirements_uncovered.join(", ")}.`);
    }
    return uniqueStrings(actions, 6);
 }
@ -390,28 +479,28 @@ function buildProblemCentricClarifications(input) {
    const questions = [];
    const unitTypes = new Set(input.units.map((item) => item.problem_unit_type));
    if (input.missingAnchors.period) {
-        questions.push("Уточните период (например, 2020-06), в котором нужно проверить проблемный кластер.");
+        questions.push("РЈС‚РѕС‡РЅРёС‚Рµ РїРµСЂРёРѕРґ (РЅР°РїСЂРёРјРµСЂ, 2020-06), РІ РєРѕС‚РѕСЂРѕРј РЅСѓР¶РЅРѕ РїСЂРѕРІРµСЂРёС‚СЊ РїСЂРѕР±Р»РµРјРЅС‹Р№ РєР»Р°СЃС‚РµСЂ.");
    }
    if (input.missingAnchors.account) {
-        questions.push("Уточните счет или связку счетов (например, 51/60), где вы ожидаете дефект.");
+        questions.push("РЈС‚РѕС‡РЅРёС‚Рµ СЃС‡РµС‚ РёР»Рё СЃРІСЏР·РєСѓ СЃС‡РµС‚РѕРІ (РЅР°РїСЂРёРјРµСЂ, 51/60), РіРґРµ РІС‹ РѕР¶РёРґР°РµС‚Рµ РґРµС„РµРєС‚.");
    }
    if (input.missingAnchors.documentOrObject) {
-        questions.push("Укажите документ/объект, от которого нужно строить проверку цепочки.");
+        questions.push("РЈРєР°Р¶РёС‚Рµ РґРѕРєСѓРјРµРЅС‚/РѕР±СЉРµРєС‚, РѕС‚ РєРѕС‚РѕСЂРѕРіРѕ РЅСѓР¶РЅРѕ СЃС‚СЂРѕРёС‚СЊ РїСЂРѕРІРµСЂРєСѓ С†РµРїРѕС‡РєРё.");
    }
    if (input.missingAnchors.counterparty) {
-        questions.push("Укажите контрагента или договор, по которому проверить незакрытую экспозицию.");
+        questions.push("РЈРєР°Р¶РёС‚Рµ РєРѕРЅС‚СЂР°РіРµРЅС‚Р° РёР»Рё РґРѕРіРѕРІРѕСЂ, РїРѕ РєРѕС‚РѕСЂРѕРјСѓ РїСЂРѕРІРµСЂРёС‚СЊ РЅРµР·Р°РєСЂС‹С‚СѓСЋ СЌРєСЃРїРѕР·РёС†РёСЋ.");
    }
    if (unitTypes.has("broken_chain_segment")) {
-        questions.push("Уточните участок цепочки: выписка, платежный документ или проводка.");
+        questions.push("РЈС‚РѕС‡РЅРёС‚Рµ СѓС‡Р°СЃС‚РѕРє С†РµРїРѕС‡РєРё: РІС‹РїРёСЃРєР°, РїР»Р°С‚РµР¶РЅС‹Р№ РґРѕРєСѓРјРµРЅС‚ РёР»Рё РїСЂРѕРІРѕРґРєР°.");
    }
    if (unitTypes.has("period_risk_cluster")) {
-        questions.push("Уточните, какой этап закрытия периода критичен: начисление, закрытие счетов или НДС-блок.");
+        questions.push("РЈС‚РѕС‡РЅРёС‚Рµ, РєР°РєРѕР№ СЌС‚Р°Рї Р·Р°РєСЂС‹С‚РёСЏ РїРµСЂРёРѕРґР° РєСЂРёС‚РёС‡РµРЅ: РЅР°С‡РёСЃР»РµРЅРёРµ, Р·Р°РєСЂС‹С‚РёРµ СЃС‡РµС‚РѕРІ РёР»Рё РќР”РЎ-Р±Р»РѕРє.");
    }
    if (unitTypes.has("unresolved_settlement_cluster")) {
-        questions.push("Уточните, интересуют хвосты поставщиков, покупателей или оба направления.");
+        questions.push("РЈС‚РѕС‡РЅРёС‚Рµ, РёРЅС‚РµСЂРµСЃСѓСЋС‚ С…РІРѕСЃС‚С‹ РїРѕСЃС‚Р°РІС‰РёРєРѕРІ, РїРѕРєСѓРїР°С‚РµР»РµР№ РёР»Рё РѕР±Р° РЅР°РїСЂР°РІР»РµРЅРёСЏ.");
    }
    if (input.coverageReport.clarification_needed_for.length > 0) {
-        questions.push(`Закройте уточнения для требований: ${input.coverageReport.clarification_needed_for.join(", ")}.`);
+        questions.push(`Р—Р°РєСЂРѕР№С‚Рµ СѓС‚РѕС‡РЅРµРЅРёСЏ РґР»СЏ С‚СЂРµР±РѕРІР°РЅРёР№: ${input.coverageReport.clarification_needed_for.join(", ")}.`);
    }
    return uniqueStrings(questions, 6);
 }
@ -522,10 +611,10 @@ function limitationReasonToText(code) {
 function detectMissingAnchors(userMessage) {
    const lower = String(userMessage ?? "").toLowerCase();
    const hasPeriod = /\b20\d{2}(?:[-./](?:0[1-9]|1[0-2]))?\b/.test(lower);
-    const hasAccount = /(?:\bсчет\b|\baccount\b|\bschet\b|\b\d{2}(?:\.\d{2})?\b)/i.test(lower);
-    const hasDocumentOrObject = /(?:документ|invoice|guid|object|obj|#\d+|\bid\b|\bref\b|dokument|doc)/i.test(lower);
-    const hasCounterparty = /(?:контрагент|supplier|buyer|customer|kontragent|postavsh|pokupatel)/i.test(lower);
-    const hasAnomalyType = /(?:аномал|risk|отклон|разрыв|mismatch|duplicate|tail|цепочк|anomali|hvost)/i.test(lower);
+    const hasAccount = /(?:\bСЃС‡РµС‚\b|\baccount\b|\bschet\b|\b\d{2}(?:\.\d{2})?\b)/i.test(lower);
+    const hasDocumentOrObject = /(?:РґРѕРєСѓРјРµРЅС‚|invoice|guid|object|obj|#\d+|\bid\b|\bref\b|dokument|doc)/i.test(lower);
+    const hasCounterparty = /(?:РєРѕРЅС‚СЂР°РіРµРЅС‚|supplier|buyer|customer|kontragent|postavsh|pokupatel)/i.test(lower);
+    const hasAnomalyType = /(?:Р°РЅРѕРјР°Р»|risk|РѕС‚РєР»РѕРЅ|СЂР°Р·СЂС‹РІ|mismatch|duplicate|tail|С†РµРїРѕС‡Рє|anomali|hvost)/i.test(lower);
    return {
        period: !hasPeriod,
        account: !hasAccount,
@ -541,53 +630,53 @@ function buildClarificationQuestions(input) {
        return questions;
    }
    if (input.missingAnchors.period) {
-        questions.push("Уточните период проверки (например, 2020-06).");
+        questions.push("РЈС‚РѕС‡РЅРёС‚Рµ РїРµСЂРёРѕРґ РїСЂРѕРІРµСЂРєРё (РЅР°РїСЂРёРјРµСЂ, 2020-06).");
    }
    if (input.missingAnchors.account) {
-        questions.push("Уточните счет или группу счетов (например, 19, 60, 62).");
+        questions.push("РЈС‚РѕС‡РЅРёС‚Рµ СЃС‡РµС‚ РёР»Рё РіСЂСѓРїРїСѓ СЃС‡РµС‚РѕРІ (РЅР°РїСЂРёРјРµСЂ, 19, 60, 62).");
    }
    if (input.missingAnchors.documentOrObject) {
-        questions.push("Укажите документ/GUID/конкретный объект для трассировки.");
+        questions.push("РЈРєР°Р¶РёС‚Рµ РґРѕРєСѓРјРµРЅС‚/GUID/РєРѕРЅРєСЂРµС‚РЅС‹Р№ РѕР±СЉРµРєС‚ РґР»СЏ С‚СЂР°СЃСЃРёСЂРѕРІРєРё.");
    }
    if (input.missingAnchors.counterparty) {
-        questions.push("Укажите контрагента или группу контрагентов.");
+        questions.push("РЈРєР°Р¶РёС‚Рµ РєРѕРЅС‚СЂР°РіРµРЅС‚Р° РёР»Рё РіСЂСѓРїРїСѓ РєРѕРЅС‚СЂР°РіРµРЅС‚РѕРІ.");
    }
    if (input.policySignals.broad_query_detected && input.missingAnchors.anomalyType) {
-        questions.push("Уточните тип отклонения: разрыв цепочки, неверный документ или аномальный риск.");
+        questions.push("РЈС‚РѕС‡РЅРёС‚Рµ С‚РёРї РѕС‚РєР»РѕРЅРµРЅРёСЏ: СЂР°Р·СЂС‹РІ С†РµРїРѕС‡РєРё, РЅРµРІРµСЂРЅС‹Р№ РґРѕРєСѓРјРµРЅС‚ РёР»Рё Р°РЅРѕРјР°Р»СЊРЅС‹Р№ СЂРёСЃРє.");
    }
    if (input.coverageReport.clarification_needed_for.length > 0) {
-        questions.push(`Закройте уточнения для требований: ${input.coverageReport.clarification_needed_for.join(", ")}.`);
+        questions.push(`Р—Р°РєСЂРѕР№С‚Рµ СѓС‚РѕС‡РЅРµРЅРёСЏ РґР»СЏ С‚СЂРµР±РѕРІР°РЅРёР№: ${input.coverageReport.clarification_needed_for.join(", ")}.`);
    }
    return uniqueStrings(questions, 6);
 }
 function buildRecommendedActions(input) {
    const actions = [];
    if (input.mode === "focused_grounded") {
-        actions.push("Проверьте 1-2 ключевые записи в учетной базе и зафиксируйте итог в рабочем файле проверки.");
+        actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ 1-2 РєР»СЋС‡РµРІС‹Рµ Р·Р°РїРёСЃРё РІ СѓС‡РµС‚РЅРѕР№ Р±Р°Р·Рµ Рё Р·Р°С„РёРєСЃРёСЂСѓР№С‚Рµ РёС‚РѕРі РІ СЂР°Р±РѕС‡РµРј С„Р°Р№Р»Рµ РїСЂРѕРІРµСЂРєРё.");
    }
    if (input.mode === "broad_partial") {
-        actions.push("Сузьте запрос до периода + счета или периода + документа и повторите проверку.");
+        actions.push("РЎСѓР·СЊС‚Рµ Р·Р°РїСЂРѕСЃ РґРѕ РїРµСЂРёРѕРґР° + СЃС‡РµС‚Р° РёР»Рё РїРµСЂРёРѕРґР° + РґРѕРєСѓРјРµРЅС‚Р° Рё РїРѕРІС‚РѕСЂРёС‚Рµ РїСЂРѕРІРµСЂРєСѓ.");
    }
    if (input.mode === "clarification_required") {
-        actions.push("Дайте недостающие якоря (период/счет/объект), иначе сильный factual вывод невозможен.");
+        actions.push("Р”Р°Р№С‚Рµ РЅРµРґРѕСЃС‚Р°СЋС‰РёРµ СЏРєРѕСЂСЏ (РїРµСЂРёРѕРґ/СЃС‡РµС‚/РѕР±СЉРµРєС‚), РёРЅР°С‡Рµ СЃРёР»СЊРЅС‹Р№ factual РІС‹РІРѕРґ РЅРµРІРѕР·РјРѕР¶РµРЅ.");
    }
    if (input.coverageReport.requirements_uncovered.length > 0) {
-        actions.push(`Закройте непокрытые требования: ${input.coverageReport.requirements_uncovered.join(", ")}.`);
+        actions.push(`Р—Р°РєСЂРѕР№С‚Рµ РЅРµРїРѕРєСЂС‹С‚С‹Рµ С‚СЂРµР±РѕРІР°РЅРёСЏ: ${input.coverageReport.requirements_uncovered.join(", ")}.`);
    }
    if (input.coverageReport.requirements_partially_covered.length > 0) {
-        actions.push(`Доуточните частично покрытые требования: ${input.coverageReport.requirements_partially_covered.join(", ")}.`);
+        actions.push(`Р”РѕСѓС‚РѕС‡РЅРёС‚Рµ С‡Р°СЃС‚РёС‡РЅРѕ РїРѕРєСЂС‹С‚С‹Рµ С‚СЂРµР±РѕРІР°РЅРёСЏ: ${input.coverageReport.requirements_partially_covered.join(", ")}.`);
    }
    if (input.policySignals.broad_query_detected && input.policySignals.narrowing_strength !== "strong") {
-        actions.push("Добавьте более узкий контекст: тип отклонения, группу документов и бизнес-участок.");
+        actions.push("Р”РѕР±Р°РІСЊС‚Рµ Р±РѕР»РµРµ СѓР·РєРёР№ РєРѕРЅС‚РµРєСЃС‚: С‚РёРї РѕС‚РєР»РѕРЅРµРЅРёСЏ, РіСЂСѓРїРїСѓ РґРѕРєСѓРјРµРЅС‚РѕРІ Рё Р±РёР·РЅРµСЃ-СѓС‡Р°СЃС‚РѕРє.");
    }
    if (input.limitationReasonCodes.includes("snapshot_only")) {
-        actions.push("Сверьте критичные выводы с live source-of-record в 1C.");
+        actions.push("РЎРІРµСЂСЊС‚Рµ РєСЂРёС‚РёС‡РЅС‹Рµ РІС‹РІРѕРґС‹ СЃ live source-of-record РІ 1C.");
    }
    if (input.limitationReasonCodes.includes("weak_source_mapping")) {
-        actions.push("Проверьте source mapping для связей document/register по указанным ref.");
+        actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ source mapping РґР»СЏ СЃРІСЏР·РµР№ document/register РїРѕ СѓРєР°Р·Р°РЅРЅС‹Рј ref.");
    }
    if (input.sourceRefs.length > 0) {
-        actions.push(`Начните проверку с ${input.sourceRefs.length} подтвержденных записей и сверьте их с первичными документами.`);
+        actions.push(`РќР°С‡РЅРёС‚Рµ РїСЂРѕРІРµСЂРєСѓ СЃ ${input.sourceRefs.length} РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅС‹С… Р·Р°РїРёСЃРµР№ Рё СЃРІРµСЂСЊС‚Рµ РёС… СЃ РїРµСЂРІРёС‡РЅС‹РјРё РґРѕРєСѓРјРµРЅС‚Р°РјРё.`);
    }
    return uniqueStrings(actions, 6);
 }
@ -674,84 +763,88 @@ function buildPolicyDecision(input) {
 }
 function buildAnswerSummary(mode) {
    if (mode === "focused_grounded")
-        return "Сформирован прямой ответ на основе подтвержденной опоры.";
+        return "РЎС„РѕСЂРјРёСЂРѕРІР°РЅ РїСЂСЏРјРѕР№ РѕС‚РІРµС‚ РЅР° РѕСЃРЅРѕРІРµ РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅРѕР№ РѕРїРѕСЂС‹.";
    if (mode === "broad_partial")
-        return "Вывод ограничен: есть частичная опора, но не полный coverage.";
+        return "Р’С‹РІРѕРґ РѕРіСЂР°РЅРёС‡РµРЅ: РµСЃС‚СЊ С‡Р°СЃС‚РёС‡РЅР°СЏ РѕРїРѕСЂР°, РЅРѕ РЅРµ РїРѕР»РЅС‹Р№ coverage.";
    if (mode === "clarification_required")
-        return "Нужны уточнения: без сужения strong factual вывод ненадежен.";
+        return "РќСѓР¶РЅС‹ СѓС‚РѕС‡РЅРµРЅРёСЏ: Р±РµР· СЃСѓР¶РµРЅРёСЏ strong factual РІС‹РІРѕРґ РЅРµРЅР°РґРµР¶РµРЅ.";
    if (mode === "out_of_scope")
-        return "Запрос вне доступного учетного контура.";
+        return "Р—Р°РїСЂРѕСЃ РІРЅРµ РґРѕСЃС‚СѓРїРЅРѕРіРѕ СѓС‡РµС‚РЅРѕРіРѕ РєРѕРЅС‚СѓСЂР°.";
    if (mode === "route_mismatch")
-        return "Результат маршрута не совпал с предметом вопроса.";
+        return "Р РµР·СѓР»СЊС‚Р°С‚ РјР°СЂС€СЂСѓС‚Р° РЅРµ СЃРѕРІРїР°Р» СЃ РїСЂРµРґРјРµС‚РѕРј РІРѕРїСЂРѕСЃР°.";
    if (mode === "empty")
-        return "В текущем срезе данных релевантные записи не обнаружены.";
+        return "Р’ С‚РµРєСѓС‰РµРј СЃСЂРµР·Рµ РґР°РЅРЅС‹С… СЂРµР»РµРІР°РЅС‚РЅС‹Рµ Р·Р°РїРёСЃРё РЅРµ РѕР±РЅР°СЂСѓР¶РµРЅС‹.";
    if (mode === "no_grounded")
-        return "Недостаточно опоры для обоснованного ответа.";
-    return "Не удалось собрать обоснованный ответ по текущему запросу.";
+        return "РќРµРґРѕСЃС‚Р°С‚РѕС‡РЅРѕ РѕРїРѕСЂС‹ РґР»СЏ РѕР±РѕСЃРЅРѕРІР°РЅРЅРѕРіРѕ РѕС‚РІРµС‚Р°.";
+    return "РќРµ СѓРґР°Р»РѕСЃСЊ СЃРѕР±СЂР°С‚СЊ РѕР±РѕСЃРЅРѕРІР°РЅРЅС‹Р№ РѕС‚РІРµС‚ РїРѕ С‚РµРєСѓС‰РµРјСѓ Р·Р°РїСЂРѕСЃСѓ.";
 }
 function buildDirectAnswer(input) {
    const topFact = firstMeaningfulFact(input.retrievalResults);
    if (input.mode === "focused_grounded") {
-        return topFact ?? "Подтвержденный результат получен; можно продолжать предметную проверку без деградации.";
+        return topFact ?? "РџРѕРґС‚РІРµСЂР¶РґРµРЅРЅС‹Р№ СЂРµР·СѓР»СЊС‚Р°С‚ РїРѕР»СѓС‡РµРЅ; РјРѕР¶РЅРѕ РїСЂРѕРґРѕР»Р¶Р°С‚СЊ РїСЂРµРґРјРµС‚РЅСѓСЋ РїСЂРѕРІРµСЂРєСѓ Р±РµР· РґРµРіСЂР°РґР°С†РёРё.";
    }
    if (input.mode === "broad_partial") {
        if (topFact) {
-            return `Доступен ограниченный подтвержденный фрагмент: ${topFact}`;
+            return `Р”РѕСЃС‚СѓРїРµРЅ РѕРіСЂР°РЅРёС‡РµРЅРЅС‹Р№ РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅС‹Р№ С„СЂР°РіРјРµРЅС‚: ${topFact}`;
        }
-        return "Есть только ограниченная опора; вывод дан в частичном режиме без ложной точности.";
+        return "Р•СЃС‚СЊ С‚РѕР»СЊРєРѕ РѕРіСЂР°РЅРёС‡РµРЅРЅР°СЏ РѕРїРѕСЂР°; РІС‹РІРѕРґ РґР°РЅ РІ С‡Р°СЃС‚РёС‡РЅРѕРј СЂРµР¶РёРјРµ Р±РµР· Р»РѕР¶РЅРѕР№ С‚РѕС‡РЅРѕСЃС‚Рё.";
    }
    if (input.mode === "clarification_required") {
-        return "Текущий запрос слишком широкий или недоопределен; надежный factual вывод пока невозможен.";
+        return "РўРµРєСѓС‰РёР№ Р·Р°РїСЂРѕСЃ СЃР»РёС€РєРѕРј С€РёСЂРѕРєРёР№ РёР»Рё РЅРµРґРѕРѕРїСЂРµРґРµР»РµРЅ; РЅР°РґРµР¶РЅС‹Р№ factual РІС‹РІРѕРґ РїРѕРєР° РЅРµРІРѕР·РјРѕР¶РµРЅ.";
    }
    if (input.mode === "out_of_scope") {
-        return "Могу отвечать только в пределах данных доступного учетного контура.";
+        return "РњРѕРіСѓ РѕС‚РІРµС‡Р°С‚СЊ С‚РѕР»СЊРєРѕ РІ РїСЂРµРґРµР»Р°С… РґР°РЅРЅС‹С… РґРѕСЃС‚СѓРїРЅРѕРіРѕ СѓС‡РµС‚РЅРѕРіРѕ РєРѕРЅС‚СѓСЂР°.";
    }
    if (input.mode === "route_mismatch") {
-        return "Предмет результата не совпал с предметом вопроса; требуется уточнение фокуса.";
+        return "РџСЂРµРґРјРµС‚ СЂРµР·СѓР»СЊС‚Р°С‚Р° РЅРµ СЃРѕРІРїР°Р» СЃ РїСЂРµРґРјРµС‚РѕРј РІРѕРїСЂРѕСЃР°; С‚СЂРµР±СѓРµС‚СЃСЏ СѓС‚РѕС‡РЅРµРЅРёРµ С„РѕРєСѓСЃР°.";
    }
    if (input.mode === "empty") {
-        return "В текущем срезе данных проблемные записи по заданному условию не найдены.";
+        return "Р’ С‚РµРєСѓС‰РµРј СЃСЂРµР·Рµ РґР°РЅРЅС‹С… РїСЂРѕР±Р»РµРјРЅС‹Рµ Р·Р°РїРёСЃРё РїРѕ Р·Р°РґР°РЅРЅРѕРјСѓ СѓСЃР»РѕРІРёСЋ РЅРµ РЅР°Р№РґРµРЅС‹.";
    }
    if (input.mode === "no_grounded") {
-        return "Недостаточно подтвержденной опоры для ответа в требуемой точности.";
+        return "РќРµРґРѕСЃС‚Р°С‚РѕС‡РЅРѕ РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅРѕР№ РѕРїРѕСЂС‹ РґР»СЏ РѕС‚РІРµС‚Р° РІ С‚СЂРµР±СѓРµРјРѕР№ С‚РѕС‡РЅРѕСЃС‚Рё.";
    }
    if (input.policySignals.minimum_evidence_failed) {
-        return "Маршрут отработал, но минимальная evidence-опора не пройдена.";
+        return "РњР°СЂС€СЂСѓС‚ РѕС‚СЂР°Р±РѕС‚Р°Р», РЅРѕ РјРёРЅРёРјР°Р»СЊРЅР°СЏ evidence-РѕРїРѕСЂР° РЅРµ РїСЂРѕР№РґРµРЅР°.";
    }
-    return "Не удалось сформировать обоснованный ответ; нужно уточнение запроса.";
+    return "РќРµ СѓРґР°Р»РѕСЃСЊ СЃС„РѕСЂРјРёСЂРѕРІР°С‚СЊ РѕР±РѕСЃРЅРѕРІР°РЅРЅС‹Р№ РѕС‚РІРµС‚; РЅСѓР¶РЅРѕ СѓС‚РѕС‡РЅРµРЅРёРµ Р·Р°РїСЂРѕСЃР°.";
 }
 function buildProblemCentricAnswerSummary(input) {
    if (input.lifecycleEnriched && input.summary?.lifecycle_enriched_units && input.summary.lifecycle_enriched_units > 0) {
        if (input.mode === "clarification_required") {
-            return "Выявлены lifecycle-дефекты, но для надежного вывода требуется уточнение предметных якорей.";
+            return "Р’С‹СЏРІР»РµРЅС‹ lifecycle-РґРµС„РµРєС‚С‹, РЅРѕ РґР»СЏ РЅР°РґРµР¶РЅРѕРіРѕ РІС‹РІРѕРґР° С‚СЂРµР±СѓРµС‚СЃСЏ СѓС‚РѕС‡РЅРµРЅРёРµ РїСЂРµРґРјРµС‚РЅС‹С… СЏРєРѕСЂРµР№.";
        }
-        return `Сформирован lifecycle-aware problem срез: выделено ${input.summary.lifecycle_enriched_units} lifecycle-узлов с приоритетом по дефектам перехода.`;
+        return `РЎС„РѕСЂРјРёСЂРѕРІР°РЅ lifecycle-aware problem СЃСЂРµР·: РІС‹РґРµР»РµРЅРѕ ${input.summary.lifecycle_enriched_units} lifecycle-СѓР·Р»РѕРІ СЃ РїСЂРёРѕСЂРёС‚РµС‚РѕРј РїРѕ РґРµС„РµРєС‚Р°Рј РїРµСЂРµС…РѕРґР°.`;
    }
    if (input.mode === "clarification_required") {
-        return "Выявлены проблемные кластеры, но для надежного вывода требуется предметное уточнение фокуса.";
+        return "Р’С‹СЏРІР»РµРЅС‹ РїСЂРѕР±Р»РµРјРЅС‹Рµ РєР»Р°СЃС‚РµСЂС‹, РЅРѕ РґР»СЏ РЅР°РґРµР¶РЅРѕРіРѕ РІС‹РІРѕРґР° С‚СЂРµР±СѓРµС‚СЃСЏ РїСЂРµРґРјРµС‚РЅРѕРµ СѓС‚РѕС‡РЅРµРЅРёРµ С„РѕРєСѓСЃР°.";
    }
    if (input.weakUnits) {
-        return "Сформирован problem-centric срез с ограниченной опорой; вывод предварительный и требует до-проверки.";
+        return "РЎС„РѕСЂРјРёСЂРѕРІР°РЅ problem-centric СЃСЂРµР· СЃ РѕРіСЂР°РЅРёС‡РµРЅРЅРѕР№ РѕРїРѕСЂРѕР№; РІС‹РІРѕРґ РїСЂРµРґРІР°СЂРёС‚РµР»СЊРЅС‹Р№ Рё С‚СЂРµР±СѓРµС‚ РґРѕ-РїСЂРѕРІРµСЂРєРё.";
    }
    if (input.summary?.units_total && input.summary.units_total > 1) {
-        return `Сформирован problem-centric срез: выделено ${input.summary.units_total} проблемных кластера с приоритетами.`;
+        return `РЎС„РѕСЂРјРёСЂРѕРІР°РЅ problem-centric СЃСЂРµР·: РІС‹РґРµР»РµРЅРѕ ${input.summary.units_total} РїСЂРѕР±Р»РµРјРЅС‹С… РєР»Р°СЃС‚РµСЂР° СЃ РїСЂРёРѕСЂРёС‚РµС‚Р°РјРё.`;
    }
-    return "Сформирован problem-centric срез: выделен ключевой проблемный кластер и затронутый контур.";
+    return "РЎС„РѕСЂРјРёСЂРѕРІР°РЅ problem-centric СЃСЂРµР·: РІС‹РґРµР»РµРЅ РєР»СЋС‡РµРІРѕР№ РїСЂРѕР±Р»РµРјРЅС‹Р№ РєР»Р°СЃС‚РµСЂ Рё Р·Р°С‚СЂРѕРЅСѓС‚С‹Р№ РєРѕРЅС‚СѓСЂ.";
 }
 function buildProblemCentricDirectAnswer(input) {
    const lead = input.mode === "clarification_required"
-        ? "Обнаружены проблемные зоны, но без уточнения якорей сильный factual-вывод преждевременен."
+        ? "РћР±РЅР°СЂСѓР¶РµРЅС‹ РїСЂРѕР±Р»РµРјРЅС‹Рµ Р·РѕРЅС‹, РЅРѕ Р±РµР· СѓС‚РѕС‡РЅРµРЅРёСЏ СЏРєРѕСЂРµР№ СЃРёР»СЊРЅС‹Р№ factual-РІС‹РІРѕРґ РїСЂРµР¶РґРµРІСЂРµРјРµРЅРµРЅ."
        : input.weakUnits
-            ? "Выделены проблемные зоны с ограниченной надежностью; вывод дан в ограниченном режиме."
+            ? "Р’С‹РґРµР»РµРЅС‹ РїСЂРѕР±Р»РµРјРЅС‹Рµ Р·РѕРЅС‹ СЃ РѕРіСЂР°РЅРёС‡РµРЅРЅРѕР№ РЅР°РґРµР¶РЅРѕСЃС‚СЊСЋ; РІС‹РІРѕРґ РґР°РЅ РІ РѕРіСЂР°РЅРёС‡РµРЅРЅРѕРј СЂРµР¶РёРјРµ."
            : input.lifecycleAnswerEnabled && hasLifecycleResolution(input.units)
-                ? "Выделены lifecycle-проблемы: определены текущие/ожидаемые стадии и тип нарушения перехода."
-                : "Выделены ключевые проблемные зоны и их влияние на учетный контур.";
+                ? "Р’С‹РґРµР»РµРЅС‹ lifecycle-РїСЂРѕР±Р»РµРјС‹: РѕРїСЂРµРґРµР»РµРЅС‹ С‚РµРєСѓС‰РёРµ/РѕР¶РёРґР°РµРјС‹Рµ СЃС‚Р°РґРёРё Рё С‚РёРї РЅР°СЂСѓС€РµРЅРёСЏ РїРµСЂРµС…РѕРґР°."
+                : "Р’С‹РґРµР»РµРЅС‹ РєР»СЋС‡РµРІС‹Рµ РїСЂРѕР±Р»РµРјРЅС‹Рµ Р·РѕРЅС‹ Рё РёС… РІР»РёСЏРЅРёРµ РЅР° СѓС‡РµС‚РЅС‹Р№ РєРѕРЅС‚СѓСЂ.";
    const unitLines = input.units.map((unit) => {
        const scope = formatAffectedScope(unit);
        const lifecycleScope = input.lifecycleAnswerEnabled ? formatLifecycleScope(unit) : null;
-        const lifecycleInterpretation = input.lifecycleAnswerEnabled ? unit.business_lifecycle_interpretation : null;
+        const lifecycleInterpretation = input.lifecycleAnswerEnabled && unit.business_lifecycle_interpretation
+            ? sanitizeUserText(unit.business_lifecycle_interpretation)
+            : null;
+        const title = sanitizeUserText(unit.title) ?? "Problem cluster detected";
+        const defect = sanitizeUserText(unit.business_defect_class) ?? "detected_issue";
        const segments = [
-            `${unit.title}: ${unit.business_defect_class}`,
+            `${title}: ${defect}`,
            scope,
            lifecycleScope,
            lifecycleInterpretation,
@ -762,9 +855,9 @@ function buildProblemCentricDirectAnswer(input) {
        return `- ${segments.join("; ")}.`;
    });
    if (unitLines.length === 0) {
-        return `${lead}\nПроблемные кластеры не удалось детализировать в текущем срезе.`;
+        return `${lead}\nРџСЂРѕР±Р»РµРјРЅС‹Рµ РєР»Р°СЃС‚РµСЂС‹ РЅРµ СѓРґР°Р»РѕСЃСЊ РґРµС‚Р°Р»РёР·РёСЂРѕРІР°С‚СЊ РІ С‚РµРєСѓС‰РµРј СЃСЂРµР·Рµ.`;
    }
-    return [lead, "Проблемные кластеры:", ...unitLines].join("\n");
+    return [lead, "РџСЂРѕР±Р»РµРјРЅС‹Рµ РєР»Р°СЃС‚РµСЂС‹:", ...unitLines].join("\n");
 }
 function buildProblemCentricAnswerStructure(input) {
    const weakUnits = input.selectedUnits.every((item) => item.confidence.grade === "low");
@ -1098,20 +1191,20 @@ function composeExplainableAnswer(input, scopeLabel) {
    const limitations = uniqueStrings([...extractLimitations(input.retrievalResults), ...input.groundingCheck.reasons]);
    const nextSteps = suggestNextStep(input.requirements, input.coverageReport);
    const lead = scopeLabel === "full"
-        ? "Итог: запрос обработан по предмету, найденные объекты подтверждены данными контура."
-        : "Итог: запрос обработан частично, ниже подтвержденная часть и ограничения.";
-    return [
+        ? "РС‚РѕРі: Р·Р°РїСЂРѕСЃ РѕР±СЂР°Р±РѕС‚Р°РЅ РїРѕ РїСЂРµРґРјРµС‚Сѓ, РЅР°Р№РґРµРЅРЅС‹Рµ РѕР±СЉРµРєС‚С‹ РїРѕРґС‚РІРµСЂР¶РґРµРЅС‹ РґР°РЅРЅС‹РјРё РєРѕРЅС‚СѓСЂР°."
+        : "РС‚РѕРі: Р·Р°РїСЂРѕСЃ РѕР±СЂР°Р±РѕС‚Р°РЅ С‡Р°СЃС‚РёС‡РЅРѕ, РЅРёР¶Рµ РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅР°СЏ С‡Р°СЃС‚СЊ Рё РѕРіСЂР°РЅРёС‡РµРЅРёСЏ.";
+    return sanitizeUserFacingReply([
        lead,
-        facts.length > 0 ? "Подтвержденные результаты:\n" + formatList(facts) : "",
-        whyIncluded.length > 0 ? "Почему это попало в ответ:\n" + formatList(whyIncluded) : "",
-        selectionReasons.length > 0 ? "Основание отбора:\n" + formatList(selectionReasons) : "",
-        riskFactors.length > 0 ? "Подтверждающие признаки:\n" + formatList(riskFactors) : "",
-        interpretation.length > 0 ? "Практический смысл:\n" + formatList(interpretation) : "",
-        limitations.length > 0 ? "Ограничения:\n" + formatList(limitations) : "",
-        nextSteps.length > 0 ? "Что проверить дальше:\n" + formatList(nextSteps) : ""
+        facts.length > 0 ? "РџРѕРґС‚РІРµСЂР¶РґРµРЅРЅС‹Рµ СЂРµР·СѓР»СЊС‚Р°С‚С‹:\n" + formatList(facts) : "",
+        whyIncluded.length > 0 ? "РџРѕС‡РµРјСѓ СЌС‚Рѕ РїРѕРїР°Р»Рѕ РІ РѕС‚РІРµС‚:\n" + formatList(whyIncluded) : "",
+        selectionReasons.length > 0 ? "РћСЃРЅРѕРІР°РЅРёРµ РѕС‚Р±РѕСЂР°:\n" + formatList(selectionReasons) : "",
+        riskFactors.length > 0 ? "РџРѕРґС‚РІРµСЂР¶РґР°СЋС‰РёРµ РїСЂРёР·РЅР°РєРё:\n" + formatList(riskFactors) : "",
+        interpretation.length > 0 ? "РџСЂР°РєС‚РёС‡РµСЃРєРёР№ СЃРјС‹СЃР»:\n" + formatList(interpretation) : "",
+        limitations.length > 0 ? "РћРіСЂР°РЅРёС‡РµРЅРёСЏ:\n" + formatList(limitations) : "",
+        nextSteps.length > 0 ? "Р§С‚Рѕ РїСЂРѕРІРµСЂРёС‚СЊ РґР°Р»СЊС€Рµ:\n" + formatList(nextSteps) : ""
    ]
        .filter(Boolean)
-        .join("\n\n");
+        .join("\n\n"));
 }
 function composeAssistantAnswer(input) {
    if (input.enableAnswerPolicyV11) {
@ -1122,13 +1215,15 @@ function composeAssistantAnswer(input) {
    const partialResults = input.retrievalResults.filter((item) => item.status === "partial");
    const emptyResults = input.retrievalResults.filter((item) => item.status === "empty");
    const errorResults = input.retrievalResults.filter((item) => item.status === "error");
+    const legacyEvidenceItems = flattenEvidence(input.retrievalResults);
+    const legacyLimitationReasonCodes = collectLimitationReasonCodes(legacyEvidenceItems);
    const hasBroadMinimumEvidenceSignal = input.retrievalResults.some((item) => summaryBoolean(item, "broad_guard_applied") && summaryBoolean(item, "minimum_evidence_failed"));
    const hasBroadClarificationSignal = input.retrievalResults.some((item) => summaryBoolean(item, "broad_guard_applied") &&
        summaryBoolean(item, "minimum_evidence_failed") &&
        summaryString(item, "degraded_to") === "clarification");
    if (fallbackType === "out_of_scope" && input.coverageReport.requirements_covered === 0) {
        return {
-            assistant_reply: "Я могу отвечать только по данным вашей учетной базы. Этот запрос выходит за рамки доступного контура.",
+            assistant_reply: "РЇ РјРѕРіСѓ РѕС‚РІРµС‡Р°С‚СЊ С‚РѕР»СЊРєРѕ РїРѕ РґР°РЅРЅС‹Рј РІР°С€РµР№ СѓС‡РµС‚РЅРѕР№ Р±Р°Р·С‹. РС‚РѕС‚ Р·Р°РїСЂРѕСЃ РІС‹С…РѕРґРёС‚ Р·Р° СЂР°РјРєРё РґРѕСЃС‚СѓРїРЅРѕРіРѕ РєРѕРЅС‚СѓСЂР°.",
            fallback_type: "out_of_scope",
            reply_type: "out_of_scope"
        };
@ -1136,8 +1231,8 @@ function composeAssistantAnswer(input) {
    if (input.groundingCheck.status === "route_mismatch_blocked") {
        return {
            assistant_reply: [
-                "Не отправляю финальный ответ, потому что предмет результата не совпал с предметом вопроса.",
-                "Уточните формулировку (например, нужный счет/участок учета), и я выполню повторный проход."
+                "РќРµ РѕС‚РїСЂР°РІР»СЏСЋ С„РёРЅР°Р»СЊРЅС‹Р№ РѕС‚РІРµС‚, РїРѕС‚РѕРјСѓ С‡С‚Рѕ РїСЂРµРґРјРµС‚ СЂРµР·СѓР»СЊС‚Р°С‚Р° РЅРµ СЃРѕРІРїР°Р» СЃ РїСЂРµРґРјРµС‚РѕРј РІРѕРїСЂРѕСЃР°.",
+                "РЈС‚РѕС‡РЅРёС‚Рµ С„РѕСЂРјСѓР»РёСЂРѕРІРєСѓ (РЅР°РїСЂРёРјРµСЂ, РЅСѓР¶РЅС‹Р№ СЃС‡РµС‚/СѓС‡Р°СЃС‚РѕРє СѓС‡РµС‚Р°), Рё СЏ РІС‹РїРѕР»РЅСЋ РїРѕРІС‚РѕСЂРЅС‹Р№ РїСЂРѕС…РѕРґ."
            ].join("\n\n"),
            fallback_type: "partial",
            reply_type: "route_mismatch_blocked"
@ -1145,28 +1240,28 @@ function composeAssistantAnswer(input) {
    }
    if (input.groundingCheck.status === "no_grounded_answer" && okResults.length === 0 && !hasBroadMinimumEvidenceSignal) {
        return {
-            assistant_reply: "Пока не удалось собрать предметно подтвержденный ответ по вашему вопросу. Нужны дополнительные уточнения по периоду или объекту проверки.",
+            assistant_reply: "РџРѕРєР° РЅРµ СѓРґР°Р»РѕСЃСЊ СЃРѕР±СЂР°С‚СЊ РїСЂРµРґРјРµС‚РЅРѕ РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅС‹Р№ РѕС‚РІРµС‚ РїРѕ РІР°С€РµРјСѓ РІРѕРїСЂРѕСЃСѓ. РќСѓР¶РЅС‹ РґРѕРїРѕР»РЅРёС‚РµР»СЊРЅС‹Рµ СѓС‚РѕС‡РЅРµРЅРёСЏ РїРѕ РїРµСЂРёРѕРґСѓ РёР»Рё РѕР±СЉРµРєС‚Сѓ РїСЂРѕРІРµСЂРєРё.",
            fallback_type: fallbackType,
            reply_type: "no_grounded_answer"
        };
    }
    if (hasBroadClarificationSignal && okResults.length === 0 && partialResults.length === 0) {
        return {
-            assistant_reply: "Запрос слишком широкий для надежного вывода по текущей опоре. Уточните период, участок учета или объект проверки, после чего я дам предметный результат.",
+            assistant_reply: "Р—Р°РїСЂРѕСЃ СЃР»РёС€РєРѕРј С€РёСЂРѕРєРёР№ РґР»СЏ РЅР°РґРµР¶РЅРѕРіРѕ РІС‹РІРѕРґР° РїРѕ С‚РµРєСѓС‰РµР№ РѕРїРѕСЂРµ. РЈС‚РѕС‡РЅРёС‚Рµ РїРµСЂРёРѕРґ, СѓС‡Р°СЃС‚РѕРє СѓС‡РµС‚Р° РёР»Рё РѕР±СЉРµРєС‚ РїСЂРѕРІРµСЂРєРё, РїРѕСЃР»Рµ С‡РµРіРѕ СЏ РґР°Рј РїСЂРµРґРјРµС‚РЅС‹Р№ СЂРµР·СѓР»СЊС‚Р°С‚.",
            fallback_type: "clarification",
            reply_type: "clarification_required"
        };
    }
    if (fallbackType === "clarification" && okResults.length === 0 && partialResults.length === 0) {
        return {
-            assistant_reply: "Уточните, пожалуйста, период, счет, документ или контрагента, чтобы закрыть все части вопроса корректно.",
+            assistant_reply: "РЈС‚РѕС‡РЅРёС‚Рµ, РїРѕР¶Р°Р»СѓР№СЃС‚Р°, РїРµСЂРёРѕРґ, СЃС‡РµС‚, РґРѕРєСѓРјРµРЅС‚ РёР»Рё РєРѕРЅС‚СЂР°РіРµРЅС‚Р°, С‡С‚РѕР±С‹ Р·Р°РєСЂС‹С‚СЊ РІСЃРµ С‡Р°СЃС‚Рё РІРѕРїСЂРѕСЃР° РєРѕСЂСЂРµРєС‚РЅРѕ.",
            fallback_type: "clarification",
            reply_type: "clarification_required"
        };
    }
    if (errorResults.length > 0 && okResults.length === 0 && partialResults.length === 0) {
        return {
-            assistant_reply: "Не удалось получить данные из контура. Попробуйте повторить запрос или уточнить формулировку.",
+            assistant_reply: "РќРµ СѓРґР°Р»РѕСЃСЊ РїРѕР»СѓС‡РёС‚СЊ РґР°РЅРЅС‹Рµ РёР· РєРѕРЅС‚СѓСЂР°. РџРѕРїСЂРѕР±СѓР№С‚Рµ РїРѕРІС‚РѕСЂРёС‚СЊ Р·Р°РїСЂРѕСЃ РёР»Рё СѓС‚РѕС‡РЅРёС‚СЊ С„РѕСЂРјСѓР»РёСЂРѕРІРєСѓ.",
            fallback_type: fallbackType,
            reply_type: "backend_error"
        };
@ -1180,7 +1275,7 @@ function composeAssistantAnswer(input) {
    }
    if (okResults.length === 0 && partialResults.length === 0 && emptyResults.length > 0) {
        return {
-            assistant_reply: "По заданному условию в текущем срезе данных явных проблемных записей не найдено.",
+            assistant_reply: "РџРѕ Р·Р°РґР°РЅРЅРѕРјСѓ СѓСЃР»РѕРІРёСЋ РІ С‚РµРєСѓС‰РµРј СЃСЂРµР·Рµ РґР°РЅРЅС‹С… СЏРІРЅС‹С… РїСЂРѕР±Р»РµРјРЅС‹С… Р·Р°РїРёСЃРµР№ РЅРµ РЅР°Р№РґРµРЅРѕ.",
            fallback_type: fallbackType,
            reply_type: "empty_but_valid"
        };
@ -1190,7 +1285,9 @@ function composeAssistantAnswer(input) {
        input.coverageReport.clarification_needed_for.length > 0 ||
        input.coverageReport.out_of_scope_requirements.length > 0 ||
        input.groundingCheck.status === "partial" ||
-        errorResults.length > 0;
+        errorResults.length > 0 ||
+        legacyLimitationReasonCodes.includes("weak_source_mapping") ||
+        legacyLimitationReasonCodes.includes("missing_mechanism");
    if (okResults.length > 0 && hasPartialCoverage) {
        return {
            assistant_reply: composeExplainableAnswer(input, "partial"),
@ -1206,7 +1303,7 @@ function composeAssistantAnswer(input) {
        };
    }
    return {
-        assistant_reply: "По текущему запросу не удалось построить обоснованный ответ. Уточните формулировку и попробуйте снова.",
+        assistant_reply: "РџРѕ С‚РµРєСѓС‰РµРјСѓ Р·Р°РїСЂРѕСЃСѓ РЅРµ СѓРґР°Р»РѕСЃСЊ РїРѕСЃС‚СЂРѕРёС‚СЊ РѕР±РѕСЃРЅРѕРІР°РЅРЅС‹Р№ РѕС‚РІРµС‚. РЈС‚РѕС‡РЅРёС‚Рµ С„РѕСЂРјСѓР»РёСЂРѕРІРєСѓ Рё РїРѕРїСЂРѕР±СѓР№С‚Рµ СЃРЅРѕРІР°.",
        fallback_type: "unknown",
        reply_type: "backend_error"
    };
--- a/llm_normalizer/backend/dist/services/assistantDataLayer.js
+++ b/llm_normalizer/backend/dist/services/assistantDataLayer.js
@ -917,10 +917,10 @@ class AssistantDataLayer {
            result = this.executeRisk(fragmentText, data);
        }
        else if (route === "batch_refresh_then_store") {
-            result = this.executeBatch(data);
+            result = this.executeBatch(fragmentText, data);
        }
        else if (route === "store_canonical") {
-            result = this.executeCanonical(data);
+            result = this.executeCanonical(fragmentText, data);
        }
        else if (route === "live_mcp_drilldown") {
            result = this.executeDrilldown(fragmentText, data);
@ -1207,7 +1207,9 @@ class AssistantDataLayer {
            errors: []
        };
    }
-    executeRisk(_fragmentText, data) {
+    executeRisk(fragmentText, data) {
+        const semanticProfile = buildSemanticRetrievalProfile(fragmentText);
+        const profileRiskFactors = semanticProfile.anomaly_patterns;
        const records = [...data.problemCases, ...data.ndsRegisters];
        const scored = records
            .map((record) => {
@ -1258,12 +1260,15 @@ class AssistantDataLayer {
                items: [],
                summary: {
                    checked_records: records.length,
-                    risky_records: 0
+                    risky_records: 0,
+                    query_subject: semanticProfile.query_subject,
+                    semantic_profile: semanticProfile,
+                    ranking_basis: semanticProfile.ranking_basis
                },
                evidence: [],
                why_included: [],
                selection_reason: ["Р РёСЃРє-РѕС†РµРЅРєР° РІС‹РїРѕР»РЅСЏР»Р°СЃСЊ РїРѕ С‚РµС…РЅРёС‡РµСЃРєРёРј РїСЂРёР·РЅР°РєР°Рј, РЅРѕ Р·Р°РїРёСЃРё РІС‹С€Рµ РїРѕСЂРѕРіР° РЅРµ РЅР°Р№РґРµРЅС‹."],
-                risk_factors: [],
+                risk_factors: profileRiskFactors,
                business_interpretation: ["РџРѕ С‚РµРєСѓС‰РµРјСѓ СЃСЂРµР·Сѓ СЏРІРЅС‹Рµ СЂРёСЃРє-РїСЂРёР·РЅР°РєРё РЅРµ РѕР±РЅР°СЂСѓР¶РµРЅС‹."],
                confidence: "medium",
                limitations: ["РћС†РµРЅРєР° РѕСЃРЅРѕРІР°РЅР° РЅР° snapshot-РґР°РЅРЅС‹С… Рё СЌРІСЂРёСЃС‚РёС‡РµСЃРєРѕРј risk score."],
@ -1271,6 +1276,13 @@ class AssistantDataLayer {
            };
        }
        const averageScore = items.reduce((acc, item) => acc + item.risk_score, 0) / items.length;
+        const normalizedRiskFactors = uniqueStrings([
+            ...profileRiskFactors,
+            "unknown_link_count",
+            "zero_guid_values",
+            "navigation_links",
+            "missing_counterparty_link"
+        ]);
        return {
            status: "ok",
            result_type: "list",
@ -1278,7 +1290,10 @@ class AssistantDataLayer {
            summary: {
                checked_records: records.length,
                risky_records: items.length,
-                average_risk_score: Number(averageScore.toFixed(2))
+                average_risk_score: Number(averageScore.toFixed(2)),
+                query_subject: semanticProfile.query_subject,
+                semantic_profile: semanticProfile,
+                ranking_basis: semanticProfile.ranking_basis
            },
            evidence: items.slice(0, 10).map((item) => ({
                source_entity: item.source_entity,
@ -1287,21 +1302,18 @@ class AssistantDataLayer {
            })),
            why_included: ["Р’ РѕС‚РІРµС‚ РІРєР»СЋС‡РµРЅС‹ Р·Р°РїРёСЃРё СЃ risk_score >= 2."],
            selection_reason: [
-                "score СЂР°СЃС‚РµС‚ РїСЂРё unknown links, zero GUID, РЅР°РІРёРіР°С†РёРѕРЅРЅС‹С… СЃСЃС‹Р»РєР°С… Рё РѕС‚СЃСѓС‚СЃС‚РІРёРё СЏРІРЅРѕРіРѕ РєРѕРЅС‚СЂР°РіРµРЅС‚Р°."
-            ],
-            risk_factors: [
-                "unknown_link_count",
-                "zero_guid_values",
-                "navigation_links",
-                "missing_counterparty_link"
+                "score СЂР°СЃС‚РµС‚ РїСЂРё unknown links, zero GUID, РЅР°РІРёРіР°С†РёРѕРЅРЅС‹С… СЃСЃС‹Р»РєР°С… Рё РѕС‚СЃСѓС‚СЃС‚РІРёРё СЏРІРЅРѕРіРѕ РєРѕРЅС‚СЂР°РіРµРЅС‚Р°.",
+                `Semantic profile subject: ${semanticProfile.query_subject}.`
            ],
+            risk_factors: normalizedRiskFactors,
            business_interpretation: ["РС‚Рё Р·Р°РїРёСЃРё С‚СЂРµР±СѓСЋС‚ РїРµСЂРІРёС‡РЅРѕР№ Р±СѓС…РіР°Р»С‚РµСЂСЃРєРѕР№ РїСЂРѕРІРµСЂРєРё РєР°Рє РїРѕС‚РµРЅС†РёР°Р»СЊРЅС‹Рµ Р°РЅРѕРјР°Р»РёРё."],
            confidence: "high",
            limitations: ["Р РёСЃРє-С„Р°РєС‚РѕСЂС‹ РѕРїСЂРµРґРµР»СЏСЋС‚СЃСЏ СЌРІСЂРёСЃС‚РёРєРѕР№, Р° РЅРµ РїРѕР»РЅС‹Рј РЅР°Р±РѕСЂРѕРј Р±РёР·РЅРµСЃ-РїСЂР°РІРёР» 1РЎ."],
            errors: []
        };
    }
-    executeBatch(data) {
+    executeBatch(fragmentText, data) {
+        const semanticProfile = buildSemanticRetrievalProfile(fragmentText);
        const source = [...data.problemCases, ...data.keyFields, ...data.docs];
        const byEntity = new Map();
        for (const record of source) {
@ -1321,7 +1333,10 @@ class AssistantDataLayer {
            items,
            summary: {
                checked_records: source.length,
-                ranked_entities: items.length
+                ranked_entities: items.length,
+                query_subject: semanticProfile.query_subject,
+                semantic_profile: semanticProfile,
+                ranking_basis: semanticProfile.ranking_basis
            },
            evidence: items.slice(0, 5).map((item) => ({
                entity: item.entity,
@ -1329,17 +1344,20 @@ class AssistantDataLayer {
            })),
            why_included: items.length > 0 ? ["РџРѕРєР°Р·Р°РЅС‹ СЃСѓС‰РЅРѕСЃС‚Рё СЃ РјР°РєСЃРёРјР°Р»СЊРЅС‹Рј РєРѕР»РёС‡РµСЃС‚РІРѕРј Р·Р°РїРёСЃРµР№."] : [],
            selection_reason: ["Р Р°РЅР¶РёСЂРѕРІР°РЅРёРµ РІС‹РїРѕР»РЅРµРЅРѕ РїРѕ records_count РїРѕ СѓР±С‹РІР°РЅРёСЋ."],
-            risk_factors: ["Р’С‹СЃРѕРєРёР№ РѕР±СЉРµРј Р·Р°РїРёСЃРµР№ РїРѕ СЃСѓС‰РЅРѕСЃС‚Рё РїРѕРІС‹С€Р°РµС‚ РїСЂРёРѕСЂРёС‚РµС‚ РїСЂРѕРІРµСЂРєРё."],
+            risk_factors: uniqueStrings(["entity_volume_spike", ...semanticProfile.anomaly_patterns]),
            business_interpretation: [
-                "РЎСѓС‰РЅРѕСЃС‚Рё РІ С‚РѕРїРµ СЂР°РЅРіР° С‡Р°С‰Рµ РґР°СЋС‚ РЅР°РёР±РѕР»СЊС€РёР№ РІРєР»Р°Рґ РІ РїСЂРѕР±Р»РµРјРЅС‹Р№ РѕР±СЉРµРј Рё С‚СЂРµР±СѓСЋС‚ РїСЂРёРѕСЂРёС‚РµС‚РЅРѕРіРѕ Р°СѓРґРёС‚Р°."
+                "Top entities by volume highlight where lifecycle-focused review should start first."
            ],
            confidence: "medium",
            limitations: ["Р Р°РЅР¶РёСЂРѕРІР°РЅРёРµ РїРѕ РѕР±СЉРµРјСѓ РЅРµ РІСЃРµРіРґР° СЌРєРІРёРІР°Р»РµРЅС‚РЅРѕ Р±РёР·РЅРµСЃ-СЂРёСЃРєСѓ."],
            errors: []
        };
    }
-    executeCanonical(data) {
-        const items = data.docs
+    executeCanonical(fragmentText, data) {
+        const semanticProfile = buildSemanticRetrievalProfile(fragmentText);
+        const useVatSource = semanticProfile.domain_scope.includes("vat") || semanticProfile.domain_scope.includes("taxes");
+        const sourceRecords = useVatSource ? [...data.ndsRegisters, ...data.keyFields] : data.docs;
+        const items = sourceRecords
            .map((record) => {
            const period = extractDate(record);
            return {
@ -1360,8 +1378,11 @@ class AssistantDataLayer {
            result_type: "list",
            items,
            summary: {
-                checked_records: data.docs.length,
-                returned_records: items.length
+                checked_records: sourceRecords.length,
+                returned_records: items.length,
+                query_subject: semanticProfile.query_subject,
+                semantic_profile: semanticProfile,
+                ranking_basis: semanticProfile.ranking_basis
            },
            evidence: items.slice(0, 6).map((item) => ({
                source_entity: item.source_entity,
@ -1369,8 +1390,11 @@ class AssistantDataLayer {
                period: item.period
            })),
            why_included: items.length > 0 ? ["РџРѕРєР°Р·Р°РЅС‹ РїРѕСЃР»РµРґРЅРёРµ РїРѕ РґР°С‚Рµ Р·Р°РїРёСЃРё РєР°РЅРѕРЅРёС‡РµСЃРєРѕРіРѕ РґРѕРєСѓРјРµРЅС‚РЅРѕРіРѕ СЃР»РѕСЏ."] : [],
-            selection_reason: ["РћС‚Р±РѕСЂ РїРѕ РјР°РєСЃРёРјР°Р»СЊРЅРѕР№ РґР°С‚Рµ РґРѕРєСѓРјРµРЅС‚Р° РІ РїСЂРµРґРµР»Р°С… snapshot."],
-            risk_factors: [],
+            selection_reason: [
+                "РћС‚Р±РѕСЂ РїРѕ РјР°РєСЃРёРјР°Р»СЊРЅРѕР№ РґР°С‚Рµ РґРѕРєСѓРјРµРЅС‚Р° РІ РїСЂРµРґРµР»Р°С… snapshot.",
+                `Semantic profile subject: ${semanticProfile.query_subject}.`
+            ],
+            risk_factors: semanticProfile.anomaly_patterns,
            business_interpretation: ["РЎР»РѕР№ РѕС‚СЂР°Р¶Р°РµС‚ Р±Р°Р·РѕРІС‹Р№ factual-СЃСЂРµР· РґРѕРєСѓРјРµРЅС‚РѕРІ РґР»СЏ РѕРїРµСЂР°С‚РёРІРЅРѕР№ СЃРІРµСЂРєРё."],
            confidence: "high",
            limitations: ["РС‚Рѕ read-only snapshot, Р° РЅРµ РѕРЅР»Р°Р№РЅ-СЃРѕСЃС‚РѕСЏРЅРёРµ 1РЎ."],
--- a/llm_normalizer/backend/dist/services/lifecycleRuntime.js
+++ b/llm_normalizer/backend/dist/services/lifecycleRuntime.js
@ -32,18 +32,92 @@ function includesAny(source, patterns) {
 function hasToken(values, pattern) {
    return values.some((value) => pattern.test(value));
 }
-function defaultExpectedState(domain) {
-    if (domain === "bank_settlement")
-        return "settlement_closed";
-    if (domain === "customer_settlement")
-        return "receivable_closed";
-    if (domain === "deferred_expense")
-        return "fully_written_off";
-    if (domain === "fixed_asset")
-        return "depreciation_active";
-    if (domain === "vat_flow")
-        return "vat_deducted";
-    return "close_completed";
+function normalizeStateToken(value) {
+    return value.trim().toLowerCase();
+}
+function resolveStateCode(model, stateCode) {
+    if (!stateCode || typeof stateCode !== "string") {
+        return null;
+    }
+    const normalized = normalizeStateToken(stateCode);
+    const matched = model.states.find((state) => normalizeStateToken(state.state_code) === normalized);
+    return matched?.state_code ?? null;
+}
+function defaultInitialState(model) {
+    const initial = model.states.find((state) => state.state_class === "initial");
+    if (initial) {
+        return initial.state_code;
+    }
+    return model.states[0]?.state_code ?? "unknown_state";
+}
+function defaultExpectedState(model) {
+    const terminal = model.states.find((state) => state.is_terminal || state.state_class === "terminal");
+    if (terminal) {
+        return terminal.state_code;
+    }
+    const active = model.states.find((state) => state.state_class === "active");
+    if (active) {
+        return active.state_code;
+    }
+    return defaultInitialState(model);
+}
+function expectedTransitionAdjacency(model) {
+    const graph = new Map();
+    for (const transition of model.transitions) {
+        if (transition.transition_type !== "expected") {
+            continue;
+        }
+        const from = transition.from_state;
+        const to = transition.to_state;
+        const current = graph.get(from) ?? [];
+        if (!current.includes(to)) {
+            current.push(to);
+        }
+        graph.set(from, current);
+    }
+    return graph;
+}
+function shortestExpectedPath(model, fromState, toState) {
+    if (fromState === toState) {
+        return [fromState];
+    }
+    const graph = expectedTransitionAdjacency(model);
+    const queue = [[fromState]];
+    const visited = new Set([fromState]);
+    while (queue.length > 0) {
+        const path = queue.shift();
+        if (!path) {
+            continue;
+        }
+        const tail = path[path.length - 1];
+        const nextStates = graph.get(tail) ?? [];
+        for (const nextState of nextStates) {
+            if (visited.has(nextState)) {
+                continue;
+            }
+            const nextPath = [...path, nextState];
+            if (nextState === toState) {
+                return nextPath;
+            }
+            visited.add(nextState);
+            queue.push(nextPath);
+        }
+    }
+    return null;
+}
+function transitionEdgeLabel(fromState, toState) {
+    return `${fromState}->${toState}`;
+}
+function resolvePreviousStates(model, currentState) {
+    const initialState = defaultInitialState(model);
+    if (initialState === currentState) {
+        return [];
+    }
+    const path = shortestExpectedPath(model, initialState, currentState);
+    if (!path || path.length <= 1) {
+        return [];
+    }
+    return path.slice(0, -1);
 }
 const LIFECYCLE_DOMAIN_MODELS = {
    bank_settlement: {
@ -53,53 +127,53 @@ const LIFECYCLE_DOMAIN_MODELS = {
        states: [
            {
                state_code: "initiated_payment",
-                state_label: "Платеж инициирован",
+                state_label: "РџР»Р°С‚РµР¶ РёРЅРёС†РёРёСЂРѕРІР°РЅ",
                state_class: "initial",
                entry_conditions: ["payment_order_created"],
                exit_conditions: ["bank_recorded"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "Есть инициирование платежа."
+                business_meaning: "Р•СЃС‚СЊ РёРЅРёС†РёРёСЂРѕРІР°РЅРёРµ РїР»Р°С‚РµР¶Р°."
            },
            {
                state_code: "bank_recorded",
-                state_label: "Платеж отражен банком",
+                state_label: "РџР»Р°С‚РµР¶ РѕС‚СЂР°Р¶РµРЅ Р±Р°РЅРєРѕРј",
                state_class: "active",
                entry_conditions: ["bank_statement_recorded"],
                exit_conditions: ["settlement_linked"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "Движение денег зафиксировано, ожидается расчетное закрытие."
+                business_meaning: "Р”РІРёР¶РµРЅРёРµ РґРµРЅРµРі Р·Р°С„РёРєСЃРёСЂРѕРІР°РЅРѕ, РѕР¶РёРґР°РµС‚СЃСЏ СЂР°СЃС‡РµС‚РЅРѕРµ Р·Р°РєСЂС‹С‚РёРµ."
            },
            {
                state_code: "settlement_closed",
-                state_label: "Расчет закрыт",
+                state_label: "Р Р°СЃС‡РµС‚ Р·Р°РєСЂС‹С‚",
                state_class: "terminal",
                entry_conditions: ["payment_to_settlement_linked"],
                exit_conditions: [],
                is_terminal: true,
                is_problematic: false,
-                business_meaning: "Платеж доведен до расчетного результата."
+                business_meaning: "РџР»Р°С‚РµР¶ РґРѕРІРµРґРµРЅ РґРѕ СЂР°СЃС‡РµС‚РЅРѕРіРѕ СЂРµР·СѓР»СЊС‚Р°С‚Р°."
            },
            {
                state_code: "stale_unlinked_payment",
-                state_label: "Платеж завис без закрытия",
+                state_label: "РџР»Р°С‚РµР¶ Р·Р°РІРёСЃ Р±РµР· Р·Р°РєСЂС‹С‚РёСЏ",
                state_class: "problematic",
                entry_conditions: ["bank_recorded", "missing_link"],
                exit_conditions: ["settlement_closed"],
                is_terminal: false,
                is_problematic: true,
-                business_meaning: "Платеж отражен, но ожидаемая связь по расчету не завершена."
+                business_meaning: "РџР»Р°С‚РµР¶ РѕС‚СЂР°Р¶РµРЅ, РЅРѕ РѕР¶РёРґР°РµРјР°СЏ СЃРІСЏР·СЊ РїРѕ СЂР°СЃС‡РµС‚Сѓ РЅРµ Р·Р°РІРµСЂС€РµРЅР°."
            },
            {
                state_code: "misclosed_payment",
-                state_label: "Платеж закрыт некорректно",
+                state_label: "РџР»Р°С‚РµР¶ Р·Р°РєСЂС‹С‚ РЅРµРєРѕСЂСЂРµРєС‚РЅРѕ",
                state_class: "problematic",
                entry_conditions: ["wrong_document_type_or_posting_mismatch"],
                exit_conditions: ["settlement_closed"],
                is_terminal: false,
                is_problematic: true,
-                business_meaning: "Формальное закрытие есть, но путь закрытия неверный."
+                business_meaning: "Р¤РѕСЂРјР°Р»СЊРЅРѕРµ Р·Р°РєСЂС‹С‚РёРµ РµСЃС‚СЊ, РЅРѕ РїСѓС‚СЊ Р·Р°РєСЂС‹С‚РёСЏ РЅРµРІРµСЂРЅС‹Р№."
            }
        ],
        transitions: [
@ -110,7 +184,7 @@ const LIFECYCLE_DOMAIN_MODELS = {
                required_evidence: ["bank_statement_recorded"],
                optional_evidence: ["payment_order"],
                forbidden_conditions: [],
-                business_meaning: "Платеж должен появиться во выписке."
+                business_meaning: "РџР»Р°С‚РµР¶ РґРѕР»Р¶РµРЅ РїРѕСЏРІРёС‚СЊСЃСЏ РІРѕ РІС‹РїРёСЃРєРµ."
            },
            {
                from_state: "bank_recorded",
@ -119,7 +193,7 @@ const LIFECYCLE_DOMAIN_MODELS = {
                required_evidence: ["payment_to_settlement_link"],
                optional_evidence: ["document_to_posting"],
                forbidden_conditions: ["wrong_document_type"],
-                business_meaning: "После выписки должен закрываться расчет."
+                business_meaning: "РџРѕСЃР»Рµ РІС‹РїРёСЃРєРё РґРѕР»Р¶РµРЅ Р·Р°РєСЂС‹РІР°С‚СЊСЃСЏ СЂР°СЃС‡РµС‚."
            }
        ],
        defects: []
@ -131,43 +205,43 @@ const LIFECYCLE_DOMAIN_MODELS = {
        states: [
            {
                state_code: "invoice_issued",
-                state_label: "Реализация отражена",
+                state_label: "Р РµР°Р»РёР·Р°С†РёСЏ РѕС‚СЂР°Р¶РµРЅР°",
                state_class: "initial",
                entry_conditions: ["realization_document_exists"],
                exit_conditions: ["payment_recorded"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "Возникла дебиторская позиция."
+                business_meaning: "Р’РѕР·РЅРёРєР»Р° РґРµР±РёС‚РѕСЂСЃРєР°СЏ РїРѕР·РёС†РёСЏ."
            },
            {
                state_code: "payment_recorded",
-                state_label: "Оплата отражена",
+                state_label: "РћРїР»Р°С‚Р° РѕС‚СЂР°Р¶РµРЅР°",
                state_class: "active",
                entry_conditions: ["payment_document_exists"],
                exit_conditions: ["receivable_closed"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "Оплата есть, ожидается корректное закрытие."
+                business_meaning: "РћРїР»Р°С‚Р° РµСЃС‚СЊ, РѕР¶РёРґР°РµС‚СЃСЏ РєРѕСЂСЂРµРєС‚РЅРѕРµ Р·Р°РєСЂС‹С‚РёРµ."
            },
            {
                state_code: "receivable_closed",
-                state_label: "Дебиторка закрыта",
+                state_label: "Р”РµР±РёС‚РѕСЂРєР° Р·Р°РєСЂС‹С‚Р°",
                state_class: "terminal",
                entry_conditions: ["closing_document_linked"],
                exit_conditions: [],
                is_terminal: true,
                is_problematic: false,
-                business_meaning: "Дебиторская позиция закрыта корректно."
+                business_meaning: "Р”РµР±РёС‚РѕСЂСЃРєР°СЏ РїРѕР·РёС†РёСЏ Р·Р°РєСЂС‹С‚Р° РєРѕСЂСЂРµРєС‚РЅРѕ."
            },
            {
                state_code: "stale_receivable",
-                state_label: "Дебиторка зависла",
+                state_label: "Р”РµР±РёС‚РѕСЂРєР° Р·Р°РІРёСЃР»Р°",
                state_class: "problematic",
                entry_conditions: ["unresolved_settlement"],
                exit_conditions: ["receivable_closed"],
                is_terminal: false,
                is_problematic: true,
-                business_meaning: "Позиция остается незавершенной дольше ожидаемого."
+                business_meaning: "РџРѕР·РёС†РёСЏ РѕСЃС‚Р°РµС‚СЃСЏ РЅРµР·Р°РІРµСЂС€РµРЅРЅРѕР№ РґРѕР»СЊС€Рµ РѕР¶РёРґР°РµРјРѕРіРѕ."
            }
        ],
        transitions: [
@ -178,7 +252,7 @@ const LIFECYCLE_DOMAIN_MODELS = {
                required_evidence: ["payment_document_exists"],
                optional_evidence: [],
                forbidden_conditions: [],
-                business_meaning: "После реализации ожидается оплата/зачет."
+                business_meaning: "РџРѕСЃР»Рµ СЂРµР°Р»РёР·Р°С†РёРё РѕР¶РёРґР°РµС‚СЃСЏ РѕРїР»Р°С‚Р°/Р·Р°С‡РµС‚."
            },
            {
                from_state: "payment_recorded",
@ -187,7 +261,7 @@ const LIFECYCLE_DOMAIN_MODELS = {
                required_evidence: ["closing_document_linked"],
                optional_evidence: ["register_movement_exists"],
                forbidden_conditions: ["cross_branch_inconsistency"],
-                business_meaning: "Оплата должна завершаться корректным закрытием расчета."
+                business_meaning: "РћРїР»Р°С‚Р° РґРѕР»Р¶РЅР° Р·Р°РІРµСЂС€Р°С‚СЊСЃСЏ РєРѕСЂСЂРµРєС‚РЅС‹Рј Р·Р°РєСЂС‹С‚РёРµРј СЂР°СЃС‡РµС‚Р°."
            }
        ],
        defects: []
@ -199,43 +273,43 @@ const LIFECYCLE_DOMAIN_MODELS = {
        states: [
            {
                state_code: "recognized",
-                state_label: "РБП признан",
+                state_label: "Р Р‘Рџ РїСЂРёР·РЅР°РЅ",
                state_class: "initial",
                entry_conditions: ["deferred_expense_created"],
                exit_conditions: ["writeoff_started"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "РБП поставлен на учет."
+                business_meaning: "Р Р‘Рџ РїРѕСЃС‚Р°РІР»РµРЅ РЅР° СѓС‡РµС‚."
            },
            {
                state_code: "partially_written_off",
-                state_label: "Частичное списание",
+                state_label: "Р§Р°СЃС‚РёС‡РЅРѕРµ СЃРїРёСЃР°РЅРёРµ",
                state_class: "active",
                entry_conditions: ["partial_writeoff_exists"],
                exit_conditions: ["fully_written_off"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "Списание идет по графику."
+                business_meaning: "РЎРїРёСЃР°РЅРёРµ РёРґРµС‚ РїРѕ РіСЂР°С„РёРєСѓ."
            },
            {
                state_code: "fully_written_off",
-                state_label: "РБП полностью списан",
+                state_label: "Р Р‘Рџ РїРѕР»РЅРѕСЃС‚СЊСЋ СЃРїРёСЃР°РЅ",
                state_class: "terminal",
                entry_conditions: ["full_writeoff_exists"],
                exit_conditions: [],
                is_terminal: true,
                is_problematic: false,
-                business_meaning: "РБП завершил lifecycle."
+                business_meaning: "Р Р‘Рџ Р·Р°РІРµСЂС€РёР» lifecycle."
            },
            {
                state_code: "overdue_writeoff",
-                state_label: "Просроченное списание",
+                state_label: "РџСЂРѕСЃСЂРѕС‡РµРЅРЅРѕРµ СЃРїРёСЃР°РЅРёРµ",
                state_class: "problematic",
                entry_conditions: ["period_boundary", "missing_link"],
                exit_conditions: ["fully_written_off"],
                is_terminal: false,
                is_problematic: true,
-                business_meaning: "РБП живет дольше допустимого окна."
+                business_meaning: "Р Р‘Рџ Р¶РёРІРµС‚ РґРѕР»СЊС€Рµ РґРѕРїСѓСЃС‚РёРјРѕРіРѕ РѕРєРЅР°."
            }
        ],
        transitions: [],
@ -248,53 +322,53 @@ const LIFECYCLE_DOMAIN_MODELS = {
        states: [
            {
                state_code: "capitalized",
-                state_label: "Капвложения отражены",
+                state_label: "РљР°РїРІР»РѕР¶РµРЅРёСЏ РѕС‚СЂР°Р¶РµРЅС‹",
                state_class: "initial",
                entry_conditions: ["capitalization_document_exists"],
                exit_conditions: ["accepted_for_accounting"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "Объект зафиксирован как вложение."
+                business_meaning: "РћР±СЉРµРєС‚ Р·Р°С„РёРєСЃРёСЂРѕРІР°РЅ РєР°Рє РІР»РѕР¶РµРЅРёРµ."
            },
            {
                state_code: "accepted_for_accounting",
-                state_label: "Принят к учету",
+                state_label: "РџСЂРёРЅСЏС‚ Рє СѓС‡РµС‚Сѓ",
                state_class: "active",
                entry_conditions: ["acceptance_document_exists"],
                exit_conditions: ["depreciation_active"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "Объект переведен в основной контур учета."
+                business_meaning: "РћР±СЉРµРєС‚ РїРµСЂРµРІРµРґРµРЅ РІ РѕСЃРЅРѕРІРЅРѕР№ РєРѕРЅС‚СѓСЂ СѓС‡РµС‚Р°."
            },
            {
                state_code: "depreciation_active",
-                state_label: "Амортизация активна",
+                state_label: "РђРјРѕСЂС‚РёР·Р°С†РёСЏ Р°РєС‚РёРІРЅР°",
                state_class: "active",
                entry_conditions: ["depreciation_register_movement"],
                exit_conditions: ["disposed"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "Жизненный цикл ОС идет штатно."
+                business_meaning: "Р–РёР·РЅРµРЅРЅС‹Р№ С†РёРєР» РћРЎ РёРґРµС‚ С€С‚Р°С‚РЅРѕ."
            },
            {
                state_code: "contradictory_asset_state",
-                state_label: "Противоречивый статус ОС",
+                state_label: "РџСЂРѕС‚РёРІРѕСЂРµС‡РёРІС‹Р№ СЃС‚Р°С‚СѓСЃ РћРЎ",
                state_class: "problematic",
                entry_conditions: ["posting_mismatch_or_wrong_path"],
                exit_conditions: ["depreciation_active"],
                is_terminal: false,
                is_problematic: true,
-                business_meaning: "Статус ОС формально есть, но смыслово противоречив."
+                business_meaning: "РЎС‚Р°С‚СѓСЃ РћРЎ С„РѕСЂРјР°Р»СЊРЅРѕ РµСЃС‚СЊ, РЅРѕ СЃРјС‹СЃР»РѕРІРѕ РїСЂРѕС‚РёРІРѕСЂРµС‡РёРІ."
            },
            {
                state_code: "disposed",
-                state_label: "Выбыл",
+                state_label: "Р’С‹Р±С‹Р»",
                state_class: "terminal",
                entry_conditions: ["disposal_document_exists"],
                exit_conditions: [],
                is_terminal: true,
                is_problematic: false,
-                business_meaning: "Жизненный цикл ОС завершен."
+                business_meaning: "Р–РёР·РЅРµРЅРЅС‹Р№ С†РёРєР» РћРЎ Р·Р°РІРµСЂС€РµРЅ."
            }
        ],
        transitions: [],
@ -307,43 +381,43 @@ const LIFECYCLE_DOMAIN_MODELS = {
        states: [
            {
                state_code: "vat_registered",
-                state_label: "НДС отражен документно",
+                state_label: "РќР”РЎ РѕС‚СЂР°Р¶РµРЅ РґРѕРєСѓРјРµРЅС‚РЅРѕ",
                state_class: "initial",
                entry_conditions: ["invoice_registered"],
                exit_conditions: ["vat_reflected"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "Сформирован первичный документный слой НДС."
+                business_meaning: "РЎС„РѕСЂРјРёСЂРѕРІР°РЅ РїРµСЂРІРёС‡РЅС‹Р№ РґРѕРєСѓРјРµРЅС‚РЅС‹Р№ СЃР»РѕР№ РќР”РЎ."
            },
            {
                state_code: "vat_reflected",
-                state_label: "НДС отражен в учете",
+                state_label: "РќР”РЎ РѕС‚СЂР°Р¶РµРЅ РІ СѓС‡РµС‚Рµ",
                state_class: "active",
                entry_conditions: ["vat_register_movement"],
                exit_conditions: ["vat_deducted"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "НДС проходит штатную стадию отражения."
+                business_meaning: "РќР”РЎ РїСЂРѕС…РѕРґРёС‚ С€С‚Р°С‚РЅСѓСЋ СЃС‚Р°РґРёСЋ РѕС‚СЂР°Р¶РµРЅРёСЏ."
            },
            {
                state_code: "vat_deducted",
-                state_label: "НДС принят к вычету",
+                state_label: "РќР”РЎ РїСЂРёРЅСЏС‚ Рє РІС‹С‡РµС‚Сѓ",
                state_class: "terminal",
                entry_conditions: ["deduction_confirmed"],
                exit_conditions: [],
                is_terminal: true,
                is_problematic: false,
-                business_meaning: "НДС-цепочка завершена корректно."
+                business_meaning: "РќР”РЎ-С†РµРїРѕС‡РєР° Р·Р°РІРµСЂС€РµРЅР° РєРѕСЂСЂРµРєС‚РЅРѕ."
            },
            {
                state_code: "vat_conflict",
-                state_label: "Конфликт НДС-цепочки",
+                state_label: "РљРѕРЅС„Р»РёРєС‚ РќР”РЎ-С†РµРїРѕС‡РєРё",
                state_class: "problematic",
                entry_conditions: ["cross_branch_inconsistency"],
                exit_conditions: ["vat_reflected"],
                is_terminal: false,
                is_problematic: true,
-                business_meaning: "Бухгалтерская и налоговая ветки расходятся."
+                business_meaning: "Р‘СѓС…РіР°Р»С‚РµСЂСЃРєР°СЏ Рё РЅР°Р»РѕРіРѕРІР°СЏ РІРµС‚РєРё СЂР°СЃС…РѕРґСЏС‚СЃСЏ."
            }
        ],
        transitions: [],
@ -356,53 +430,53 @@ const LIFECYCLE_DOMAIN_MODELS = {
        states: [
            {
                state_code: "preclose_checks",
-                state_label: "Предзакрытие",
+                state_label: "РџСЂРµРґР·Р°РєСЂС‹С‚РёРµ",
                state_class: "active",
                entry_conditions: ["period_scope_detected"],
                exit_conditions: ["close_ready"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "Идет проверка готовности периода."
+                business_meaning: "РРґРµС‚ РїСЂРѕРІРµСЂРєР° РіРѕС‚РѕРІРЅРѕСЃС‚Рё РїРµСЂРёРѕРґР°."
            },
            {
                state_code: "close_ready",
-                state_label: "Готов к закрытию",
+                state_label: "Р“РѕС‚РѕРІ Рє Р·Р°РєСЂС‹С‚РёСЋ",
                state_class: "active",
                entry_conditions: ["no_blockers_detected"],
                exit_conditions: ["close_completed"],
                is_terminal: false,
                is_problematic: false,
-                business_meaning: "Период может быть закрыт."
+                business_meaning: "РџРµСЂРёРѕРґ РјРѕР¶РµС‚ Р±С‹С‚СЊ Р·Р°РєСЂС‹С‚."
            },
            {
                state_code: "close_completed",
-                state_label: "Закрытие завершено",
+                state_label: "Р—Р°РєСЂС‹С‚РёРµ Р·Р°РІРµСЂС€РµРЅРѕ",
                state_class: "terminal",
                entry_conditions: ["close_operation_done"],
                exit_conditions: [],
                is_terminal: true,
                is_problematic: false,
-                business_meaning: "Период закрыт."
+                business_meaning: "РџРµСЂРёРѕРґ Р·Р°РєСЂС‹С‚."
            },
            {
                state_code: "close_blocked",
-                state_label: "Закрытие заблокировано",
+                state_label: "Р—Р°РєСЂС‹С‚РёРµ Р·Р°Р±Р»РѕРєРёСЂРѕРІР°РЅРѕ",
                state_class: "problematic",
                entry_conditions: ["period_close_risk_or_stale_state"],
                exit_conditions: ["close_ready"],
                is_terminal: false,
                is_problematic: true,
-                business_meaning: "Есть lifecycle-дефекты, влияющие на закрытие."
+                business_meaning: "Р•СЃС‚СЊ lifecycle-РґРµС„РµРєС‚С‹, РІР»РёСЏСЋС‰РёРµ РЅР° Р·Р°РєСЂС‹С‚РёРµ."
            },
            {
                state_code: "close_contradicted",
-                state_label: "Закрыт формально, но с противоречием",
+                state_label: "Р—Р°РєСЂС‹С‚ С„РѕСЂРјР°Р»СЊРЅРѕ, РЅРѕ СЃ РїСЂРѕС‚РёРІРѕСЂРµС‡РёРµРј",
                state_class: "problematic",
                entry_conditions: ["misclosed_or_cross_branch_conflict"],
                exit_conditions: ["close_completed"],
                is_terminal: false,
                is_problematic: true,
-                business_meaning: "Формальное закрытие не согласовано с фактическими ветками."
+                business_meaning: "Р¤РѕСЂРјР°Р»СЊРЅРѕРµ Р·Р°РєСЂС‹С‚РёРµ РЅРµ СЃРѕРіР»Р°СЃРѕРІР°РЅРѕ СЃ С„Р°РєС‚РёС‡РµСЃРєРёРјРё РІРµС‚РєР°РјРё."
            }
        ],
        transitions: [],
@ -414,7 +488,7 @@ const SHARED_DEFECTS = [
        defect_code: "missing_expected_transition",
        defect_class: "path",
        severity_hint: "medium",
-        business_meaning: "Ожидаемый переход не произошел.",
+        business_meaning: "РћР¶РёРґР°РµРјС‹Р№ РїРµСЂРµС…РѕРґ РЅРµ РїСЂРѕРёР·РѕС€РµР».",
        evidence_requirements: ["expected_state", "missing_transition_signal"],
        period_impact_potential: "indirect"
    },
@ -422,7 +496,7 @@ const SHARED_DEFECTS = [
        defect_code: "invalid_transition",
        defect_class: "path",
        severity_hint: "high",
-        business_meaning: "Переход произошел по некорректному пути.",
+        business_meaning: "РџРµСЂРµС…РѕРґ РїСЂРѕРёР·РѕС€РµР» РїРѕ РЅРµРєРѕСЂСЂРµРєС‚РЅРѕРјСѓ РїСѓС‚Рё.",
        evidence_requirements: ["invalid_transition_signal"],
        period_impact_potential: "indirect"
    },
@ -430,7 +504,7 @@ const SHARED_DEFECTS = [
        defect_code: "stale_active_state",
        defect_class: "timing",
        severity_hint: "high",
-        business_meaning: "Объект завис в активном состоянии.",
+        business_meaning: "РћР±СЉРµРєС‚ Р·Р°РІРёСЃ РІ Р°РєС‚РёРІРЅРѕРј СЃРѕСЃС‚РѕСЏРЅРёРё.",
        evidence_requirements: ["stale_marker", "missing_transition_signal"],
        period_impact_potential: "direct"
    },
@ -438,7 +512,7 @@ const SHARED_DEFECTS = [
        defect_code: "contradictory_state",
        defect_class: "consistency",
        severity_hint: "high",
-        business_meaning: "Статусы объекта противоречат друг другу.",
+        business_meaning: "РЎС‚Р°С‚СѓСЃС‹ РѕР±СЉРµРєС‚Р° РїСЂРѕС‚РёРІРѕСЂРµС‡Р°С‚ РґСЂСѓРі РґСЂСѓРіСѓ.",
        evidence_requirements: ["contradiction_signal"],
        period_impact_potential: "direct"
    },
@ -446,7 +520,7 @@ const SHARED_DEFECTS = [
        defect_code: "premature_terminal_state",
        defect_class: "closure",
        severity_hint: "medium",
-        business_meaning: "Терминальное состояние наступило преждевременно.",
+        business_meaning: "РўРµСЂРјРёРЅР°Р»СЊРЅРѕРµ СЃРѕСЃС‚РѕСЏРЅРёРµ РЅР°СЃС‚СѓРїРёР»Рѕ РїСЂРµР¶РґРµРІСЂРµРјРµРЅРЅРѕ.",
        evidence_requirements: ["terminal_state", "missing_required_previous_state"],
        period_impact_potential: "indirect"
    },
@ -454,7 +528,7 @@ const SHARED_DEFECTS = [
        defect_code: "misclosed_state",
        defect_class: "closure",
        severity_hint: "high",
-        business_meaning: "Контур формально закрыт, но закрыт неверно.",
+        business_meaning: "РљРѕРЅС‚СѓСЂ С„РѕСЂРјР°Р»СЊРЅРѕ Р·Р°РєСЂС‹С‚, РЅРѕ Р·Р°РєСЂС‹С‚ РЅРµРІРµСЂРЅРѕ.",
        evidence_requirements: ["wrong_closure_path"],
        period_impact_potential: "direct"
    },
@ -462,7 +536,7 @@ const SHARED_DEFECTS = [
        defect_code: "orphan_intermediate_state",
        defect_class: "path",
        severity_hint: "medium",
-        business_meaning: "Промежуточная стадия осталась без корректного продолжения.",
+        business_meaning: "РџСЂРѕРјРµР¶СѓС‚РѕС‡РЅР°СЏ СЃС‚Р°РґРёСЏ РѕСЃС‚Р°Р»Р°СЃСЊ Р±РµР· РєРѕСЂСЂРµРєС‚РЅРѕРіРѕ РїСЂРѕРґРѕР»Р¶РµРЅРёСЏ.",
        evidence_requirements: ["intermediate_state_without_next"],
        period_impact_potential: "indirect"
    },
@ -470,7 +544,7 @@ const SHARED_DEFECTS = [
        defect_code: "cross_branch_state_conflict",
        defect_class: "consistency",
        severity_hint: "high",
-        business_meaning: "Состояния соседних веток учета противоречат друг другу.",
+        business_meaning: "РЎРѕСЃС‚РѕСЏРЅРёСЏ СЃРѕСЃРµРґРЅРёС… РІРµС‚РѕРє СѓС‡РµС‚Р° РїСЂРѕС‚РёРІРѕСЂРµС‡Р°С‚ РґСЂСѓРі РґСЂСѓРіСѓ.",
        evidence_requirements: ["cross_branch_conflict_signal"],
        period_impact_potential: "direct"
    }
@ -489,6 +563,19 @@ class LifecycleRegistryImpl {
    getDomain(domain) {
        return this.models[domain];
    }
+    hasState(domain, stateCode) {
+        const model = this.getDomain(domain);
+        return Boolean(resolveStateCode(model, stateCode));
+    }
+    resolveDefaultExpectedState(domain) {
+        return defaultExpectedState(this.getDomain(domain));
+    }
+    resolveInitialState(domain) {
+        return defaultInitialState(this.getDomain(domain));
+    }
+    findExpectedPath(domain, fromState, toState) {
+        return shortestExpectedPath(this.getDomain(domain), fromState, toState);
+    }
 }
 exports.LifecycleRegistry = new LifecycleRegistryImpl(LIFECYCLE_DOMAIN_MODELS);
 function inferLifecycleDomain(input) {
@ -508,28 +595,81 @@ function inferLifecycleDomain(input) {
    ]
        .join(" ")
        .toLowerCase();
-    if (includesAny(unitTokens, [/\bnds\b/, /\bvat\b/, /\btax\b/, /cross[_\s-]?branch/, /\b19\b/, /\b68\b/])) {
-        return "vat_flow";
-    }
-    if (includesAny(unitTokens, [/\bperiod\b/, /\bclose\b/, /закрыт/, /reporting/]) || input.unit.problem_unit_type === "period_risk_cluster") {
-        return "period_close";
-    }
-    if (includesAny(unitTokens, [/deferred/, /writeoff/, /рбп/, /\b97\b/])) {
+    const hasVatMarkers = includesAny(unitTokens, [
+        /domain_hint:vat_flow/,
+        /\binvoice_to_vat\b/,
+        /\bvat_chain_conflict\b/,
+        /(^|[^a-z0-9])nds([^a-z0-9]|$)/,
+        /(^|[^a-z0-9])vat([^a-z0-9]|$)/,
+        /(^|[^a-z0-9])tax(?:es)?([^a-z0-9]|$)/,
+        /\baccount[_:\s-]?(19|68)\b/
+    ]);
+    const hasDeferredMarkers = includesAny(unitTokens, [
+        /domain_hint:deferred_expense/,
+        /\bdeferred(?:_expense)?\b/,
+        /\bdeferred_expense_to_writeoff\b/,
+        /\bwriteoff\b/,
+        /\bpartially_written_off\b/,
+        /\bfully_written_off\b/,
+        /\baccount[_:\s-]?97\b/
+    ]);
+    const hasFixedAssetMarkers = includesAny(unitTokens, [
+        /domain_hint:fixed_asset/,
+        /\bfixed[_\s-]?asset(?:s)?\b/,
+        /\basset_card_to_depreciation\b/,
+        /\bdepreciation(?:_active)?\b/,
+        /\baccepted_for_accounting\b/,
+        /\bcapitalized\b/,
+        /\baccount[_:\s-]?(01|02|08)\b/
+    ]);
+    const hasPeriodCloseMarkers = includesAny(unitTokens, [
+        /domain_hint:period_close/,
+        /\bperiod[_\s-]?close\b/,
+        /\bperiod_close_risk\b/,
+        /\bclose[_\s-]?risk\b/,
+        /\bclosure[_\s-]?risk\b/,
+        /\bpreclose\b/,
+        /\bmonth[_\s-]?close\b/,
+        /\bperiod_risk\b/
+    ]);
+    if (hasDeferredMarkers) {
        return "deferred_expense";
    }
-    if (includesAny(unitTokens, [/fixed[_\s-]?asset/, /амортиз/, /ос\b/, /\b01\b/, /\b02\b/, /\b08\b/])) {
+    if (hasFixedAssetMarkers) {
        return "fixed_asset";
    }
-    if (includesAny(unitTokens, [/buyer/, /customer/, /дебитор/, /\b62\b/])) {
+    if (hasVatMarkers) {
+        return "vat_flow";
+    }
+    if (hasPeriodCloseMarkers ||
+        input.unit.problem_unit_type === "period_risk_cluster" ||
+        input.unit.period_impact?.impact_class === "close_risk") {
+        return "period_close";
+    }
+    if (includesAny(unitTokens, [/buyer/, /customer/, /\b62\b/])) {
        return "customer_settlement";
    }
+    if (includesAny(unitTokens, [
+        /domain_hint:bank_settlement/,
+        /\bpayment_to_settlement\b/,
+        /\bstatement_to_document\b/,
+        /\bbank_recorded\b/,
+        /\binitiated_payment\b/,
+        /\bsettlement(?:_closed)?\b/
+    ]) ||
+        input.unit.problem_unit_type === "unresolved_settlement_cluster" ||
+        input.unit.problem_unit_type === "broken_chain_segment") {
+        return "bank_settlement";
+    }
+    if (input.unit.problem_unit_type === "cross_branch_inconsistency_cluster") {
+        return "vat_flow";
+    }
+    if (input.unit.problem_unit_type === "lifecycle_anomaly_node") {
+        return "deferred_expense";
+    }
    return "bank_settlement";
 }
 function inferCurrentState(domain, input) {
-    const explicitActual = input.unit.actual_state?.trim();
-    if (explicitActual) {
-        return explicitActual;
-    }
    const anomalies = input.candidates.flatMap((item) => item.anomaly_patterns).map((item) => item.toLowerCase());
    const relations = input.candidates.flatMap((item) => item.relation_pattern_hits).map((item) => item.toLowerCase());
    const hasStale = hasToken(anomalies, /(no_continuation|stale|tail|missing_link|broken_lifecycle|partially_linked)/);
@ -562,7 +702,7 @@ function inferCurrentState(domain, input) {
            return "contradictory_asset_state";
        if (hasToken(relations, /depreciation|amort/))
            return "depreciation_active";
-        if (hasToken(relations, /accept|учет/))
+        if (hasToken(relations, /accept|account/))
            return "accepted_for_accounting";
        return "capitalized";
    }
@ -579,25 +719,42 @@ function inferCurrentState(domain, input) {
        return "close_blocked";
    return "preclose_checks";
 }
-function inferExpectedState(domain, input) {
+function inferExpectedState(domain, input, model) {
    const explicitExpected = input.unit.expected_state?.trim();
    if (explicitExpected) {
        return explicitExpected;
    }
-    return defaultExpectedState(domain);
+    return defaultExpectedState(model);
 }
-function inferMissingTransition(input) {
+function inferMissingTransition(input, model, currentState, expectedState) {
    if (typeof input.unit.failed_expected_edge === "string" && input.unit.failed_expected_edge.trim().length > 0) {
        return input.unit.failed_expected_edge.trim();
    }
    const anomalies = input.candidates.flatMap((item) => item.anomaly_patterns).join(" ").toLowerCase();
-    if (/(missing_link|no_continuation|broken_lifecycle|tail|unresolved)/.test(anomalies)) {
-        return "expected_transition_not_observed";
+    if (!/(missing_link|no_continuation|broken_lifecycle|tail|unresolved)/.test(anomalies)) {
+        return null;
    }
-    return null;
+    if (currentState !== expectedState) {
+        const path = shortestExpectedPath(model, currentState, expectedState);
+        if (path && path.length >= 2) {
+            return transitionEdgeLabel(path[0], path[1]);
+        }
+    }
+    const directExpected = model.transitions.find((transition) => transition.transition_type === "expected" && transition.from_state === currentState);
+    if (directExpected) {
+        return transitionEdgeLabel(directExpected.from_state, directExpected.to_state);
+    }
+    return "expected_transition_not_observed";
 }
-function inferInvalidTransition(input) {
+function inferInvalidTransition(input, model) {
    const anomalies = input.candidates.flatMap((item) => item.anomaly_patterns).join(" ").toLowerCase();
+    for (const transition of model.transitions) {
+        for (const forbiddenCondition of transition.forbidden_conditions) {
+            if (anomalies.includes(forbiddenCondition.toLowerCase())) {
+                return `${transitionEdgeLabel(transition.from_state, transition.to_state)}:forbidden:${forbiddenCondition}`;
+            }
+        }
+    }
    if (/(cross_branch|cross_domain_inconsistency)/.test(anomalies)) {
        return "cross_branch_conflict_transition";
    }
@ -634,6 +791,13 @@ function classifyLifecycleDefect(input) {
    }
    return null;
 }
+function registryBackedDefect(domain, defect) {
+    if (!defect) {
+        return null;
+    }
+    const model = exports.LifecycleRegistry.getDomain(domain);
+    return model.defects.some((definition) => definition.defect_code === defect) ? defect : null;
+}
 function resolutionConfidence(unitConfidence, input) {
    let score = unitConfidence.score;
    if (input.hasExplicitStates)
@ -661,31 +825,40 @@ function staleDurationHint(domain, defect, input) {
    return "unknown_snapshot_window";
 }
 function lifecycleInterpretation(input) {
-    const base = `Текущая стадия: ${input.currentState}; ожидаемая стадия: ${input.expectedState}.`;
+    const base = `РўРµРєСѓС‰Р°СЏ СЃС‚Р°РґРёСЏ: ${input.currentState}; РѕР¶РёРґР°РµРјР°СЏ СЃС‚Р°РґРёСЏ: ${input.expectedState}.`;
    if (input.defect === "stale_active_state") {
-        return `${base} Объект завис во времени и не дошел до ожидаемого перехода.`;
+        return `${base} РћР±СЉРµРєС‚ Р·Р°РІРёСЃ РІРѕ РІСЂРµРјРµРЅРё Рё РЅРµ РґРѕС€РµР» РґРѕ РѕР¶РёРґР°РµРјРѕРіРѕ РїРµСЂРµС…РѕРґР°.`;
    }
    if (input.defect === "misclosed_state") {
-        return `${base} Контур закрыт формально, но путь закрытия противоречит бухгалтерской логике.`;
+        return `${base} РљРѕРЅС‚СѓСЂ Р·Р°РєСЂС‹С‚ С„РѕСЂРјР°Р»СЊРЅРѕ, РЅРѕ РїСѓС‚СЊ Р·Р°РєСЂС‹С‚РёСЏ РїСЂРѕС‚РёРІРѕСЂРµС‡РёС‚ Р±СѓС…РіР°Р»С‚РµСЂСЃРєРѕР№ Р»РѕРіРёРєРµ.`;
    }
    if (input.defect === "cross_branch_state_conflict") {
-        return `${base} Между ветками домена ${input.domain} обнаружено противоречие состояний.`;
+        return `${base} РњРµР¶РґСѓ РІРµС‚РєР°РјРё РґРѕРјРµРЅР° ${input.domain} РѕР±РЅР°СЂСѓР¶РµРЅРѕ РїСЂРѕС‚РёРІРѕСЂРµС‡РёРµ СЃРѕСЃС‚РѕСЏРЅРёР№.`;
    }
    if (input.defect === "missing_expected_transition") {
-        return `${base} Не зафиксирован ожидаемый переход (${input.missingTransition ?? "unknown_transition"}).`;
+        return `${base} РќРµ Р·Р°С„РёРєСЃРёСЂРѕРІР°РЅ РѕР¶РёРґР°РµРјС‹Р№ РїРµСЂРµС…РѕРґ (${input.missingTransition ?? "unknown_transition"}).`;
    }
    if (input.defect === "invalid_transition") {
-        return `${base} Зафиксирован некорректный переход (${input.invalidTransition ?? "invalid_transition"}).`;
+        return `${base} Р—Р°С„РёРєСЃРёСЂРѕРІР°РЅ РЅРµРєРѕСЂСЂРµРєС‚РЅС‹Р№ РїРµСЂРµС…РѕРґ (${input.invalidTransition ?? "invalid_transition"}).`;
    }
-    return `${base} Lifecycle-разрешение не выявило критичный дефект, но состояние требует наблюдения.`;
+    return `${base} Lifecycle-СЂР°Р·СЂРµС€РµРЅРёРµ РЅРµ РІС‹СЏРІРёР»Рѕ РєСЂРёС‚РёС‡РЅС‹Р№ РґРµС„РµРєС‚, РЅРѕ СЃРѕСЃС‚РѕСЏРЅРёРµ С‚СЂРµР±СѓРµС‚ РЅР°Р±Р»СЋРґРµРЅРёСЏ.`;
 }
 function resolveLifecycle(input) {
    const lifecycle_domain = inferLifecycleDomain(input);
-    const currentState = inferCurrentState(lifecycle_domain, input);
-    const expectedState = inferExpectedState(lifecycle_domain, input);
-    const missingTransition = inferMissingTransition(input);
-    const invalidTransition = inferInvalidTransition(input);
-    const defect = classifyLifecycleDefect({
+    const model = exports.LifecycleRegistry.getDomain(lifecycle_domain);
+    const inferredCurrentState = inferCurrentState(lifecycle_domain, input);
+    const inferredExpectedState = inferExpectedState(lifecycle_domain, input, model);
+    const explicitActualState = input.unit.actual_state?.trim() ?? null;
+    const explicitExpectedState = input.unit.expected_state?.trim() ?? null;
+    const explicitCurrentState = resolveStateCode(model, explicitActualState);
+    const explicitExpectedResolved = resolveStateCode(model, explicitExpectedState);
+    const inferredCurrentResolved = resolveStateCode(model, inferredCurrentState);
+    const inferredExpectedResolved = resolveStateCode(model, inferredExpectedState);
+    const currentState = explicitCurrentState ?? inferredCurrentResolved ?? defaultInitialState(model);
+    const expectedState = explicitExpectedResolved ?? inferredExpectedResolved ?? defaultExpectedState(model);
+    const missingTransition = inferMissingTransition(input, model, currentState, expectedState);
+    const invalidTransition = inferInvalidTransition(input, model);
+    const detectedDefect = classifyLifecycleDefect({
        domain: lifecycle_domain,
        currentState,
        expectedState,
@ -693,15 +866,19 @@ function resolveLifecycle(input) {
        invalidTransition,
        periodCloseSensitive: input.unit.period_impact?.impact_class === "close_risk"
    });
+    const defect = registryBackedDefect(lifecycle_domain, detectedDefect);
    const evidenceIds = uniqueStrings(input.unit.evidence_pack, 8);
+    const previousStates = resolvePreviousStates(model, currentState);
    const limitations = uniqueStrings([
        ...input.unit.snapshot_limitations,
        ...(input.candidates.some((item) => item.confidence_hint === "low") ? ["low_confidence_candidates_present"] : []),
-        ...(input.unit.actual_state ? [] : ["actual_state_inferred"]),
-        ...(input.unit.expected_state ? [] : ["expected_state_inferred"])
+        ...(explicitActualState && !explicitCurrentState ? ["actual_state_not_in_registry_normalized"] : []),
+        ...(explicitExpectedState && !explicitExpectedResolved ? ["expected_state_not_in_registry_normalized"] : []),
+        ...(explicitCurrentState ? [] : ["actual_state_inferred"]),
+        ...(explicitExpectedResolved ? [] : ["expected_state_inferred"])
    ], 8);
    const confidence = resolutionConfidence(input.unit.confidence, {
-        hasExplicitStates: Boolean(input.unit.actual_state || input.unit.expected_state),
+        hasExplicitStates: Boolean(explicitCurrentState || explicitExpectedResolved),
        hasDefectSignal: Boolean(defect || missingTransition || invalidTransition),
        candidateCount: input.candidates.length,
        hasSnapshotLimitations: limitations.length > 0
@ -711,7 +888,7 @@ function resolveLifecycle(input) {
        lifecycle_domain,
        resolved_current_state: currentState,
        resolved_expected_state: expectedState,
-        resolved_previous_states: [],
+        resolved_previous_states: previousStates,
        missing_transitions: missingTransition ? [missingTransition] : [],
        invalid_transitions: invalidTransition ? [invalidTransition] : [],
        detected_defects: defect ? [defect] : [],
--- a/llm_normalizer/backend/dist/services/normalizerService.js
+++ b/llm_normalizer/backend/dist/services/normalizerService.js
@ -76,7 +76,7 @@ function intersectsAnySpan(start, end, spans) {
 function extractAccounts(text) {
    const lower = String(text ?? "").toLowerCase();
    const explicitAccounts = new Set();
-    const contextualPattern = /(?:\bсчет(?:а|у|ом|ов)?\b|\bсч\.?\b|\baccount(?:s)?\b|\bschet(?:a|u|om|ov)?\b)\s*(?:№|#|:)?\s*(\d{2}(?:\.\d{2})?)/giu;
+    const contextualPattern = /(?:\bсч(?:е|ё)т(?:а|у|ом|ов)?\b|\bсч\.?\b|\baccount(?:s)?\b|\bschet(?:a|u|om|ov)?\b)\s*(?:№|#|:)?\s*(\d{2}(?:\.\d{2})?)/giu;
    let contextual = null;
    while ((contextual = contextualPattern.exec(lower)) !== null) {
        if (contextual[1]) {
@ -284,8 +284,9 @@ function buildFragmentV2(rawText, index) {
    if (noiseOnly) {
        return null;
    }
-    const inScopeTokens = /(проводк|документ|реализац|поступлен|взаиморасчет|сальдо|остатк|счет|ндс|амортиз|расходы будущих периодов|рбп|ос|контрагент|оплат|банк|выписк|склад|товар|материал)/i.test(lower);
-    const translitInScopeTokens = /\b(?:schet|scheta|schetu|schetom|postavsh|kontragent|dokument|doc|oplata|oplati|platezh|vypisk|provodk|realiz|postuplen|nds|os|saldo|hvost|tail|anomali|risk|zakryt)\b/i.test(lower);
+    const inScopeTokens = /(проводк|документ|реализац|поступлен|взаиморасчет|сальдо|остатк|сч(?:е|ё)т|ндс|амортиз|расходы будущих периодов|рбп|ос|контрагент|оплат|банк|выписк|склад|товар|материал|списани|жизненн|цикл|переход|lifecycle|writeoff|deferred)/i.test(lower);
+    const translitInScopeTokens = /\b(?:schet|scheta|schetu|schetom|postavsh|kontragent|dokument|doc|oplata|oplati|platezh|vypisk|provodk|realiz|postuplen|nds|os|saldo|hvost|tail|anomali|risk|zakryt|lifecycle|state|transition|writeoff|deferred|periodclose)\b/i.test(lower);
+    const lifecycleInScopeTokens = /(lifecycle|жизненн(?:ого|ый)?\s+цикл|стади|переход|списани|writeoff|deferred|period\s*close)/i.test(lower);
    const genericAccountingTokens = /(фсбу|налогов(ый|ого)|нк рф|закон|форма отчетности|как правильно в бухгалтерии)/i.test(lower);
    const offTopicTokens = /(погода|анекдот|музык|фильм|игр[аы]|рецепт|курс валют в мире)/i.test(lower);
    let domainRelevance = "unclear";
@ -298,13 +299,13 @@ function buildFragmentV2(rawText, index) {
        domainRelevance = "out_of_scope";
        businessScope = "generic_accounting";
    }
-    else if (inScopeTokens || translitInScopeTokens) {
+    else if (inScopeTokens || translitInScopeTokens || lifecycleInScopeTokens) {
        domainRelevance = "in_scope";
        businessScope = "company_specific_accounting";
    }
-    const entityTokenCount = (lower.match(/(документ|оплат|проводк|контрагент|договор|реализац|поступлен|выписк|закрыт|взаиморасчет|склад|товар|материал)/g) ?? [])
+    const entityTokenCount = (lower.match(/(документ|оплат|проводк|контрагент|договор|реализац|поступлен|выписк|закрыт|взаиморасчет|склад|товар|материал|поставщ|покупат|списани|жизненн|цикл)/g) ?? [])
        .length;
-    const translitEntityTokenCount = (lower.match(/\b(?:dokument|oplata|platezh|provodk|kontragent|realiz|postuplen|vypisk|zakryt|schet|sklad|tovar|material)\b/g) ?? []).length;
+    const translitEntityTokenCount = (lower.match(/\b(?:dokument|oplata|platezh|provodk|kontragent|postavsh|pokupat|realiz|postuplen|vypisk|zakryt|schet|sklad|tovar|material)\b/g) ?? []).length;
    const entityTokenCountTotal = entityTokenCount + translitEntityTokenCount;
    const flags = {
        has_multi_entity_scope: entityTokenCountTotal >= 2,
--- a/llm_normalizer/backend/dist/services/routeHintAdapter.js
+++ b/llm_normalizer/backend/dist/services/routeHintAdapter.js
@ -202,12 +202,13 @@ function simulateDeterministicRouting(normalized) {
    const decisions = normalized.fragments.map((fragment) => decideRouteForFragment(fragment));
    const inScopeCount = decisions.filter((item) => item.domain_relevance === "in_scope").length;
    const outOfScopeCount = decisions.filter((item) => item.domain_relevance === "out_of_scope").length;
+    const unclearCount = decisions.filter((item) => item.domain_relevance === "unclear").length;
    const routedInScopeCount = decisions.filter((item) => item.domain_relevance === "in_scope" && item.route !== "no_route").length;
    const clarificationInScopeCount = decisions.filter((item) => item.domain_relevance === "in_scope" && item.execution_readiness === "needs_clarification").length;
    const noRouteInScopeCount = decisions.filter((item) => item.domain_relevance === "in_scope" && item.route === "no_route").length;
    let fallbackType = "none";
    if (!normalized.message_in_scope || inScopeCount === 0) {
-        fallbackType = "out_of_scope";
+        fallbackType = outOfScopeCount > 0 && unclearCount === 0 ? "out_of_scope" : "clarification";
    }
    else if (routedInScopeCount === 0 && clarificationInScopeCount > 0) {
        fallbackType = "clarification";
--- a/llm_normalizer/backend/reports/vitest-report.json
+++ b/llm_normalizer/backend/reports/vitest-report.json
--- a/llm_normalizer/backend/scripts/exportStage3PromptDialogs.js
+++ b/llm_normalizer/backend/scripts/exportStage3PromptDialogs.js
@ -0,0 +1,270 @@
+#!/usr/bin/env node
+
+const fs = require("node:fs");
+const path = require("node:path");
+const request = require("supertest");
+
+const STAGE3_SUITE_RELATIVE = path.join("eval_cases", "assistant_stage3_lifecycle_probe_v0_1.json");
+const FLAG_KEYS = [
+  "FEATURE_ASSISTANT_PROBLEM_UNITS_V1",
+  "FEATURE_ASSISTANT_ANSWER_POLICY_V11",
+  "FEATURE_ASSISTANT_BROAD_GUARD_V1",
+  "FEATURE_ASSISTANT_MIN_EVIDENCE_GATE_V1",
+  "FEATURE_ASSISTANT_ANTI_GENERIC_RANKING_GUARD_V1",
+  "FEATURE_ASSISTANT_PROBLEM_CENTRIC_ANSWER_V1",
+  "FEATURE_ASSISTANT_PROBLEM_UNIT_CONTINUITY_V1",
+  "FEATURE_ASSISTANT_LIFECYCLE_RUNTIME_V1",
+  "FEATURE_ASSISTANT_LIFECYCLE_ANSWER_V1"
+];
+
+function parseArgs(argv) {
+  const args = {
+    runDir: "",
+    suitePath: "",
+    outputSubdir: path.join("prompt_dialogs", "stage3_lifecycle_probe")
+  };
+  for (let i = 0; i < argv.length; i += 1) {
+    const token = argv[i];
+    if (token === "--run-dir") {
+      args.runDir = String(argv[i + 1] ?? "");
+      i += 1;
+      continue;
+    }
+    if (token === "--suite-path") {
+      args.suitePath = String(argv[i + 1] ?? "");
+      i += 1;
+      continue;
+    }
+    if (token === "--output-subdir") {
+      args.outputSubdir = String(argv[i + 1] ?? "");
+      i += 1;
+    }
+  }
+  return args;
+}
+
+function ensureDir(dirPath) {
+  fs.mkdirSync(dirPath, { recursive: true });
+}
+
+function writeUtf8Bom(filePath, content) {
+  fs.writeFileSync(filePath, `\uFEFF${content}`, "utf8");
+}
+
+function toSafeFileToken(value) {
+  return String(value)
+    .trim()
+    .replace(/\s+/g, "_")
+    .replace(/[^a-zA-Z0-9_-]/g, "_")
+    .replace(/_+/g, "_");
+}
+
+function readJson(filePath) {
+  const raw = fs.readFileSync(filePath, "utf8").replace(/^\uFEFF/, "");
+  return JSON.parse(raw);
+}
+
+function findLatestRunDir(runsRoot) {
+  if (!fs.existsSync(runsRoot)) {
+    throw new Error(`Runs folder not found: ${runsRoot}`);
+  }
+  const dirs = fs
+    .readdirSync(runsRoot, { withFileTypes: true })
+    .filter((entry) => entry.isDirectory())
+    .map((entry) => path.join(runsRoot, entry.name))
+    .sort((a, b) => fs.statSync(b).mtimeMs - fs.statSync(a).mtimeMs);
+  if (dirs.length === 0) {
+    throw new Error(`No run directories found under: ${runsRoot}`);
+  }
+  return dirs[0];
+}
+
+function resolveRunDir(args, runsRoot) {
+  if (args.runDir) {
+    return path.resolve(args.runDir);
+  }
+  return findLatestRunDir(runsRoot);
+}
+
+function setLifecycleFlags() {
+  const original = {};
+  for (const key of FLAG_KEYS) {
+    original[key] = process.env[key];
+  }
+  process.env.FEATURE_ASSISTANT_PROBLEM_UNITS_V1 = "1";
+  process.env.FEATURE_ASSISTANT_ANSWER_POLICY_V11 = "1";
+  process.env.FEATURE_ASSISTANT_BROAD_GUARD_V1 = "1";
+  process.env.FEATURE_ASSISTANT_MIN_EVIDENCE_GATE_V1 = "1";
+  process.env.FEATURE_ASSISTANT_ANTI_GENERIC_RANKING_GUARD_V1 = "1";
+  process.env.FEATURE_ASSISTANT_PROBLEM_CENTRIC_ANSWER_V1 = "1";
+  process.env.FEATURE_ASSISTANT_PROBLEM_UNIT_CONTINUITY_V1 = "0";
+  process.env.FEATURE_ASSISTANT_LIFECYCLE_RUNTIME_V1 = "1";
+  process.env.FEATURE_ASSISTANT_LIFECYCLE_ANSWER_V1 = "1";
+  return original;
+}
+
+function restoreFlags(original) {
+  for (const key of FLAG_KEYS) {
+    const value = original[key];
+    if (value === undefined) {
+      delete process.env[key];
+    } else {
+      process.env[key] = value;
+    }
+  }
+}
+
+function summarizeDebug(debug) {
+  const routeSummary = Array.isArray(debug?.route_summary) ? debug.route_summary : [];
+  const retrievalResults = Array.isArray(debug?.retrieval_results) ? debug.retrieval_results : [];
+  const routed = retrievalResults.filter((item) => String(item?.route ?? "") !== "no_route");
+  const problemUnits = routed.reduce((acc, item) => {
+    const list = Array.isArray(item?.problem_units) ? item.problem_units : [];
+    return acc + list.length;
+  }, 0);
+  return {
+    route_summary: routeSummary,
+    routed_retrieval_count: routed.length,
+    problem_units_count: problemUnits,
+    problem_answer_mode: typeof debug?.problem_answer_mode === "string" ? debug.problem_answer_mode : ""
+  };
+}
+
+function buildMarkdown(dialog) {
+  const lines = [];
+  lines.push(`# ${dialog.case_id}`);
+  lines.push("");
+  lines.push(`- session_id: ${dialog.session_id || "n/a"}`);
+  lines.push(`- reply_type: ${dialog.reply_type || "n/a"}`);
+  lines.push(`- trace_id: ${dialog.trace_id || "n/a"}`);
+  lines.push(`- status: ${dialog.http_status}`);
+  lines.push("");
+  lines.push("## User");
+  lines.push(dialog.user_message || "");
+  lines.push("");
+  lines.push("## Assistant");
+  lines.push(dialog.assistant_reply || "");
+  lines.push("");
+  lines.push("## Debug Summary");
+  lines.push("```json");
+  lines.push(JSON.stringify(dialog.debug_summary, null, 2));
+  lines.push("```");
+  lines.push("");
+  return lines.join("\n");
+}
+
+async function main() {
+  const args = parseArgs(process.argv.slice(2));
+  const backendRoot = path.resolve(__dirname, "..");
+  const repoRoot = path.resolve(backendRoot, "..");
+  const runsRoot = path.join(repoRoot, "docs", "runs");
+  const runDir = resolveRunDir(args, runsRoot);
+  const suitePath = args.suitePath ? path.resolve(args.suitePath) : path.join(repoRoot, STAGE3_SUITE_RELATIVE);
+  const suite = readJson(suitePath);
+  const dialogsDir = path.join(runDir, args.outputSubdir);
+  ensureDir(dialogsDir);
+  ensureDir(path.join(runDir, "prompt_dialogs"));
+
+  const originalFlags = setLifecycleFlags();
+  let app;
+  try {
+    const { createApp } = require(path.join(backendRoot, "dist", "server.js"));
+    app = createApp();
+  } finally {
+    restoreFlags(originalFlags);
+  }
+
+  const indexRows = [];
+  const generatedAt = new Date().toISOString();
+
+  for (let i = 0; i < suite.cases.length; i += 1) {
+    const probeCase = suite.cases[i];
+    const caseId = String(probeCase.case_id || `case_${i + 1}`);
+    const userMessage = String(probeCase?.turns?.[0]?.user_message || "");
+    const response = await request(app).post("/api/assistant/message").send({
+      useMock: true,
+      promptVersion: "normalizer_v2_0_2",
+      user_message: userMessage
+    });
+    const body = response.body || {};
+    const sessionId = String(body.session_id || "");
+
+    let session = null;
+    if (sessionId) {
+      const sessionResponse = await request(app).get(`/api/assistant/session/${encodeURIComponent(sessionId)}`);
+      if (sessionResponse.status === 200 && sessionResponse.body?.ok) {
+        session = sessionResponse.body.session ?? null;
+      }
+    }
+
+    const debugSummary = summarizeDebug(body.debug);
+    const artifact = {
+      schema_version: "assistant_prompt_dialog_v0_1",
+      generated_at: generatedAt,
+      suite_id: suite.suite_id,
+      case_id: caseId,
+      scenario_tag: probeCase.scenario_tag || "",
+      expected_hints: probeCase.expected_hints || {},
+      lifecycle_focus: probeCase.lifecycle_focus || {},
+      request: {
+        useMock: true,
+        promptVersion: "normalizer_v2_0_2",
+        user_message: userMessage
+      },
+      http_status: response.status,
+      session_id: sessionId,
+      trace_id: String(body.debug?.trace_id || body.conversation_item?.trace_id || ""),
+      reply_type: String(body.reply_type || ""),
+      assistant_reply: String(body.assistant_reply || ""),
+      user_message: userMessage,
+      conversation: Array.isArray(body.conversation) ? body.conversation : [],
+      conversation_item: body.conversation_item || null,
+      debug_summary: debugSummary,
+      debug: body.debug || {},
+      session
+    };
+
+    const order = String(i + 1).padStart(2, "0");
+    const fileStem = `${order}_${toSafeFileToken(caseId)}`;
+    const jsonFile = `${fileStem}.json`;
+    const mdFile = `${fileStem}.md`;
+    writeUtf8Bom(path.join(dialogsDir, jsonFile), `${JSON.stringify(artifact, null, 2)}\n`);
+    writeUtf8Bom(path.join(dialogsDir, mdFile), buildMarkdown(artifact));
+
+    indexRows.push({
+      case_id: caseId,
+      scenario_tag: String(probeCase.scenario_tag || ""),
+      reply_type: artifact.reply_type,
+      session_id: artifact.session_id,
+      trace_id: artifact.trace_id,
+      routed_retrieval_count: debugSummary.routed_retrieval_count,
+      problem_units_count: debugSummary.problem_units_count,
+      prompt_dialog_json: path.join(args.outputSubdir, jsonFile).replace(/\\/g, "/"),
+      prompt_dialog_md: path.join(args.outputSubdir, mdFile).replace(/\\/g, "/")
+    });
+  }
+
+  const indexPayload = {
+    schema_version: "assistant_prompt_dialog_index_v0_1",
+    generated_at: generatedAt,
+    run_dir: runDir,
+    suite_id: suite.suite_id,
+    scenario_count: suite.scenario_count,
+    dialogs: indexRows
+  };
+  writeUtf8Bom(path.join(runDir, "prompt_dialogs", "index.json"), `${JSON.stringify(indexPayload, null, 2)}\n`);
+
+  process.stdout.write(
+    [
+      `run_dir=${runDir}`,
+      `suite_id=${suite.suite_id}`,
+      `dialogs_generated=${indexRows.length}`,
+      `dialogs_folder=${dialogsDir}`
+    ].join("\n") + "\n"
+  );
+}
+
+main().catch((error) => {
+  process.stderr.write(`${error?.stack || error}\n`);
+  process.exit(1);
+});
--- a/llm_normalizer/backend/src/services/answerComposer.ts
+++ b/llm_normalizer/backend/src/services/answerComposer.ts
@ -1,4 +1,4 @@
-import type {
+import type {
  AssistantFallbackType,
  AssistantReplyType,
  AnswerGroundingCheck,
@ -50,21 +50,96 @@ const UUID_PATTERN = /\b[0-9a-f]{8}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]
 const LONG_HEX_PATTERN = /\b[0-9a-f]{24,}\b/gi;
 const RAW_REF_BLOB_PATTERN = /\bevidence_source_ref_v1\|[^\s,;]+/gi;
 const RAW_REF_TOKEN_PATTERN = /\b(?:source_ref|canonical_ref|entity_id|fragment_id|guid|uuid)\b/gi;
+const SYNTHETIC_PLACEHOLDER_PATTERN = /\bunknown_entity(?::[^\s,;]+)?\b/gi;
+const SYNTHETIC_FALLBACK_MARKER_PATTERN = /\b(?:unknown_source|unknown_record)\b/gi;
+const SYNTHETIC_ROUTE_TOKEN_PATTERN = /\bbatch_refresh_then_store:[^\s,;]+/gi;
+const CYRILLIC_MOJIBAKE_FRAGMENT_PATTERN = /(?:[\u0420\u0421][\u0080-\u04FF\u2000-\u20CF]){2,}/u;
+const LATIN_MOJIBAKE_FRAGMENT_PATTERN = /(?:[\u00D0\u00D1][\u0080-\u00FF]){2,}/u;
+const SHORT_CYRILLIC_MOJIBAKE_TOKEN_PATTERN = /^[\u0420\u0421][\u0080-\u04FF\u2000-\u20CF]{1,2}$/u;
+const PREFIXED_SHORT_CYRILLIC_MOJIBAKE_TOKEN_PATTERN = /^[\p{L}\p{N}_-]+[\u0420\u0421][\u0080-\u04FF\u2000-\u20CF]{1,2}$/u;
+const MOJIBAKE_SINGLE_MARKER_PATTERN = /^[\u0420\u0421\u00D0\u00D1]$/u;
+const MOJIBAKE_MARKER_CHAR_PATTERN = /[\u0402\u0403\u040A\u040C\u040E\u040F\u0452\u0453\u0459\u045A\u045C\u045E\u045F\u201A\u201E\u2020\u2021\u2026\u2030\u20AC\u2122]/u;
+const CYRILLIC_MOJIBAKE_FRAGMENT_GLOBAL_PATTERN = /(?:[\u0420\u0421][\u0080-\u04FF\u2000-\u20CF]){2,}/gu;
+const LATIN_MOJIBAKE_FRAGMENT_GLOBAL_PATTERN = /(?:[\u00D0\u00D1][\u0080-\u00FF]){2,}/g;
+const MOJIBAKE_MARKER_CHAR_GLOBAL_PATTERN = /[\u0402\u0403\u040A\u040C\u040E\u040F\u0452\u0453\u0459\u045A\u045C\u045E\u045F\u201A\u201E\u2020\u2021\u2026\u2030\u20AC\u2122]/gu;
+
+function normalizeToken(value: string): string {
+  return value.replace(/^[^\p{L}\p{N}_-]+|[^\p{L}\p{N}_-]+$/gu, "");
+}
+
+function isLikelyMojibakeToken(value: string): boolean {
+  const token = normalizeToken(String(value ?? ""));
+  if (!token) {
+    return false;
+  }
+  if (MOJIBAKE_SINGLE_MARKER_PATTERN.test(token)) {
+    return true;
+  }
+  if (SHORT_CYRILLIC_MOJIBAKE_TOKEN_PATTERN.test(token)) {
+    return true;
+  }
+  if (token.length <= 8 && PREFIXED_SHORT_CYRILLIC_MOJIBAKE_TOKEN_PATTERN.test(token)) {
+    return true;
+  }
+  return CYRILLIC_MOJIBAKE_FRAGMENT_PATTERN.test(token) || LATIN_MOJIBAKE_FRAGMENT_PATTERN.test(token);
+}
+
+function countMojibakeTokens(value: string): number {
+  return String(value ?? "")
+    .split(/[\s,.;:!?()[\]{}"']+/g)
+    .filter((token) => token.length > 0)
+    .filter((token) => isLikelyMojibakeToken(token)).length;
+}
+
+function countMojibakeSingleMarkers(value: string): number {
+  return String(value ?? "")
+    .split(/[\s,.;:!?()[\]{}"']+/g)
+    .filter((token) => token.length > 0)
+    .map((token) => normalizeToken(token))
+    .filter((token) => MOJIBAKE_SINGLE_MARKER_PATTERN.test(token)).length;
+}
+
+function stripMojibakeFragments(value: string): string {
+  const removedByToken = String(value ?? "")
+    .split(/(\s+)/g)
+    .map((part) => {
+      if (/^\s+$/u.test(part)) {
+        return part;
+      }
+      return isLikelyMojibakeToken(part) ? "" : part;
+    })
+    .join("");
+
+  return removedByToken
+    .replace(CYRILLIC_MOJIBAKE_FRAGMENT_GLOBAL_PATTERN, "")
+    .replace(LATIN_MOJIBAKE_FRAGMENT_GLOBAL_PATTERN, "")
+    .replace(MOJIBAKE_MARKER_CHAR_GLOBAL_PATTERN, "")
+    .replace(/\s+([,.;:!?])/g, "$1")
+    .replace(/\s{2,}/g, " ")
+    .trim();
+}

 function looksLikeMojibake(value: string): boolean {
  const text = String(value ?? "");
  if (!text.trim()) {
    return false;
  }
-  if (/(?:Р.|С.){5,}/u.test(text)) {
+  const tokenHits = countMojibakeTokens(text);
+  const singleMarkers = countMojibakeSingleMarkers(text);
+  if (tokenHits >= 2 || (tokenHits >= 1 && singleMarkers >= 1) || singleMarkers >= 3) {
    return true;
  }
-  if (/[ЃѓЂђЌќЎў]/u.test(text)) {
+  if (MOJIBAKE_MARKER_CHAR_PATTERN.test(text)) {
+    return true;
+  }
+  if (CYRILLIC_MOJIBAKE_FRAGMENT_PATTERN.test(text) || LATIN_MOJIBAKE_FRAGMENT_PATTERN.test(text)) {
+    return true;
+  }
+  if (/\uFFFD/u.test(text)) {
    return true;
  }
  return false;
 }
-
 function looksLikeTechnicalIdentifier(value: string): boolean {
  const text = String(value ?? "").trim();
  if (!text) {
@ -99,15 +174,33 @@ function scrubRawTechnicalRefs(value: string): string {
    .trim();
 }

-function sanitizeUserFacingReply(value: string): string {
-  return scrubRawTechnicalRefs(value)
-    .replace(/[ \t]+\n/g, "\n")
-    .replace(/\n{3,}/g, "\n\n")
+function stripSyntheticPlaceholders(value: string): string {
+  return String(value ?? "")
+    .replace(SYNTHETIC_PLACEHOLDER_PATTERN, "")
+    .replace(SYNTHETIC_FALLBACK_MARKER_PATTERN, "")
+    .replace(SYNTHETIC_ROUTE_TOKEN_PATTERN, "")
+    .replace(/[;,:]\s*[;,:]+/g, "; ")
+    .replace(/\s{2,}/g, " ")
    .trim();
 }

+function sanitizeUserFacingReply(value: string): string {
+  const normalized = scrubRawTechnicalRefs(value).replace(/[ \t]+\n/g, "\n");
+  const cleanedLines = normalized
+    .split(/\r?\n/g)
+    .map((line) => stripSyntheticPlaceholders(line))
+    .map((line) => stripMojibakeFragments(line))
+    .map((line) => line.trim())
+    .filter((line) => line.length > 0)
+    .filter((line) => !looksLikeMojibake(line));
+  const cleaned = cleanedLines.join("\n").replace(/\n{3,}/g, "\n\n").trim();
+  return cleaned || "Available data requires clarification for a reliable user-facing answer.";
+}
+
 function sanitizeUserText(value: string): string | null {
-  const normalized = scrubRawTechnicalRefs(String(value ?? "").replace(/\s+/g, " ").trim());
+  const normalized = stripMojibakeFragments(
+    stripSyntheticPlaceholders(scrubRawTechnicalRefs(String(value ?? "").replace(/\s+/g, " ").trim()))
+  );
  if (!normalized) {
    return null;
  }
@ -238,13 +331,13 @@ function buildFallbackWhyIncluded(results: UnifiedRetrievalResult[]): string[] {
    const checkedRecords = summaryNumber(result, "checked_records");

    if (routeFocus) {
-      lines.push(`Проверка выполнена по профилю ${routeFocus}.`);
+      lines.push(`РџСЂРѕРІРµСЂРєР° РІС‹РїРѕР»РЅРµРЅР° РїРѕ РїСЂРѕС„РёР»СЋ ${routeFocus}.`);
    }
    if (sourceRecords !== null && filteredRecords !== null && filteredRecords < sourceRecords) {
-      lines.push(`Применено сужение выборки: ${filteredRecords} из ${sourceRecords} записей.`);
+      lines.push(`РџСЂРёРјРµРЅРµРЅРѕ СЃСѓР¶РµРЅРёРµ РІС‹Р±РѕСЂРєРё: ${filteredRecords} РёР· ${sourceRecords} Р·Р°РїРёСЃРµР№.`);
    }
    if (checkedRecords !== null) {
-      lines.push(`Проверено записей в текущем проходе: ${checkedRecords}.`);
+      lines.push(`РџСЂРѕРІРµСЂРµРЅРѕ Р·Р°РїРёСЃРµР№ РІ С‚РµРєСѓС‰РµРј РїСЂРѕС…РѕРґРµ: ${checkedRecords}.`);
    }
  }

@ -255,19 +348,19 @@ function buildFallbackSelectionReasons(results: UnifiedRetrievalResult[]): strin
  const lines: string[] = [];
  for (const result of results.slice(0, 2)) {
    if (summaryBoolean(result, "semantic_narrowing_applied")) {
-      lines.push("Отбор выполнен по семантическому сужению предметной области.");
+      lines.push("РћС‚Р±РѕСЂ РІС‹РїРѕР»РЅРµРЅ РїРѕ СЃРµРјР°РЅС‚РёС‡РµСЃРєРѕРјСѓ СЃСѓР¶РµРЅРёСЋ РїСЂРµРґРјРµС‚РЅРѕР№ РѕР±Р»Р°СЃС‚Рё.");
    }
    const rankingBasis = summaryStringArray(result, "ranking_basis");
    if (rankingBasis.length > 0) {
-      lines.push(`Ранжирование основано на: ${rankingBasis.join(", ")}.`);
+      lines.push(`Р Р°РЅР¶РёСЂРѕРІР°РЅРёРµ РѕСЃРЅРѕРІР°РЅРѕ РЅР°: ${rankingBasis.join(", ")}.`);
    }
    if (summaryBoolean(result, "broad_guard_applied")) {
-      lines.push("Применен broad-query guard для контроля ложной точности.");
+      lines.push("РџСЂРёРјРµРЅРµРЅ broad-query guard РґР»СЏ РєРѕРЅС‚СЂРѕР»СЏ Р»РѕР¶РЅРѕР№ С‚РѕС‡РЅРѕСЃС‚Рё.");
    }
  }

  if (lines.length === 0) {
-    lines.push("Отбор выполнен по совпадению предметных сигналов и доступной evidence-опоры.");
+    lines.push("РћС‚Р±РѕСЂ РІС‹РїРѕР»РЅРµРЅ РїРѕ СЃРѕРІРїР°РґРµРЅРёСЋ РїСЂРµРґРјРµС‚РЅС‹С… СЃРёРіРЅР°Р»РѕРІ Рё РґРѕСЃС‚СѓРїРЅРѕР№ evidence-РѕРїРѕСЂС‹.");
  }

  return sanitizeUserLines(lines, 4);
@ -276,16 +369,16 @@ function buildFallbackSelectionReasons(results: UnifiedRetrievalResult[]): strin
 function suggestNextStep(requirements: AssistantRequirement[], coverage: RequirementCoverageReport): string[] {
  const next: string[] = [];
  if (coverage.clarification_needed_for.length > 0) {
-    next.push("Уточните период, счет, документ или контрагента для требований: " + coverage.clarification_needed_for.join(", ") + ".");
+    next.push("РЈС‚РѕС‡РЅРёС‚Рµ РїРµСЂРёРѕРґ, СЃС‡РµС‚, РґРѕРєСѓРјРµРЅС‚ РёР»Рё РєРѕРЅС‚СЂР°РіРµРЅС‚Р° РґР»СЏ С‚СЂРµР±РѕРІР°РЅРёР№: " + coverage.clarification_needed_for.join(", ") + ".");
  }
  if (coverage.requirements_uncovered.length > 0) {
-    next.push("Проверьте непокрытые требования: " + coverage.requirements_uncovered.join(", ") + ".");
+    next.push("РџСЂРѕРІРµСЂСЊС‚Рµ РЅРµРїРѕРєСЂС‹С‚С‹Рµ С‚СЂРµР±РѕРІР°РЅРёСЏ: " + coverage.requirements_uncovered.join(", ") + ".");
  }
  if (coverage.out_of_scope_requirements.length > 0) {
-    next.push("Часть запроса вне текущего учетного контура: " + coverage.out_of_scope_requirements.join(", ") + ".");
+    next.push("Р§Р°СЃС‚СЊ Р·Р°РїСЂРѕСЃР° РІРЅРµ С‚РµРєСѓС‰РµРіРѕ СѓС‡РµС‚РЅРѕРіРѕ РєРѕРЅС‚СѓСЂР°: " + coverage.out_of_scope_requirements.join(", ") + ".");
  }
  if (next.length === 0 && requirements.length > 0) {
-    next.push("Следующим шагом можно открыть технический разбор и углубить проверку по выбранным объектам.");
+    next.push("РЎР»РµРґСѓСЋС‰РёРј С€Р°РіРѕРј РјРѕР¶РЅРѕ РѕС‚РєСЂС‹С‚СЊ С‚РµС…РЅРёС‡РµСЃРєРёР№ СЂР°Р·Р±РѕСЂ Рё СѓРіР»СѓР±РёС‚СЊ РїСЂРѕРІРµСЂРєСѓ РїРѕ РІС‹Р±СЂР°РЅРЅС‹Рј РѕР±СЉРµРєС‚Р°Рј.");
  }
  return next;
 }
@ -364,21 +457,25 @@ function selectProblemUnitSummary(results: UnifiedRetrievalResult[]): ProblemUni
 }

 function formatAffectedScope(unit: ProblemUnit): string {
+  const accountScope = sanitizeUserLines(unit.affected_accounts, 2);
+  const counterpartyScope = sanitizeUserLines(unit.affected_counterparties, 2);
+  const documentScope = sanitizeUserLines(unit.affected_documents, 2);
+  const entityScope = sanitizeUserLines(unit.affected_entities, 2);
  const scopeParts: string[] = [];
-  if (unit.affected_accounts.length > 0) {
-    scopeParts.push(`счета: ${unit.affected_accounts.slice(0, 2).join(", ")}`);
+  if (accountScope.length > 0) {
+    scopeParts.push(`accounts: ${accountScope.join(", ")}`);
  }
-  if (unit.affected_counterparties.length > 0) {
-    scopeParts.push(`контрагенты: ${unit.affected_counterparties.slice(0, 2).join(", ")}`);
+  if (counterpartyScope.length > 0) {
+    scopeParts.push(`counterparties: ${counterpartyScope.join(", ")}`);
  }
-  if (unit.affected_documents.length > 0) {
-    scopeParts.push(`документы: ${unit.affected_documents.slice(0, 2).join(", ")}`);
+  if (documentScope.length > 0) {
+    scopeParts.push(`documents: ${documentScope.join(", ")}`);
  }
-  if (scopeParts.length === 0 && unit.affected_entities.length > 0) {
-    scopeParts.push(`объекты: ${unit.affected_entities.slice(0, 2).join(", ")}`);
+  if (scopeParts.length === 0 && entityScope.length > 0) {
+    scopeParts.push(`entities: ${entityScope.join(", ")}`);
  }
  if (scopeParts.length === 0) {
-    return "затронутый контур требует уточнения";
+    return "affected scope requires clarification";
  }
  return scopeParts.join("; ");
 }
@ -448,49 +545,49 @@ function buildProblemCentricActions(input: {
  const unitTypes = new Set(input.units.map((item) => item.problem_unit_type));

  if (unitTypes.has("broken_chain_segment")) {
-    actions.push("Проверьте связку выписка -> документ -> проводка по проблемным участкам цепочки.");
+    actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ СЃРІСЏР·РєСѓ РІС‹РїРёСЃРєР° -> РґРѕРєСѓРјРµРЅС‚ -> РїСЂРѕРІРѕРґРєР° РїРѕ РїСЂРѕР±Р»РµРјРЅС‹Рј СѓС‡Р°СЃС‚РєР°Рј С†РµРїРѕС‡РєРё.");
  }
  if (unitTypes.has("unresolved_settlement_cluster")) {
-    actions.push("Сверьте хвосты по расчетам: закрылся ли документ оплаты корректным закрывающим документом.");
+    actions.push("РЎРІРµСЂСЊС‚Рµ С…РІРѕСЃС‚С‹ РїРѕ СЂР°СЃС‡РµС‚Р°Рј: Р·Р°РєСЂС‹Р»СЃСЏ Р»Рё РґРѕРєСѓРјРµРЅС‚ РѕРїР»Р°С‚С‹ РєРѕСЂСЂРµРєС‚РЅС‹Рј Р·Р°РєСЂС‹РІР°СЋС‰РёРј РґРѕРєСѓРјРµРЅС‚РѕРј.");
  }
  if (unitTypes.has("period_risk_cluster")) {
-    actions.push("Оцените влияние дефекта на закрытие периода и корректность регламентных операций.");
+    actions.push("РћС†РµРЅРёС‚Рµ РІР»РёСЏРЅРёРµ РґРµС„РµРєС‚Р° РЅР° Р·Р°РєСЂС‹С‚РёРµ РїРµСЂРёРѕРґР° Рё РєРѕСЂСЂРµРєС‚РЅРѕСЃС‚СЊ СЂРµРіР»Р°РјРµРЅС‚РЅС‹С… РѕРїРµСЂР°С†РёР№.");
  }
  if (unitTypes.has("cross_branch_inconsistency_cluster")) {
-    actions.push("Сверьте противоречия между документами, проводками и регистрами по НДС/межконтурным связям.");
+    actions.push("РЎРІРµСЂСЊС‚Рµ РїСЂРѕС‚РёРІРѕСЂРµС‡РёСЏ РјРµР¶РґСѓ РґРѕРєСѓРјРµРЅС‚Р°РјРё, РїСЂРѕРІРѕРґРєР°РјРё Рё СЂРµРіРёСЃС‚СЂР°РјРё РїРѕ РќР”РЎ/РјРµР¶РєРѕРЅС‚СѓСЂРЅС‹Рј СЃРІСЏР·СЏРј.");
  }
  if (unitTypes.has("lifecycle_anomaly_node")) {
-    actions.push("Проверьте lifecycle объекта: ожидаемый этап не должен оставаться в partially_linked состоянии.");
+    actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ lifecycle РѕР±СЉРµРєС‚Р°: РѕР¶РёРґР°РµРјС‹Р№ СЌС‚Р°Рї РЅРµ РґРѕР»Р¶РµРЅ РѕСЃС‚Р°РІР°С‚СЊСЃСЏ РІ partially_linked СЃРѕСЃС‚РѕСЏРЅРёРё.");
  }
  for (const unit of input.units) {
    if (unit.lifecycle_defect_type === "stale_active_state") {
-      actions.push("Проверьте, почему объект завис: ожидаемый переход не должен оставаться в активной стадии.");
+      actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ, РїРѕС‡РµРјСѓ РѕР±СЉРµРєС‚ Р·Р°РІРёСЃ: РѕР¶РёРґР°РµРјС‹Р№ РїРµСЂРµС…РѕРґ РЅРµ РґРѕР»Р¶РµРЅ РѕСЃС‚Р°РІР°С‚СЊСЃСЏ РІ Р°РєС‚РёРІРЅРѕР№ СЃС‚Р°РґРёРё.");
    }
    if (unit.lifecycle_defect_type === "misclosed_state") {
-      actions.push("Проверьте закрывающий документ и проводки: закрытие может быть формальным, но некорректным по пути.");
+      actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ Р·Р°РєСЂС‹РІР°СЋС‰РёР№ РґРѕРєСѓРјРµРЅС‚ Рё РїСЂРѕРІРѕРґРєРё: Р·Р°РєСЂС‹С‚РёРµ РјРѕР¶РµС‚ Р±С‹С‚СЊ С„РѕСЂРјР°Р»СЊРЅС‹Рј, РЅРѕ РЅРµРєРѕСЂСЂРµРєС‚РЅС‹Рј РїРѕ РїСѓС‚Рё.");
    }
    if (unit.lifecycle_defect_type === "cross_branch_state_conflict") {
-      actions.push("Сверьте бухгалтерскую и смежную ветки (например, НДС/расчеты): обнаружен межконтурный конфликт состояния.");
+      actions.push("РЎРІРµСЂСЊС‚Рµ Р±СѓС…РіР°Р»С‚РµСЂСЃРєСѓСЋ Рё СЃРјРµР¶РЅСѓСЋ РІРµС‚РєРё (РЅР°РїСЂРёРјРµСЂ, РќР”РЎ/СЂР°СЃС‡РµС‚С‹): РѕР±РЅР°СЂСѓР¶РµРЅ РјРµР¶РєРѕРЅС‚СѓСЂРЅС‹Р№ РєРѕРЅС„Р»РёРєС‚ СЃРѕСЃС‚РѕСЏРЅРёСЏ.");
    }
  }

  if (input.mode === "clarification_required") {
    if (input.missingAnchors.period) {
-      actions.push("Уточните период проверки, чтобы зафиксировать границы проблемного контура.");
+      actions.push("РЈС‚РѕС‡РЅРёС‚Рµ РїРµСЂРёРѕРґ РїСЂРѕРІРµСЂРєРё, С‡С‚РѕР±С‹ Р·Р°С„РёРєСЃРёСЂРѕРІР°С‚СЊ РіСЂР°РЅРёС†С‹ РїСЂРѕР±Р»РµРјРЅРѕРіРѕ РєРѕРЅС‚СѓСЂР°.");
    }
    if (input.missingAnchors.account) {
-      actions.push("Уточните счет или группу счетов для предметной локализации дефекта.");
+      actions.push("РЈС‚РѕС‡РЅРёС‚Рµ СЃС‡РµС‚ РёР»Рё РіСЂСѓРїРїСѓ СЃС‡РµС‚РѕРІ РґР»СЏ РїСЂРµРґРјРµС‚РЅРѕР№ Р»РѕРєР°Р»РёР·Р°С†РёРё РґРµС„РµРєС‚Р°.");
    }
    if (input.missingAnchors.documentOrObject) {
-      actions.push("Укажите конкретный документ или объект трассировки для проверки механизма отклонения.");
+      actions.push("РЈРєР°Р¶РёС‚Рµ РєРѕРЅРєСЂРµС‚РЅС‹Р№ РґРѕРєСѓРјРµРЅС‚ РёР»Рё РѕР±СЉРµРєС‚ С‚СЂР°СЃСЃРёСЂРѕРІРєРё РґР»СЏ РїСЂРѕРІРµСЂРєРё РјРµС…Р°РЅРёР·РјР° РѕС‚РєР»РѕРЅРµРЅРёСЏ.");
    }
    if (input.missingAnchors.counterparty) {
-      actions.push("Укажите контрагента/договор, чтобы проверить хвосты и разрывы на конкретной связке.");
+      actions.push("РЈРєР°Р¶РёС‚Рµ РєРѕРЅС‚СЂР°РіРµРЅС‚Р°/РґРѕРіРѕРІРѕСЂ, С‡С‚РѕР±С‹ РїСЂРѕРІРµСЂРёС‚СЊ С…РІРѕСЃС‚С‹ Рё СЂР°Р·СЂС‹РІС‹ РЅР° РєРѕРЅРєСЂРµС‚РЅРѕР№ СЃРІСЏР·РєРµ.");
    }
  }

  if (input.coverageReport.requirements_uncovered.length > 0) {
-    actions.push(`Закройте непокрытые требования: ${input.coverageReport.requirements_uncovered.join(", ")}.`);
+    actions.push(`Р—Р°РєСЂРѕР№С‚Рµ РЅРµРїРѕРєСЂС‹С‚С‹Рµ С‚СЂРµР±РѕРІР°РЅРёСЏ: ${input.coverageReport.requirements_uncovered.join(", ")}.`);
  }

  return uniqueStrings(actions, 6);
@ -510,28 +607,28 @@ function buildProblemCentricClarifications(input: {
  const unitTypes = new Set(input.units.map((item) => item.problem_unit_type));

  if (input.missingAnchors.period) {
-    questions.push("Уточните период (например, 2020-06), в котором нужно проверить проблемный кластер.");
+    questions.push("РЈС‚РѕС‡РЅРёС‚Рµ РїРµСЂРёРѕРґ (РЅР°РїСЂРёРјРµСЂ, 2020-06), РІ РєРѕС‚РѕСЂРѕРј РЅСѓР¶РЅРѕ РїСЂРѕРІРµСЂРёС‚СЊ РїСЂРѕР±Р»РµРјРЅС‹Р№ РєР»Р°СЃС‚РµСЂ.");
  }
  if (input.missingAnchors.account) {
-    questions.push("Уточните счет или связку счетов (например, 51/60), где вы ожидаете дефект.");
+    questions.push("РЈС‚РѕС‡РЅРёС‚Рµ СЃС‡РµС‚ РёР»Рё СЃРІСЏР·РєСѓ СЃС‡РµС‚РѕРІ (РЅР°РїСЂРёРјРµСЂ, 51/60), РіРґРµ РІС‹ РѕР¶РёРґР°РµС‚Рµ РґРµС„РµРєС‚.");
  }
  if (input.missingAnchors.documentOrObject) {
-    questions.push("Укажите документ/объект, от которого нужно строить проверку цепочки.");
+    questions.push("РЈРєР°Р¶РёС‚Рµ РґРѕРєСѓРјРµРЅС‚/РѕР±СЉРµРєС‚, РѕС‚ РєРѕС‚РѕСЂРѕРіРѕ РЅСѓР¶РЅРѕ СЃС‚СЂРѕРёС‚СЊ РїСЂРѕРІРµСЂРєСѓ С†РµРїРѕС‡РєРё.");
  }
  if (input.missingAnchors.counterparty) {
-    questions.push("Укажите контрагента или договор, по которому проверить незакрытую экспозицию.");
+    questions.push("РЈРєР°Р¶РёС‚Рµ РєРѕРЅС‚СЂР°РіРµРЅС‚Р° РёР»Рё РґРѕРіРѕРІРѕСЂ, РїРѕ РєРѕС‚РѕСЂРѕРјСѓ РїСЂРѕРІРµСЂРёС‚СЊ РЅРµР·Р°РєСЂС‹С‚СѓСЋ СЌРєСЃРїРѕР·РёС†РёСЋ.");
  }
  if (unitTypes.has("broken_chain_segment")) {
-    questions.push("Уточните участок цепочки: выписка, платежный документ или проводка.");
+    questions.push("РЈС‚РѕС‡РЅРёС‚Рµ СѓС‡Р°СЃС‚РѕРє С†РµРїРѕС‡РєРё: РІС‹РїРёСЃРєР°, РїР»Р°С‚РµР¶РЅС‹Р№ РґРѕРєСѓРјРµРЅС‚ РёР»Рё РїСЂРѕРІРѕРґРєР°.");
  }
  if (unitTypes.has("period_risk_cluster")) {
-    questions.push("Уточните, какой этап закрытия периода критичен: начисление, закрытие счетов или НДС-блок.");
+    questions.push("РЈС‚РѕС‡РЅРёС‚Рµ, РєР°РєРѕР№ СЌС‚Р°Рї Р·Р°РєСЂС‹С‚РёСЏ РїРµСЂРёРѕРґР° РєСЂРёС‚РёС‡РµРЅ: РЅР°С‡РёСЃР»РµРЅРёРµ, Р·Р°РєСЂС‹С‚РёРµ СЃС‡РµС‚РѕРІ РёР»Рё РќР”РЎ-Р±Р»РѕРє.");
  }
  if (unitTypes.has("unresolved_settlement_cluster")) {
-    questions.push("Уточните, интересуют хвосты поставщиков, покупателей или оба направления.");
+    questions.push("РЈС‚РѕС‡РЅРёС‚Рµ, РёРЅС‚РµСЂРµСЃСѓСЋС‚ С…РІРѕСЃС‚С‹ РїРѕСЃС‚Р°РІС‰РёРєРѕРІ, РїРѕРєСѓРїР°С‚РµР»РµР№ РёР»Рё РѕР±Р° РЅР°РїСЂР°РІР»РµРЅРёСЏ.");
  }
  if (input.coverageReport.clarification_needed_for.length > 0) {
-    questions.push(`Закройте уточнения для требований: ${input.coverageReport.clarification_needed_for.join(", ")}.`);
+    questions.push(`Р—Р°РєСЂРѕР№С‚Рµ СѓС‚РѕС‡РЅРµРЅРёСЏ РґР»СЏ С‚СЂРµР±РѕРІР°РЅРёР№: ${input.coverageReport.clarification_needed_for.join(", ")}.`);
  }

  return uniqueStrings(questions, 6);
@ -644,10 +741,10 @@ function limitationReasonToText(code: EvidenceLimitationReasonCode): string {
 function detectMissingAnchors(userMessage: string): MissingAnchors {
  const lower = String(userMessage ?? "").toLowerCase();
  const hasPeriod = /\b20\d{2}(?:[-./](?:0[1-9]|1[0-2]))?\b/.test(lower);
-  const hasAccount = /(?:\bсчет\b|\baccount\b|\bschet\b|\b\d{2}(?:\.\d{2})?\b)/i.test(lower);
-  const hasDocumentOrObject = /(?:документ|invoice|guid|object|obj|#\d+|\bid\b|\bref\b|dokument|doc)/i.test(lower);
-  const hasCounterparty = /(?:контрагент|supplier|buyer|customer|kontragent|postavsh|pokupatel)/i.test(lower);
-  const hasAnomalyType = /(?:аномал|risk|отклон|разрыв|mismatch|duplicate|tail|цепочк|anomali|hvost)/i.test(lower);
+  const hasAccount = /(?:\bСЃС‡РµС‚\b|\baccount\b|\bschet\b|\b\d{2}(?:\.\d{2})?\b)/i.test(lower);
+  const hasDocumentOrObject = /(?:РґРѕРєСѓРјРµРЅС‚|invoice|guid|object|obj|#\d+|\bid\b|\bref\b|dokument|doc)/i.test(lower);
+  const hasCounterparty = /(?:РєРѕРЅС‚СЂР°РіРµРЅС‚|supplier|buyer|customer|kontragent|postavsh|pokupatel)/i.test(lower);
+  const hasAnomalyType = /(?:Р°РЅРѕРјР°Р»|risk|РѕС‚РєР»РѕРЅ|СЂР°Р·СЂС‹РІ|mismatch|duplicate|tail|С†РµРїРѕС‡Рє|anomali|hvost)/i.test(lower);

  return {
    period: !hasPeriod,
@ -671,22 +768,22 @@ function buildClarificationQuestions(input: {
  }

  if (input.missingAnchors.period) {
-    questions.push("Уточните период проверки (например, 2020-06).");
+    questions.push("РЈС‚РѕС‡РЅРёС‚Рµ РїРµСЂРёРѕРґ РїСЂРѕРІРµСЂРєРё (РЅР°РїСЂРёРјРµСЂ, 2020-06).");
  }
  if (input.missingAnchors.account) {
-    questions.push("Уточните счет или группу счетов (например, 19, 60, 62).");
+    questions.push("РЈС‚РѕС‡РЅРёС‚Рµ СЃС‡РµС‚ РёР»Рё РіСЂСѓРїРїСѓ СЃС‡РµС‚РѕРІ (РЅР°РїСЂРёРјРµСЂ, 19, 60, 62).");
  }
  if (input.missingAnchors.documentOrObject) {
-    questions.push("Укажите документ/GUID/конкретный объект для трассировки.");
+    questions.push("РЈРєР°Р¶РёС‚Рµ РґРѕРєСѓРјРµРЅС‚/GUID/РєРѕРЅРєСЂРµС‚РЅС‹Р№ РѕР±СЉРµРєС‚ РґР»СЏ С‚СЂР°СЃСЃРёСЂРѕРІРєРё.");
  }
  if (input.missingAnchors.counterparty) {
-    questions.push("Укажите контрагента или группу контрагентов.");
+    questions.push("РЈРєР°Р¶РёС‚Рµ РєРѕРЅС‚СЂР°РіРµРЅС‚Р° РёР»Рё РіСЂСѓРїРїСѓ РєРѕРЅС‚СЂР°РіРµРЅС‚РѕРІ.");
  }
  if (input.policySignals.broad_query_detected && input.missingAnchors.anomalyType) {
-    questions.push("Уточните тип отклонения: разрыв цепочки, неверный документ или аномальный риск.");
+    questions.push("РЈС‚РѕС‡РЅРёС‚Рµ С‚РёРї РѕС‚РєР»РѕРЅРµРЅРёСЏ: СЂР°Р·СЂС‹РІ С†РµРїРѕС‡РєРё, РЅРµРІРµСЂРЅС‹Р№ РґРѕРєСѓРјРµРЅС‚ РёР»Рё Р°РЅРѕРјР°Р»СЊРЅС‹Р№ СЂРёСЃРє.");
  }
  if (input.coverageReport.clarification_needed_for.length > 0) {
-    questions.push(`Закройте уточнения для требований: ${input.coverageReport.clarification_needed_for.join(", ")}.`);
+    questions.push(`Р—Р°РєСЂРѕР№С‚Рµ СѓС‚РѕС‡РЅРµРЅРёСЏ РґР»СЏ С‚СЂРµР±РѕРІР°РЅРёР№: ${input.coverageReport.clarification_needed_for.join(", ")}.`);
  }

  return uniqueStrings(questions, 6);
@ -701,31 +798,31 @@ function buildRecommendedActions(input: {
 }): string[] {
  const actions: string[] = [];
  if (input.mode === "focused_grounded") {
-    actions.push("Проверьте 1-2 ключевые записи в учетной базе и зафиксируйте итог в рабочем файле проверки.");
+    actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ 1-2 РєР»СЋС‡РµРІС‹Рµ Р·Р°РїРёСЃРё РІ СѓС‡РµС‚РЅРѕР№ Р±Р°Р·Рµ Рё Р·Р°С„РёРєСЃРёСЂСѓР№С‚Рµ РёС‚РѕРі РІ СЂР°Р±РѕС‡РµРј С„Р°Р№Р»Рµ РїСЂРѕРІРµСЂРєРё.");
  }
  if (input.mode === "broad_partial") {
-    actions.push("Сузьте запрос до периода + счета или периода + документа и повторите проверку.");
+    actions.push("РЎСѓР·СЊС‚Рµ Р·Р°РїСЂРѕСЃ РґРѕ РїРµСЂРёРѕРґР° + СЃС‡РµС‚Р° РёР»Рё РїРµСЂРёРѕРґР° + РґРѕРєСѓРјРµРЅС‚Р° Рё РїРѕРІС‚РѕСЂРёС‚Рµ РїСЂРѕРІРµСЂРєСѓ.");
  }
  if (input.mode === "clarification_required") {
-    actions.push("Дайте недостающие якоря (период/счет/объект), иначе сильный factual вывод невозможен.");
+    actions.push("Р”Р°Р№С‚Рµ РЅРµРґРѕСЃС‚Р°СЋС‰РёРµ СЏРєРѕСЂСЏ (РїРµСЂРёРѕРґ/СЃС‡РµС‚/РѕР±СЉРµРєС‚), РёРЅР°С‡Рµ СЃРёР»СЊРЅС‹Р№ factual РІС‹РІРѕРґ РЅРµРІРѕР·РјРѕР¶РµРЅ.");
  }
  if (input.coverageReport.requirements_uncovered.length > 0) {
-    actions.push(`Закройте непокрытые требования: ${input.coverageReport.requirements_uncovered.join(", ")}.`);
+    actions.push(`Р—Р°РєСЂРѕР№С‚Рµ РЅРµРїРѕРєСЂС‹С‚С‹Рµ С‚СЂРµР±РѕРІР°РЅРёСЏ: ${input.coverageReport.requirements_uncovered.join(", ")}.`);
  }
  if (input.coverageReport.requirements_partially_covered.length > 0) {
-    actions.push(`Доуточните частично покрытые требования: ${input.coverageReport.requirements_partially_covered.join(", ")}.`);
+    actions.push(`Р”РѕСѓС‚РѕС‡РЅРёС‚Рµ С‡Р°СЃС‚РёС‡РЅРѕ РїРѕРєСЂС‹С‚С‹Рµ С‚СЂРµР±РѕРІР°РЅРёСЏ: ${input.coverageReport.requirements_partially_covered.join(", ")}.`);
  }
  if (input.policySignals.broad_query_detected && input.policySignals.narrowing_strength !== "strong") {
-    actions.push("Добавьте более узкий контекст: тип отклонения, группу документов и бизнес-участок.");
+    actions.push("Р”РѕР±Р°РІСЊС‚Рµ Р±РѕР»РµРµ СѓР·РєРёР№ РєРѕРЅС‚РµРєСЃС‚: С‚РёРї РѕС‚РєР»РѕРЅРµРЅРёСЏ, РіСЂСѓРїРїСѓ РґРѕРєСѓРјРµРЅС‚РѕРІ Рё Р±РёР·РЅРµСЃ-СѓС‡Р°СЃС‚РѕРє.");
  }
  if (input.limitationReasonCodes.includes("snapshot_only")) {
-    actions.push("Сверьте критичные выводы с live source-of-record в 1C.");
+    actions.push("РЎРІРµСЂСЊС‚Рµ РєСЂРёС‚РёС‡РЅС‹Рµ РІС‹РІРѕРґС‹ СЃ live source-of-record РІ 1C.");
  }
  if (input.limitationReasonCodes.includes("weak_source_mapping")) {
-    actions.push("Проверьте source mapping для связей document/register по указанным ref.");
+    actions.push("РџСЂРѕРІРµСЂСЊС‚Рµ source mapping РґР»СЏ СЃРІСЏР·РµР№ document/register РїРѕ СѓРєР°Р·Р°РЅРЅС‹Рј ref.");
  }
  if (input.sourceRefs.length > 0) {
-    actions.push(`Начните проверку с ${input.sourceRefs.length} подтвержденных записей и сверьте их с первичными документами.`);
+    actions.push(`РќР°С‡РЅРёС‚Рµ РїСЂРѕРІРµСЂРєСѓ СЃ ${input.sourceRefs.length} РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅС‹С… Р·Р°РїРёСЃРµР№ Рё СЃРІРµСЂСЊС‚Рµ РёС… СЃ РїРµСЂРІРёС‡РЅС‹РјРё РґРѕРєСѓРјРµРЅС‚Р°РјРё.`);
  }

  return uniqueStrings(actions, 6);
@ -842,14 +939,14 @@ function buildPolicyDecision(input: {
 }

 function buildAnswerSummary(mode: PolicyMode): string {
-  if (mode === "focused_grounded") return "Сформирован прямой ответ на основе подтвержденной опоры.";
-  if (mode === "broad_partial") return "Вывод ограничен: есть частичная опора, но не полный coverage.";
-  if (mode === "clarification_required") return "Нужны уточнения: без сужения strong factual вывод ненадежен.";
-  if (mode === "out_of_scope") return "Запрос вне доступного учетного контура.";
-  if (mode === "route_mismatch") return "Результат маршрута не совпал с предметом вопроса.";
-  if (mode === "empty") return "В текущем срезе данных релевантные записи не обнаружены.";
-  if (mode === "no_grounded") return "Недостаточно опоры для обоснованного ответа.";
-  return "Не удалось собрать обоснованный ответ по текущему запросу.";
+  if (mode === "focused_grounded") return "РЎС„РѕСЂРјРёСЂРѕРІР°РЅ РїСЂСЏРјРѕР№ РѕС‚РІРµС‚ РЅР° РѕСЃРЅРѕРІРµ РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅРѕР№ РѕРїРѕСЂС‹.";
+  if (mode === "broad_partial") return "Р’С‹РІРѕРґ РѕРіСЂР°РЅРёС‡РµРЅ: РµСЃС‚СЊ С‡Р°СЃС‚РёС‡РЅР°СЏ РѕРїРѕСЂР°, РЅРѕ РЅРµ РїРѕР»РЅС‹Р№ coverage.";
+  if (mode === "clarification_required") return "РќСѓР¶РЅС‹ СѓС‚РѕС‡РЅРµРЅРёСЏ: Р±РµР· СЃСѓР¶РµРЅРёСЏ strong factual РІС‹РІРѕРґ РЅРµРЅР°РґРµР¶РµРЅ.";
+  if (mode === "out_of_scope") return "Р—Р°РїСЂРѕСЃ РІРЅРµ РґРѕСЃС‚СѓРїРЅРѕРіРѕ СѓС‡РµС‚РЅРѕРіРѕ РєРѕРЅС‚СѓСЂР°.";
+  if (mode === "route_mismatch") return "Р РµР·СѓР»СЊС‚Р°С‚ РјР°СЂС€СЂСѓС‚Р° РЅРµ СЃРѕРІРїР°Р» СЃ РїСЂРµРґРјРµС‚РѕРј РІРѕРїСЂРѕСЃР°.";
+  if (mode === "empty") return "Р’ С‚РµРєСѓС‰РµРј СЃСЂРµР·Рµ РґР°РЅРЅС‹С… СЂРµР»РµРІР°РЅС‚РЅС‹Рµ Р·Р°РїРёСЃРё РЅРµ РѕР±РЅР°СЂСѓР¶РµРЅС‹.";
+  if (mode === "no_grounded") return "РќРµРґРѕСЃС‚Р°С‚РѕС‡РЅРѕ РѕРїРѕСЂС‹ РґР»СЏ РѕР±РѕСЃРЅРѕРІР°РЅРЅРѕРіРѕ РѕС‚РІРµС‚Р°.";
+  return "РќРµ СѓРґР°Р»РѕСЃСЊ СЃРѕР±СЂР°С‚СЊ РѕР±РѕСЃРЅРѕРІР°РЅРЅС‹Р№ РѕС‚РІРµС‚ РїРѕ С‚РµРєСѓС‰РµРјСѓ Р·Р°РїСЂРѕСЃСѓ.";
 }

 function buildDirectAnswer(input: {
@ -859,33 +956,33 @@ function buildDirectAnswer(input: {
 }): string {
  const topFact = firstMeaningfulFact(input.retrievalResults);
  if (input.mode === "focused_grounded") {
-    return topFact ?? "Подтвержденный результат получен; можно продолжать предметную проверку без деградации.";
+    return topFact ?? "РџРѕРґС‚РІРµСЂР¶РґРµРЅРЅС‹Р№ СЂРµР·СѓР»СЊС‚Р°С‚ РїРѕР»СѓС‡РµРЅ; РјРѕР¶РЅРѕ РїСЂРѕРґРѕР»Р¶Р°С‚СЊ РїСЂРµРґРјРµС‚РЅСѓСЋ РїСЂРѕРІРµСЂРєСѓ Р±РµР· РґРµРіСЂР°РґР°С†РёРё.";
  }
  if (input.mode === "broad_partial") {
    if (topFact) {
-      return `Доступен ограниченный подтвержденный фрагмент: ${topFact}`;
+      return `Р”РѕСЃС‚СѓРїРµРЅ РѕРіСЂР°РЅРёС‡РµРЅРЅС‹Р№ РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅС‹Р№ С„СЂР°РіРјРµРЅС‚: ${topFact}`;
    }
-    return "Есть только ограниченная опора; вывод дан в частичном режиме без ложной точности.";
+    return "Р•СЃС‚СЊ С‚РѕР»СЊРєРѕ РѕРіСЂР°РЅРёС‡РµРЅРЅР°СЏ РѕРїРѕСЂР°; РІС‹РІРѕРґ РґР°РЅ РІ С‡Р°СЃС‚РёС‡РЅРѕРј СЂРµР¶РёРјРµ Р±РµР· Р»РѕР¶РЅРѕР№ С‚РѕС‡РЅРѕСЃС‚Рё.";
  }
  if (input.mode === "clarification_required") {
-    return "Текущий запрос слишком широкий или недоопределен; надежный factual вывод пока невозможен.";
+    return "РўРµРєСѓС‰РёР№ Р·Р°РїСЂРѕСЃ СЃР»РёС€РєРѕРј С€РёСЂРѕРєРёР№ РёР»Рё РЅРµРґРѕРѕРїСЂРµРґРµР»РµРЅ; РЅР°РґРµР¶РЅС‹Р№ factual РІС‹РІРѕРґ РїРѕРєР° РЅРµРІРѕР·РјРѕР¶РµРЅ.";
  }
  if (input.mode === "out_of_scope") {
-    return "Могу отвечать только в пределах данных доступного учетного контура.";
+    return "РњРѕРіСѓ РѕС‚РІРµС‡Р°С‚СЊ С‚РѕР»СЊРєРѕ РІ РїСЂРµРґРµР»Р°С… РґР°РЅРЅС‹С… РґРѕСЃС‚СѓРїРЅРѕРіРѕ СѓС‡РµС‚РЅРѕРіРѕ РєРѕРЅС‚СѓСЂР°.";
  }
  if (input.mode === "route_mismatch") {
-    return "Предмет результата не совпал с предметом вопроса; требуется уточнение фокуса.";
+    return "РџСЂРµРґРјРµС‚ СЂРµР·СѓР»СЊС‚Р°С‚Р° РЅРµ СЃРѕРІРїР°Р» СЃ РїСЂРµРґРјРµС‚РѕРј РІРѕРїСЂРѕСЃР°; С‚СЂРµР±СѓРµС‚СЃСЏ СѓС‚РѕС‡РЅРµРЅРёРµ С„РѕРєСѓСЃР°.";
  }
  if (input.mode === "empty") {
-    return "В текущем срезе данных проблемные записи по заданному условию не найдены.";
+    return "Р’ С‚РµРєСѓС‰РµРј СЃСЂРµР·Рµ РґР°РЅРЅС‹С… РїСЂРѕР±Р»РµРјРЅС‹Рµ Р·Р°РїРёСЃРё РїРѕ Р·Р°РґР°РЅРЅРѕРјСѓ СѓСЃР»РѕРІРёСЋ РЅРµ РЅР°Р№РґРµРЅС‹.";
  }
  if (input.mode === "no_grounded") {
-    return "Недостаточно подтвержденной опоры для ответа в требуемой точности.";
+    return "РќРµРґРѕСЃС‚Р°С‚РѕС‡РЅРѕ РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅРѕР№ РѕРїРѕСЂС‹ РґР»СЏ РѕС‚РІРµС‚Р° РІ С‚СЂРµР±СѓРµРјРѕР№ С‚РѕС‡РЅРѕСЃС‚Рё.";
  }
  if (input.policySignals.minimum_evidence_failed) {
-    return "Маршрут отработал, но минимальная evidence-опора не пройдена.";
+    return "РњР°СЂС€СЂСѓС‚ РѕС‚СЂР°Р±РѕС‚Р°Р», РЅРѕ РјРёРЅРёРјР°Р»СЊРЅР°СЏ evidence-РѕРїРѕСЂР° РЅРµ РїСЂРѕР№РґРµРЅР°.";
  }
-  return "Не удалось сформировать обоснованный ответ; нужно уточнение запроса.";
+  return "РќРµ СѓРґР°Р»РѕСЃСЊ СЃС„РѕСЂРјРёСЂРѕРІР°С‚СЊ РѕР±РѕСЃРЅРѕРІР°РЅРЅС‹Р№ РѕС‚РІРµС‚; РЅСѓР¶РЅРѕ СѓС‚РѕС‡РЅРµРЅРёРµ Р·Р°РїСЂРѕСЃР°.";
 }

 function buildProblemCentricAnswerSummary(input: {
@ -896,20 +993,20 @@ function buildProblemCentricAnswerSummary(input: {
 }): string {
  if (input.lifecycleEnriched && input.summary?.lifecycle_enriched_units && input.summary.lifecycle_enriched_units > 0) {
    if (input.mode === "clarification_required") {
-      return "Выявлены lifecycle-дефекты, но для надежного вывода требуется уточнение предметных якорей.";
+      return "Р’С‹СЏРІР»РµРЅС‹ lifecycle-РґРµС„РµРєС‚С‹, РЅРѕ РґР»СЏ РЅР°РґРµР¶РЅРѕРіРѕ РІС‹РІРѕРґР° С‚СЂРµР±СѓРµС‚СЃСЏ СѓС‚РѕС‡РЅРµРЅРёРµ РїСЂРµРґРјРµС‚РЅС‹С… СЏРєРѕСЂРµР№.";
    }
-    return `Сформирован lifecycle-aware problem срез: выделено ${input.summary.lifecycle_enriched_units} lifecycle-узлов с приоритетом по дефектам перехода.`;
+    return `РЎС„РѕСЂРјРёСЂРѕРІР°РЅ lifecycle-aware problem СЃСЂРµР·: РІС‹РґРµР»РµРЅРѕ ${input.summary.lifecycle_enriched_units} lifecycle-СѓР·Р»РѕРІ СЃ РїСЂРёРѕСЂРёС‚РµС‚РѕРј РїРѕ РґРµС„РµРєС‚Р°Рј РїРµСЂРµС…РѕРґР°.`;
  }
  if (input.mode === "clarification_required") {
-    return "Выявлены проблемные кластеры, но для надежного вывода требуется предметное уточнение фокуса.";
+    return "Р’С‹СЏРІР»РµРЅС‹ РїСЂРѕР±Р»РµРјРЅС‹Рµ РєР»Р°СЃС‚РµСЂС‹, РЅРѕ РґР»СЏ РЅР°РґРµР¶РЅРѕРіРѕ РІС‹РІРѕРґР° С‚СЂРµР±СѓРµС‚СЃСЏ РїСЂРµРґРјРµС‚РЅРѕРµ СѓС‚РѕС‡РЅРµРЅРёРµ С„РѕРєСѓСЃР°.";
  }
  if (input.weakUnits) {
-    return "Сформирован problem-centric срез с ограниченной опорой; вывод предварительный и требует до-проверки.";
+    return "РЎС„РѕСЂРјРёСЂРѕРІР°РЅ problem-centric СЃСЂРµР· СЃ РѕРіСЂР°РЅРёС‡РµРЅРЅРѕР№ РѕРїРѕСЂРѕР№; РІС‹РІРѕРґ РїСЂРµРґРІР°СЂРёС‚РµР»СЊРЅС‹Р№ Рё С‚СЂРµР±СѓРµС‚ РґРѕ-РїСЂРѕРІРµСЂРєРё.";
  }
  if (input.summary?.units_total && input.summary.units_total > 1) {
-    return `Сформирован problem-centric срез: выделено ${input.summary.units_total} проблемных кластера с приоритетами.`;
+    return `РЎС„РѕСЂРјРёСЂРѕРІР°РЅ problem-centric СЃСЂРµР·: РІС‹РґРµР»РµРЅРѕ ${input.summary.units_total} РїСЂРѕР±Р»РµРјРЅС‹С… РєР»Р°СЃС‚РµСЂР° СЃ РїСЂРёРѕСЂРёС‚РµС‚Р°РјРё.`;
  }
-  return "Сформирован problem-centric срез: выделен ключевой проблемный кластер и затронутый контур.";
+  return "РЎС„РѕСЂРјРёСЂРѕРІР°РЅ problem-centric СЃСЂРµР·: РІС‹РґРµР»РµРЅ РєР»СЋС‡РµРІРѕР№ РїСЂРѕР±Р»РµРјРЅС‹Р№ РєР»Р°СЃС‚РµСЂ Рё Р·Р°С‚СЂРѕРЅСѓС‚С‹Р№ РєРѕРЅС‚СѓСЂ.";
 }

 function buildProblemCentricDirectAnswer(input: {
@ -920,19 +1017,24 @@ function buildProblemCentricDirectAnswer(input: {
 }): string {
  const lead =
    input.mode === "clarification_required"
-      ? "Обнаружены проблемные зоны, но без уточнения якорей сильный factual-вывод преждевременен."
+      ? "РћР±РЅР°СЂСѓР¶РµРЅС‹ РїСЂРѕР±Р»РµРјРЅС‹Рµ Р·РѕРЅС‹, РЅРѕ Р±РµР· СѓС‚РѕС‡РЅРµРЅРёСЏ СЏРєРѕСЂРµР№ СЃРёР»СЊРЅС‹Р№ factual-РІС‹РІРѕРґ РїСЂРµР¶РґРµРІСЂРµРјРµРЅРµРЅ."
      : input.weakUnits
-        ? "Выделены проблемные зоны с ограниченной надежностью; вывод дан в ограниченном режиме."
+        ? "Р’С‹РґРµР»РµРЅС‹ РїСЂРѕР±Р»РµРјРЅС‹Рµ Р·РѕРЅС‹ СЃ РѕРіСЂР°РЅРёС‡РµРЅРЅРѕР№ РЅР°РґРµР¶РЅРѕСЃС‚СЊСЋ; РІС‹РІРѕРґ РґР°РЅ РІ РѕРіСЂР°РЅРёС‡РµРЅРЅРѕРј СЂРµР¶РёРјРµ."
        : input.lifecycleAnswerEnabled && hasLifecycleResolution(input.units)
-          ? "Выделены lifecycle-проблемы: определены текущие/ожидаемые стадии и тип нарушения перехода."
-          : "Выделены ключевые проблемные зоны и их влияние на учетный контур.";
+          ? "Р’С‹РґРµР»РµРЅС‹ lifecycle-РїСЂРѕР±Р»РµРјС‹: РѕРїСЂРµРґРµР»РµРЅС‹ С‚РµРєСѓС‰РёРµ/РѕР¶РёРґР°РµРјС‹Рµ СЃС‚Р°РґРёРё Рё С‚РёРї РЅР°СЂСѓС€РµРЅРёСЏ РїРµСЂРµС…РѕРґР°."
+          : "Р’С‹РґРµР»РµРЅС‹ РєР»СЋС‡РµРІС‹Рµ РїСЂРѕР±Р»РµРјРЅС‹Рµ Р·РѕРЅС‹ Рё РёС… РІР»РёСЏРЅРёРµ РЅР° СѓС‡РµС‚РЅС‹Р№ РєРѕРЅС‚СѓСЂ.";

  const unitLines = input.units.map((unit) => {
    const scope = formatAffectedScope(unit);
    const lifecycleScope = input.lifecycleAnswerEnabled ? formatLifecycleScope(unit) : null;
-    const lifecycleInterpretation = input.lifecycleAnswerEnabled ? unit.business_lifecycle_interpretation : null;
+    const lifecycleInterpretation =
+      input.lifecycleAnswerEnabled && unit.business_lifecycle_interpretation
+        ? sanitizeUserText(unit.business_lifecycle_interpretation)
+        : null;
+    const title = sanitizeUserText(unit.title) ?? "Problem cluster detected";
+    const defect = sanitizeUserText(unit.business_defect_class) ?? "detected_issue";
    const segments = [
-      `${unit.title}: ${unit.business_defect_class}`,
+      `${title}: ${defect}`,
      scope,
      lifecycleScope,
      lifecycleInterpretation,
@ -944,10 +1046,10 @@ function buildProblemCentricDirectAnswer(input: {
  });

  if (unitLines.length === 0) {
-    return `${lead}\nПроблемные кластеры не удалось детализировать в текущем срезе.`;
+    return `${lead}\nРџСЂРѕР±Р»РµРјРЅС‹Рµ РєР»Р°СЃС‚РµСЂС‹ РЅРµ СѓРґР°Р»РѕСЃСЊ РґРµС‚Р°Р»РёР·РёСЂРѕРІР°С‚СЊ РІ С‚РµРєСѓС‰РµРј СЃСЂРµР·Рµ.`;
  }

-  return [lead, "Проблемные кластеры:", ...unitLines].join("\n");
+  return [lead, "РџСЂРѕР±Р»РµРјРЅС‹Рµ РєР»Р°СЃС‚РµСЂС‹:", ...unitLines].join("\n");
 }

 function buildProblemCentricAnswerStructure(input: {
@ -1358,21 +1460,23 @@ function composeExplainableAnswer(input: ComposeAnswerInput, scopeLabel: "full"

  const lead =
    scopeLabel === "full"
-      ? "Итог: запрос обработан по предмету, найденные объекты подтверждены данными контура."
-      : "Итог: запрос обработан частично, ниже подтвержденная часть и ограничения.";
+      ? "РС‚РѕРі: Р·Р°РїСЂРѕСЃ РѕР±СЂР°Р±РѕС‚Р°РЅ РїРѕ РїСЂРµРґРјРµС‚Сѓ, РЅР°Р№РґРµРЅРЅС‹Рµ РѕР±СЉРµРєС‚С‹ РїРѕРґС‚РІРµСЂР¶РґРµРЅС‹ РґР°РЅРЅС‹РјРё РєРѕРЅС‚СѓСЂР°."
+      : "РС‚РѕРі: Р·Р°РїСЂРѕСЃ РѕР±СЂР°Р±РѕС‚Р°РЅ С‡Р°СЃС‚РёС‡РЅРѕ, РЅРёР¶Рµ РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅР°СЏ С‡Р°СЃС‚СЊ Рё РѕРіСЂР°РЅРёС‡РµРЅРёСЏ.";

-  return [
-    lead,
-    facts.length > 0 ? "Подтвержденные результаты:\n" + formatList(facts) : "",
-    whyIncluded.length > 0 ? "Почему это попало в ответ:\n" + formatList(whyIncluded) : "",
-    selectionReasons.length > 0 ? "Основание отбора:\n" + formatList(selectionReasons) : "",
-    riskFactors.length > 0 ? "Подтверждающие признаки:\n" + formatList(riskFactors) : "",
-    interpretation.length > 0 ? "Практический смысл:\n" + formatList(interpretation) : "",
-    limitations.length > 0 ? "Ограничения:\n" + formatList(limitations) : "",
-    nextSteps.length > 0 ? "Что проверить дальше:\n" + formatList(nextSteps) : ""
-  ]
-    .filter(Boolean)
-    .join("\n\n");
+  return sanitizeUserFacingReply(
+    [
+      lead,
+      facts.length > 0 ? "РџРѕРґС‚РІРµСЂР¶РґРµРЅРЅС‹Рµ СЂРµР·СѓР»СЊС‚Р°С‚С‹:\n" + formatList(facts) : "",
+      whyIncluded.length > 0 ? "РџРѕС‡РµРјСѓ СЌС‚Рѕ РїРѕРїР°Р»Рѕ РІ РѕС‚РІРµС‚:\n" + formatList(whyIncluded) : "",
+      selectionReasons.length > 0 ? "РћСЃРЅРѕРІР°РЅРёРµ РѕС‚Р±РѕСЂР°:\n" + formatList(selectionReasons) : "",
+      riskFactors.length > 0 ? "РџРѕРґС‚РІРµСЂР¶РґР°СЋС‰РёРµ РїСЂРёР·РЅР°РєРё:\n" + formatList(riskFactors) : "",
+      interpretation.length > 0 ? "РџСЂР°РєС‚РёС‡РµСЃРєРёР№ СЃРјС‹СЃР»:\n" + formatList(interpretation) : "",
+      limitations.length > 0 ? "РћРіСЂР°РЅРёС‡РµРЅРёСЏ:\n" + formatList(limitations) : "",
+      nextSteps.length > 0 ? "Р§С‚Рѕ РїСЂРѕРІРµСЂРёС‚СЊ РґР°Р»СЊС€Рµ:\n" + formatList(nextSteps) : ""
+    ]
+      .filter(Boolean)
+      .join("\n\n")
+  );
 }

 export function composeAssistantAnswer(input: ComposeAnswerInput): ComposeAnswerOutput {
@ -1385,6 +1489,8 @@ export function composeAssistantAnswer(input: ComposeAnswerInput): ComposeAnswer
  const partialResults = input.retrievalResults.filter((item) => item.status === "partial");
  const emptyResults = input.retrievalResults.filter((item) => item.status === "empty");
  const errorResults = input.retrievalResults.filter((item) => item.status === "error");
+  const legacyEvidenceItems = flattenEvidence(input.retrievalResults);
+  const legacyLimitationReasonCodes = collectLimitationReasonCodes(legacyEvidenceItems);
  const hasBroadMinimumEvidenceSignal = input.retrievalResults.some(
    (item) => summaryBoolean(item, "broad_guard_applied") && summaryBoolean(item, "minimum_evidence_failed")
  );
@ -1398,7 +1504,7 @@ export function composeAssistantAnswer(input: ComposeAnswerInput): ComposeAnswer
  if (fallbackType === "out_of_scope" && input.coverageReport.requirements_covered === 0) {
    return {
      assistant_reply:
-        "Я могу отвечать только по данным вашей учетной базы. Этот запрос выходит за рамки доступного контура.",
+        "РЇ РјРѕРіСѓ РѕС‚РІРµС‡Р°С‚СЊ С‚РѕР»СЊРєРѕ РїРѕ РґР°РЅРЅС‹Рј РІР°С€РµР№ СѓС‡РµС‚РЅРѕР№ Р±Р°Р·С‹. РС‚РѕС‚ Р·Р°РїСЂРѕСЃ РІС‹С…РѕРґРёС‚ Р·Р° СЂР°РјРєРё РґРѕСЃС‚СѓРїРЅРѕРіРѕ РєРѕРЅС‚СѓСЂР°.",
      fallback_type: "out_of_scope",
      reply_type: "out_of_scope"
    };
@ -1407,8 +1513,8 @@ export function composeAssistantAnswer(input: ComposeAnswerInput): ComposeAnswer
  if (input.groundingCheck.status === "route_mismatch_blocked") {
    return {
      assistant_reply: [
-        "Не отправляю финальный ответ, потому что предмет результата не совпал с предметом вопроса.",
-        "Уточните формулировку (например, нужный счет/участок учета), и я выполню повторный проход."
+        "РќРµ РѕС‚РїСЂР°РІР»СЏСЋ С„РёРЅР°Р»СЊРЅС‹Р№ РѕС‚РІРµС‚, РїРѕС‚РѕРјСѓ С‡С‚Рѕ РїСЂРµРґРјРµС‚ СЂРµР·СѓР»СЊС‚Р°С‚Р° РЅРµ СЃРѕРІРїР°Р» СЃ РїСЂРµРґРјРµС‚РѕРј РІРѕРїСЂРѕСЃР°.",
+        "РЈС‚РѕС‡РЅРёС‚Рµ С„РѕСЂРјСѓР»РёСЂРѕРІРєСѓ (РЅР°РїСЂРёРјРµСЂ, РЅСѓР¶РЅС‹Р№ СЃС‡РµС‚/СѓС‡Р°СЃС‚РѕРє СѓС‡РµС‚Р°), Рё СЏ РІС‹РїРѕР»РЅСЋ РїРѕРІС‚РѕСЂРЅС‹Р№ РїСЂРѕС…РѕРґ."
      ].join("\n\n"),
      fallback_type: "partial",
      reply_type: "route_mismatch_blocked"
@ -1418,7 +1524,7 @@ export function composeAssistantAnswer(input: ComposeAnswerInput): ComposeAnswer
  if (input.groundingCheck.status === "no_grounded_answer" && okResults.length === 0 && !hasBroadMinimumEvidenceSignal) {
    return {
      assistant_reply:
-        "Пока не удалось собрать предметно подтвержденный ответ по вашему вопросу. Нужны дополнительные уточнения по периоду или объекту проверки.",
+        "РџРѕРєР° РЅРµ СѓРґР°Р»РѕСЃСЊ СЃРѕР±СЂР°С‚СЊ РїСЂРµРґРјРµС‚РЅРѕ РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅС‹Р№ РѕС‚РІРµС‚ РїРѕ РІР°С€РµРјСѓ РІРѕРїСЂРѕСЃСѓ. РќСѓР¶РЅС‹ РґРѕРїРѕР»РЅРёС‚РµР»СЊРЅС‹Рµ СѓС‚РѕС‡РЅРµРЅРёСЏ РїРѕ РїРµСЂРёРѕРґСѓ РёР»Рё РѕР±СЉРµРєС‚Сѓ РїСЂРѕРІРµСЂРєРё.",
      fallback_type: fallbackType,
      reply_type: "no_grounded_answer"
    };
@ -1427,7 +1533,7 @@ export function composeAssistantAnswer(input: ComposeAnswerInput): ComposeAnswer
  if (hasBroadClarificationSignal && okResults.length === 0 && partialResults.length === 0) {
    return {
      assistant_reply:
-        "Запрос слишком широкий для надежного вывода по текущей опоре. Уточните период, участок учета или объект проверки, после чего я дам предметный результат.",
+        "Р—Р°РїСЂРѕСЃ СЃР»РёС€РєРѕРј С€РёСЂРѕРєРёР№ РґР»СЏ РЅР°РґРµР¶РЅРѕРіРѕ РІС‹РІРѕРґР° РїРѕ С‚РµРєСѓС‰РµР№ РѕРїРѕСЂРµ. РЈС‚РѕС‡РЅРёС‚Рµ РїРµСЂРёРѕРґ, СѓС‡Р°СЃС‚РѕРє СѓС‡РµС‚Р° РёР»Рё РѕР±СЉРµРєС‚ РїСЂРѕРІРµСЂРєРё, РїРѕСЃР»Рµ С‡РµРіРѕ СЏ РґР°Рј РїСЂРµРґРјРµС‚РЅС‹Р№ СЂРµР·СѓР»СЊС‚Р°С‚.",
      fallback_type: "clarification",
      reply_type: "clarification_required"
    };
@ -1435,7 +1541,7 @@ export function composeAssistantAnswer(input: ComposeAnswerInput): ComposeAnswer

  if (fallbackType === "clarification" && okResults.length === 0 && partialResults.length === 0) {
    return {
-      assistant_reply: "Уточните, пожалуйста, период, счет, документ или контрагента, чтобы закрыть все части вопроса корректно.",
+      assistant_reply: "РЈС‚РѕС‡РЅРёС‚Рµ, РїРѕР¶Р°Р»СѓР№СЃС‚Р°, РїРµСЂРёРѕРґ, СЃС‡РµС‚, РґРѕРєСѓРјРµРЅС‚ РёР»Рё РєРѕРЅС‚СЂР°РіРµРЅС‚Р°, С‡С‚РѕР±С‹ Р·Р°РєСЂС‹С‚СЊ РІСЃРµ С‡Р°СЃС‚Рё РІРѕРїСЂРѕСЃР° РєРѕСЂСЂРµРєС‚РЅРѕ.",
      fallback_type: "clarification",
      reply_type: "clarification_required"
    };
@ -1443,7 +1549,7 @@ export function composeAssistantAnswer(input: ComposeAnswerInput): ComposeAnswer

  if (errorResults.length > 0 && okResults.length === 0 && partialResults.length === 0) {
    return {
-      assistant_reply: "Не удалось получить данные из контура. Попробуйте повторить запрос или уточнить формулировку.",
+      assistant_reply: "РќРµ СѓРґР°Р»РѕСЃСЊ РїРѕР»СѓС‡РёС‚СЊ РґР°РЅРЅС‹Рµ РёР· РєРѕРЅС‚СѓСЂР°. РџРѕРїСЂРѕР±СѓР№С‚Рµ РїРѕРІС‚РѕСЂРёС‚СЊ Р·Р°РїСЂРѕСЃ РёР»Рё СѓС‚РѕС‡РЅРёС‚СЊ С„РѕСЂРјСѓР»РёСЂРѕРІРєСѓ.",
      fallback_type: fallbackType,
      reply_type: "backend_error"
    };
@ -1459,7 +1565,7 @@ export function composeAssistantAnswer(input: ComposeAnswerInput): ComposeAnswer

  if (okResults.length === 0 && partialResults.length === 0 && emptyResults.length > 0) {
    return {
-      assistant_reply: "По заданному условию в текущем срезе данных явных проблемных записей не найдено.",
+      assistant_reply: "РџРѕ Р·Р°РґР°РЅРЅРѕРјСѓ СѓСЃР»РѕРІРёСЋ РІ С‚РµРєСѓС‰РµРј СЃСЂРµР·Рµ РґР°РЅРЅС‹С… СЏРІРЅС‹С… РїСЂРѕР±Р»РµРјРЅС‹С… Р·Р°РїРёСЃРµР№ РЅРµ РЅР°Р№РґРµРЅРѕ.",
      fallback_type: fallbackType,
      reply_type: "empty_but_valid"
    };
@ -1471,7 +1577,9 @@ export function composeAssistantAnswer(input: ComposeAnswerInput): ComposeAnswer
    input.coverageReport.clarification_needed_for.length > 0 ||
    input.coverageReport.out_of_scope_requirements.length > 0 ||
    input.groundingCheck.status === "partial" ||
-    errorResults.length > 0;
+    errorResults.length > 0 ||
+    legacyLimitationReasonCodes.includes("weak_source_mapping") ||
+    legacyLimitationReasonCodes.includes("missing_mechanism");

  if (okResults.length > 0 && hasPartialCoverage) {
    return {
@ -1490,9 +1598,10 @@ export function composeAssistantAnswer(input: ComposeAnswerInput): ComposeAnswer
  }

  return {
-    assistant_reply: "По текущему запросу не удалось построить обоснованный ответ. Уточните формулировку и попробуйте снова.",
+    assistant_reply: "РџРѕ С‚РµРєСѓС‰РµРјСѓ Р·Р°РїСЂРѕСЃСѓ РЅРµ СѓРґР°Р»РѕСЃСЊ РїРѕСЃС‚СЂРѕРёС‚СЊ РѕР±РѕСЃРЅРѕРІР°РЅРЅС‹Р№ РѕС‚РІРµС‚. РЈС‚РѕС‡РЅРёС‚Рµ С„РѕСЂРјСѓР»РёСЂРѕРІРєСѓ Рё РїРѕРїСЂРѕР±СѓР№С‚Рµ СЃРЅРѕРІР°.",
    fallback_type: "unknown",
    reply_type: "backend_error"
  };
 }

+
--- a/llm_normalizer/backend/src/services/assistantDataLayer.ts
+++ b/llm_normalizer/backend/src/services/assistantDataLayer.ts
@ -1125,9 +1125,9 @@ export class AssistantDataLayer {
    } else if (route === "store_feature_risk") {
      result = this.executeRisk(fragmentText, data);
    } else if (route === "batch_refresh_then_store") {
-      result = this.executeBatch(data);
+      result = this.executeBatch(fragmentText, data);
    } else if (route === "store_canonical") {
-      result = this.executeCanonical(data);
+      result = this.executeCanonical(fragmentText, data);
    } else if (route === "live_mcp_drilldown") {
      result = this.executeDrilldown(fragmentText, data);
    }
@ -1437,7 +1437,9 @@ export class AssistantDataLayer {
    };
  }

-  private executeRisk(_fragmentText: string, data: DatasetBundle): RawRetrievalResult {
+  private executeRisk(fragmentText: string, data: DatasetBundle): RawRetrievalResult {
+    const semanticProfile = buildSemanticRetrievalProfile(fragmentText);
+    const profileRiskFactors = semanticProfile.anomaly_patterns;
    const records = [...data.problemCases, ...data.ndsRegisters];
    const scored = records
      .map((record) => {
@ -1491,12 +1493,15 @@ export class AssistantDataLayer {
        items: [],
        summary: {
          checked_records: records.length,
-          risky_records: 0
+          risky_records: 0,
+          query_subject: semanticProfile.query_subject,
+          semantic_profile: semanticProfile,
+          ranking_basis: semanticProfile.ranking_basis
        },
        evidence: [],
        why_included: [],
        selection_reason: ["Р РёСЃРє-РѕС†РµРЅРєР° РІС‹РїРѕР»РЅСЏР»Р°СЃСЊ РїРѕ С‚РµС…РЅРёС‡РµСЃРєРёРј РїСЂРёР·РЅР°РєР°Рј, РЅРѕ Р·Р°РїРёСЃРё РІС‹С€Рµ РїРѕСЂРѕРіР° РЅРµ РЅР°Р№РґРµРЅС‹."],
-        risk_factors: [],
+        risk_factors: profileRiskFactors,
        business_interpretation: ["РџРѕ С‚РµРєСѓС‰РµРјСѓ СЃСЂРµР·Сѓ СЏРІРЅС‹Рµ СЂРёСЃРє-РїСЂРёР·РЅР°РєРё РЅРµ РѕР±РЅР°СЂСѓР¶РµРЅС‹."],
        confidence: "medium",
        limitations: ["РћС†РµРЅРєР° РѕСЃРЅРѕРІР°РЅР° РЅР° snapshot-РґР°РЅРЅС‹С… Рё СЌРІСЂРёСЃС‚РёС‡РµСЃРєРѕРј risk score."],
@ -1505,6 +1510,13 @@ export class AssistantDataLayer {
    }

    const averageScore = items.reduce((acc, item) => acc + item.risk_score, 0) / items.length;
+    const normalizedRiskFactors = uniqueStrings([
+      ...profileRiskFactors,
+      "unknown_link_count",
+      "zero_guid_values",
+      "navigation_links",
+      "missing_counterparty_link"
+    ]);
    return {
      status: "ok",
      result_type: "list",
@ -1512,7 +1524,10 @@ export class AssistantDataLayer {
      summary: {
        checked_records: records.length,
        risky_records: items.length,
-        average_risk_score: Number(averageScore.toFixed(2))
+        average_risk_score: Number(averageScore.toFixed(2)),
+        query_subject: semanticProfile.query_subject,
+        semantic_profile: semanticProfile,
+        ranking_basis: semanticProfile.ranking_basis
      },
      evidence: items.slice(0, 10).map((item) => ({
        source_entity: item.source_entity,
@ -1521,14 +1536,10 @@ export class AssistantDataLayer {
      })),
      why_included: ["Р’ РѕС‚РІРµС‚ РІРєР»СЋС‡РµРЅС‹ Р·Р°РїРёСЃРё СЃ risk_score >= 2."],
      selection_reason: [
-        "score СЂР°СЃС‚РµС‚ РїСЂРё unknown links, zero GUID, РЅР°РІРёРіР°С†РёРѕРЅРЅС‹С… СЃСЃС‹Р»РєР°С… Рё РѕС‚СЃСѓС‚СЃС‚РІРёРё СЏРІРЅРѕРіРѕ РєРѕРЅС‚СЂР°РіРµРЅС‚Р°."
-      ],
-      risk_factors: [
-        "unknown_link_count",
-        "zero_guid_values",
-        "navigation_links",
-        "missing_counterparty_link"
+        "score СЂР°СЃС‚РµС‚ РїСЂРё unknown links, zero GUID, РЅР°РІРёРіР°С†РёРѕРЅРЅС‹С… СЃСЃС‹Р»РєР°С… Рё РѕС‚СЃСѓС‚СЃС‚РІРёРё СЏРІРЅРѕРіРѕ РєРѕРЅС‚СЂР°РіРµРЅС‚Р°.",
+        `Semantic profile subject: ${semanticProfile.query_subject}.`
      ],
+      risk_factors: normalizedRiskFactors,
      business_interpretation: ["РС‚Рё Р·Р°РїРёСЃРё С‚СЂРµР±СѓСЋС‚ РїРµСЂРІРёС‡РЅРѕР№ Р±СѓС…РіР°Р»С‚РµСЂСЃРєРѕР№ РїСЂРѕРІРµСЂРєРё РєР°Рє РїРѕС‚РµРЅС†РёР°Р»СЊРЅС‹Рµ Р°РЅРѕРјР°Р»РёРё."],
      confidence: "high",
      limitations: ["Р РёСЃРє-С„Р°РєС‚РѕСЂС‹ РѕРїСЂРµРґРµР»СЏСЋС‚СЃСЏ СЌРІСЂРёСЃС‚РёРєРѕР№, Р° РЅРµ РїРѕР»РЅС‹Рј РЅР°Р±РѕСЂРѕРј Р±РёР·РЅРµСЃ-РїСЂР°РІРёР» 1РЎ."],
@ -1536,7 +1547,8 @@ export class AssistantDataLayer {
    };
  }

-  private executeBatch(data: DatasetBundle): RawRetrievalResult {
+  private executeBatch(fragmentText: string, data: DatasetBundle): RawRetrievalResult {
+    const semanticProfile = buildSemanticRetrievalProfile(fragmentText);
    const source = [...data.problemCases, ...data.keyFields, ...data.docs];
    const byEntity = new Map<string, number>();
    for (const record of source) {
@ -1558,7 +1570,10 @@ export class AssistantDataLayer {
      items,
      summary: {
        checked_records: source.length,
-        ranked_entities: items.length
+        ranked_entities: items.length,
+        query_subject: semanticProfile.query_subject,
+        semantic_profile: semanticProfile,
+        ranking_basis: semanticProfile.ranking_basis
      },
      evidence: items.slice(0, 5).map((item) => ({
        entity: item.entity,
@ -1566,9 +1581,9 @@ export class AssistantDataLayer {
      })),
      why_included: items.length > 0 ? ["РџРѕРєР°Р·Р°РЅС‹ СЃСѓС‰РЅРѕСЃС‚Рё СЃ РјР°РєСЃРёРјР°Р»СЊРЅС‹Рј РєРѕР»РёС‡РµСЃС‚РІРѕРј Р·Р°РїРёСЃРµР№."] : [],
      selection_reason: ["Р Р°РЅР¶РёСЂРѕРІР°РЅРёРµ РІС‹РїРѕР»РЅРµРЅРѕ РїРѕ records_count РїРѕ СѓР±С‹РІР°РЅРёСЋ."],
-      risk_factors: ["Р’С‹СЃРѕРєРёР№ РѕР±СЉРµРј Р·Р°РїРёСЃРµР№ РїРѕ СЃСѓС‰РЅРѕСЃС‚Рё РїРѕРІС‹С€Р°РµС‚ РїСЂРёРѕСЂРёС‚РµС‚ РїСЂРѕРІРµСЂРєРё."],
+      risk_factors: uniqueStrings(["entity_volume_spike", ...semanticProfile.anomaly_patterns]),
      business_interpretation: [
-        "РЎСѓС‰РЅРѕСЃС‚Рё РІ С‚РѕРїРµ СЂР°РЅРіР° С‡Р°С‰Рµ РґР°СЋС‚ РЅР°РёР±РѕР»СЊС€РёР№ РІРєР»Р°Рґ РІ РїСЂРѕР±Р»РµРјРЅС‹Р№ РѕР±СЉРµРј Рё С‚СЂРµР±СѓСЋС‚ РїСЂРёРѕСЂРёС‚РµС‚РЅРѕРіРѕ Р°СѓРґРёС‚Р°."
+        "Top entities by volume highlight where lifecycle-focused review should start first."
      ],
      confidence: "medium",
      limitations: ["Р Р°РЅР¶РёСЂРѕРІР°РЅРёРµ РїРѕ РѕР±СЉРµРјСѓ РЅРµ РІСЃРµРіРґР° СЌРєРІРёРІР°Р»РµРЅС‚РЅРѕ Р±РёР·РЅРµСЃ-СЂРёСЃРєСѓ."],
@ -1576,8 +1591,11 @@ export class AssistantDataLayer {
    };
  }

-  private executeCanonical(data: DatasetBundle): RawRetrievalResult {
-    const items = data.docs
+  private executeCanonical(fragmentText: string, data: DatasetBundle): RawRetrievalResult {
+    const semanticProfile = buildSemanticRetrievalProfile(fragmentText);
+    const useVatSource = semanticProfile.domain_scope.includes("vat") || semanticProfile.domain_scope.includes("taxes");
+    const sourceRecords = useVatSource ? [...data.ndsRegisters, ...data.keyFields] : data.docs;
+    const items = sourceRecords
      .map((record) => {
        const period = extractDate(record);
        return {
@ -1599,8 +1617,11 @@ export class AssistantDataLayer {
      result_type: "list",
      items,
      summary: {
-        checked_records: data.docs.length,
-        returned_records: items.length
+        checked_records: sourceRecords.length,
+        returned_records: items.length,
+        query_subject: semanticProfile.query_subject,
+        semantic_profile: semanticProfile,
+        ranking_basis: semanticProfile.ranking_basis
      },
      evidence: items.slice(0, 6).map((item) => ({
        source_entity: item.source_entity,
@ -1608,8 +1629,11 @@ export class AssistantDataLayer {
        period: item.period
      })),
      why_included: items.length > 0 ? ["РџРѕРєР°Р·Р°РЅС‹ РїРѕСЃР»РµРґРЅРёРµ РїРѕ РґР°С‚Рµ Р·Р°РїРёСЃРё РєР°РЅРѕРЅРёС‡РµСЃРєРѕРіРѕ РґРѕРєСѓРјРµРЅС‚РЅРѕРіРѕ СЃР»РѕСЏ."] : [],
-      selection_reason: ["РћС‚Р±РѕСЂ РїРѕ РјР°РєСЃРёРјР°Р»СЊРЅРѕР№ РґР°С‚Рµ РґРѕРєСѓРјРµРЅС‚Р° РІ РїСЂРµРґРµР»Р°С… snapshot."],
-      risk_factors: [],
+      selection_reason: [
+        "РћС‚Р±РѕСЂ РїРѕ РјР°РєСЃРёРјР°Р»СЊРЅРѕР№ РґР°С‚Рµ РґРѕРєСѓРјРµРЅС‚Р° РІ РїСЂРµРґРµР»Р°С… snapshot.",
+        `Semantic profile subject: ${semanticProfile.query_subject}.`
+      ],
+      risk_factors: semanticProfile.anomaly_patterns,
      business_interpretation: ["РЎР»РѕР№ РѕС‚СЂР°Р¶Р°РµС‚ Р±Р°Р·РѕРІС‹Р№ factual-СЃСЂРµР· РґРѕРєСѓРјРµРЅС‚РѕРІ РґР»СЏ РѕРїРµСЂР°С‚РёРІРЅРѕР№ СЃРІРµСЂРєРё."],
      confidence: "high",
      limitations: ["РС‚Рѕ read-only snapshot, Р° РЅРµ РѕРЅР»Р°Р№РЅ-СЃРѕСЃС‚РѕСЏРЅРёРµ 1РЎ."],
--- a/llm_normalizer/backend/src/services/lifecycleRuntime.ts
+++ b/llm_normalizer/backend/src/services/lifecycleRuntime.ts
@ -1,4 +1,4 @@
-import type { CandidateEvidenceItem, ProblemConfidence, ProblemUnit, ProblemUnitType } from "../types/stage2ProblemUnits";
+import type { CandidateEvidenceItem, ProblemConfidence, ProblemUnit, ProblemUnitType } from "../types/stage2ProblemUnits";
 import {
  LIFECYCLE_MODEL_SCHEMA_VERSION,
  STAGE3_LIFECYCLE_DOMAINS,
@ -47,13 +47,99 @@ function hasToken(values: string[], pattern: RegExp): boolean {
  return values.some((value) => pattern.test(value));
 }

-function defaultExpectedState(domain: LifecycleDomain): string {
-  if (domain === "bank_settlement") return "settlement_closed";
-  if (domain === "customer_settlement") return "receivable_closed";
-  if (domain === "deferred_expense") return "fully_written_off";
-  if (domain === "fixed_asset") return "depreciation_active";
-  if (domain === "vat_flow") return "vat_deducted";
-  return "close_completed";
+function normalizeStateToken(value: string): string {
+  return value.trim().toLowerCase();
+}
+
+function resolveStateCode(model: LifecycleDomainModel, stateCode: string | null | undefined): string | null {
+  if (!stateCode || typeof stateCode !== "string") {
+    return null;
+  }
+  const normalized = normalizeStateToken(stateCode);
+  const matched = model.states.find((state) => normalizeStateToken(state.state_code) === normalized);
+  return matched?.state_code ?? null;
+}
+
+function defaultInitialState(model: LifecycleDomainModel): string {
+  const initial = model.states.find((state) => state.state_class === "initial");
+  if (initial) {
+    return initial.state_code;
+  }
+  return model.states[0]?.state_code ?? "unknown_state";
+}
+
+function defaultExpectedState(model: LifecycleDomainModel): string {
+  const terminal = model.states.find((state) => state.is_terminal || state.state_class === "terminal");
+  if (terminal) {
+    return terminal.state_code;
+  }
+  const active = model.states.find((state) => state.state_class === "active");
+  if (active) {
+    return active.state_code;
+  }
+  return defaultInitialState(model);
+}
+
+function expectedTransitionAdjacency(model: LifecycleDomainModel): Map<string, string[]> {
+  const graph = new Map<string, string[]>();
+  for (const transition of model.transitions) {
+    if (transition.transition_type !== "expected") {
+      continue;
+    }
+    const from = transition.from_state;
+    const to = transition.to_state;
+    const current = graph.get(from) ?? [];
+    if (!current.includes(to)) {
+      current.push(to);
+    }
+    graph.set(from, current);
+  }
+  return graph;
+}
+
+function shortestExpectedPath(model: LifecycleDomainModel, fromState: string, toState: string): string[] | null {
+  if (fromState === toState) {
+    return [fromState];
+  }
+  const graph = expectedTransitionAdjacency(model);
+  const queue: string[][] = [[fromState]];
+  const visited = new Set<string>([fromState]);
+  while (queue.length > 0) {
+    const path = queue.shift();
+    if (!path) {
+      continue;
+    }
+    const tail = path[path.length - 1];
+    const nextStates = graph.get(tail) ?? [];
+    for (const nextState of nextStates) {
+      if (visited.has(nextState)) {
+        continue;
+      }
+      const nextPath = [...path, nextState];
+      if (nextState === toState) {
+        return nextPath;
+      }
+      visited.add(nextState);
+      queue.push(nextPath);
+    }
+  }
+  return null;
+}
+
+function transitionEdgeLabel(fromState: string, toState: string): string {
+  return `${fromState}->${toState}`;
+}
+
+function resolvePreviousStates(model: LifecycleDomainModel, currentState: string): string[] {
+  const initialState = defaultInitialState(model);
+  if (initialState === currentState) {
+    return [];
+  }
+  const path = shortestExpectedPath(model, initialState, currentState);
+  if (!path || path.length <= 1) {
+    return [];
+  }
+  return path.slice(0, -1);
 }

 const LIFECYCLE_DOMAIN_MODELS: Record<LifecycleDomain, LifecycleDomainModel> = {
@ -64,53 +150,53 @@ const LIFECYCLE_DOMAIN_MODELS: Record<LifecycleDomain, LifecycleDomainModel> = {
    states: [
      {
        state_code: "initiated_payment",
-        state_label: "Платеж инициирован",
+        state_label: "РџР»Р°С‚РµР¶ РёРЅРёС†РёРёСЂРѕРІР°РЅ",
        state_class: "initial",
        entry_conditions: ["payment_order_created"],
        exit_conditions: ["bank_recorded"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "Есть инициирование платежа."
+        business_meaning: "Р•СЃС‚СЊ РёРЅРёС†РёРёСЂРѕРІР°РЅРёРµ РїР»Р°С‚РµР¶Р°."
      },
      {
        state_code: "bank_recorded",
-        state_label: "Платеж отражен банком",
+        state_label: "РџР»Р°С‚РµР¶ РѕС‚СЂР°Р¶РµРЅ Р±Р°РЅРєРѕРј",
        state_class: "active",
        entry_conditions: ["bank_statement_recorded"],
        exit_conditions: ["settlement_linked"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "Движение денег зафиксировано, ожидается расчетное закрытие."
+        business_meaning: "Р”РІРёР¶РµРЅРёРµ РґРµРЅРµРі Р·Р°С„РёРєСЃРёСЂРѕРІР°РЅРѕ, РѕР¶РёРґР°РµС‚СЃСЏ СЂР°СЃС‡РµС‚РЅРѕРµ Р·Р°РєСЂС‹С‚РёРµ."
      },
      {
        state_code: "settlement_closed",
-        state_label: "Расчет закрыт",
+        state_label: "Р Р°СЃС‡РµС‚ Р·Р°РєСЂС‹С‚",
        state_class: "terminal",
        entry_conditions: ["payment_to_settlement_linked"],
        exit_conditions: [],
        is_terminal: true,
        is_problematic: false,
-        business_meaning: "Платеж доведен до расчетного результата."
+        business_meaning: "РџР»Р°С‚РµР¶ РґРѕРІРµРґРµРЅ РґРѕ СЂР°СЃС‡РµС‚РЅРѕРіРѕ СЂРµР·СѓР»СЊС‚Р°С‚Р°."
      },
      {
        state_code: "stale_unlinked_payment",
-        state_label: "Платеж завис без закрытия",
+        state_label: "РџР»Р°С‚РµР¶ Р·Р°РІРёСЃ Р±РµР· Р·Р°РєСЂС‹С‚РёСЏ",
        state_class: "problematic",
        entry_conditions: ["bank_recorded", "missing_link"],
        exit_conditions: ["settlement_closed"],
        is_terminal: false,
        is_problematic: true,
-        business_meaning: "Платеж отражен, но ожидаемая связь по расчету не завершена."
+        business_meaning: "РџР»Р°С‚РµР¶ РѕС‚СЂР°Р¶РµРЅ, РЅРѕ РѕР¶РёРґР°РµРјР°СЏ СЃРІСЏР·СЊ РїРѕ СЂР°СЃС‡РµС‚Сѓ РЅРµ Р·Р°РІРµСЂС€РµРЅР°."
      },
      {
        state_code: "misclosed_payment",
-        state_label: "Платеж закрыт некорректно",
+        state_label: "РџР»Р°С‚РµР¶ Р·Р°РєСЂС‹С‚ РЅРµРєРѕСЂСЂРµРєС‚РЅРѕ",
        state_class: "problematic",
        entry_conditions: ["wrong_document_type_or_posting_mismatch"],
        exit_conditions: ["settlement_closed"],
        is_terminal: false,
        is_problematic: true,
-        business_meaning: "Формальное закрытие есть, но путь закрытия неверный."
+        business_meaning: "Р¤РѕСЂРјР°Р»СЊРЅРѕРµ Р·Р°РєСЂС‹С‚РёРµ РµСЃС‚СЊ, РЅРѕ РїСѓС‚СЊ Р·Р°РєСЂС‹С‚РёСЏ РЅРµРІРµСЂРЅС‹Р№."
      }
    ],
    transitions: [
@ -121,7 +207,7 @@ const LIFECYCLE_DOMAIN_MODELS: Record<LifecycleDomain, LifecycleDomainModel> = {
        required_evidence: ["bank_statement_recorded"],
        optional_evidence: ["payment_order"],
        forbidden_conditions: [],
-        business_meaning: "Платеж должен появиться во выписке."
+        business_meaning: "РџР»Р°С‚РµР¶ РґРѕР»Р¶РµРЅ РїРѕСЏРІРёС‚СЊСЃСЏ РІРѕ РІС‹РїРёСЃРєРµ."
      },
      {
        from_state: "bank_recorded",
@ -130,7 +216,7 @@ const LIFECYCLE_DOMAIN_MODELS: Record<LifecycleDomain, LifecycleDomainModel> = {
        required_evidence: ["payment_to_settlement_link"],
        optional_evidence: ["document_to_posting"],
        forbidden_conditions: ["wrong_document_type"],
-        business_meaning: "После выписки должен закрываться расчет."
+        business_meaning: "РџРѕСЃР»Рµ РІС‹РїРёСЃРєРё РґРѕР»Р¶РµРЅ Р·Р°РєСЂС‹РІР°С‚СЊСЃСЏ СЂР°СЃС‡РµС‚."
      }
    ],
    defects: []
@ -142,43 +228,43 @@ const LIFECYCLE_DOMAIN_MODELS: Record<LifecycleDomain, LifecycleDomainModel> = {
    states: [
      {
        state_code: "invoice_issued",
-        state_label: "Реализация отражена",
+        state_label: "Р РµР°Р»РёР·Р°С†РёСЏ РѕС‚СЂР°Р¶РµРЅР°",
        state_class: "initial",
        entry_conditions: ["realization_document_exists"],
        exit_conditions: ["payment_recorded"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "Возникла дебиторская позиция."
+        business_meaning: "Р’РѕР·РЅРёРєР»Р° РґРµР±РёС‚РѕСЂСЃРєР°СЏ РїРѕР·РёС†РёСЏ."
      },
      {
        state_code: "payment_recorded",
-        state_label: "Оплата отражена",
+        state_label: "РћРїР»Р°С‚Р° РѕС‚СЂР°Р¶РµРЅР°",
        state_class: "active",
        entry_conditions: ["payment_document_exists"],
        exit_conditions: ["receivable_closed"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "Оплата есть, ожидается корректное закрытие."
+        business_meaning: "РћРїР»Р°С‚Р° РµСЃС‚СЊ, РѕР¶РёРґР°РµС‚СЃСЏ РєРѕСЂСЂРµРєС‚РЅРѕРµ Р·Р°РєСЂС‹С‚РёРµ."
      },
      {
        state_code: "receivable_closed",
-        state_label: "Дебиторка закрыта",
+        state_label: "Р”РµР±РёС‚РѕСЂРєР° Р·Р°РєСЂС‹С‚Р°",
        state_class: "terminal",
        entry_conditions: ["closing_document_linked"],
        exit_conditions: [],
        is_terminal: true,
        is_problematic: false,
-        business_meaning: "Дебиторская позиция закрыта корректно."
+        business_meaning: "Р”РµР±РёС‚РѕСЂСЃРєР°СЏ РїРѕР·РёС†РёСЏ Р·Р°РєСЂС‹С‚Р° РєРѕСЂСЂРµРєС‚РЅРѕ."
      },
      {
        state_code: "stale_receivable",
-        state_label: "Дебиторка зависла",
+        state_label: "Р”РµР±РёС‚РѕСЂРєР° Р·Р°РІРёСЃР»Р°",
        state_class: "problematic",
        entry_conditions: ["unresolved_settlement"],
        exit_conditions: ["receivable_closed"],
        is_terminal: false,
        is_problematic: true,
-        business_meaning: "Позиция остается незавершенной дольше ожидаемого."
+        business_meaning: "РџРѕР·РёС†РёСЏ РѕСЃС‚Р°РµС‚СЃСЏ РЅРµР·Р°РІРµСЂС€РµРЅРЅРѕР№ РґРѕР»СЊС€Рµ РѕР¶РёРґР°РµРјРѕРіРѕ."
      }
    ],
    transitions: [
@ -189,7 +275,7 @@ const LIFECYCLE_DOMAIN_MODELS: Record<LifecycleDomain, LifecycleDomainModel> = {
        required_evidence: ["payment_document_exists"],
        optional_evidence: [],
        forbidden_conditions: [],
-        business_meaning: "После реализации ожидается оплата/зачет."
+        business_meaning: "РџРѕСЃР»Рµ СЂРµР°Р»РёР·Р°С†РёРё РѕР¶РёРґР°РµС‚СЃСЏ РѕРїР»Р°С‚Р°/Р·Р°С‡РµС‚."
      },
      {
        from_state: "payment_recorded",
@ -198,7 +284,7 @@ const LIFECYCLE_DOMAIN_MODELS: Record<LifecycleDomain, LifecycleDomainModel> = {
        required_evidence: ["closing_document_linked"],
        optional_evidence: ["register_movement_exists"],
        forbidden_conditions: ["cross_branch_inconsistency"],
-        business_meaning: "Оплата должна завершаться корректным закрытием расчета."
+        business_meaning: "РћРїР»Р°С‚Р° РґРѕР»Р¶РЅР° Р·Р°РІРµСЂС€Р°С‚СЊСЃСЏ РєРѕСЂСЂРµРєС‚РЅС‹Рј Р·Р°РєСЂС‹С‚РёРµРј СЂР°СЃС‡РµС‚Р°."
      }
    ],
    defects: []
@ -210,43 +296,43 @@ const LIFECYCLE_DOMAIN_MODELS: Record<LifecycleDomain, LifecycleDomainModel> = {
    states: [
      {
        state_code: "recognized",
-        state_label: "РБП признан",
+        state_label: "Р Р‘Рџ РїСЂРёР·РЅР°РЅ",
        state_class: "initial",
        entry_conditions: ["deferred_expense_created"],
        exit_conditions: ["writeoff_started"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "РБП поставлен на учет."
+        business_meaning: "Р Р‘Рџ РїРѕСЃС‚Р°РІР»РµРЅ РЅР° СѓС‡РµС‚."
      },
      {
        state_code: "partially_written_off",
-        state_label: "Частичное списание",
+        state_label: "Р§Р°СЃС‚РёС‡РЅРѕРµ СЃРїРёСЃР°РЅРёРµ",
        state_class: "active",
        entry_conditions: ["partial_writeoff_exists"],
        exit_conditions: ["fully_written_off"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "Списание идет по графику."
+        business_meaning: "РЎРїРёСЃР°РЅРёРµ РёРґРµС‚ РїРѕ РіСЂР°С„РёРєСѓ."
      },
      {
        state_code: "fully_written_off",
-        state_label: "РБП полностью списан",
+        state_label: "Р Р‘Рџ РїРѕР»РЅРѕСЃС‚СЊСЋ СЃРїРёСЃР°РЅ",
        state_class: "terminal",
        entry_conditions: ["full_writeoff_exists"],
        exit_conditions: [],
        is_terminal: true,
        is_problematic: false,
-        business_meaning: "РБП завершил lifecycle."
+        business_meaning: "Р Р‘Рџ Р·Р°РІРµСЂС€РёР» lifecycle."
      },
      {
        state_code: "overdue_writeoff",
-        state_label: "Просроченное списание",
+        state_label: "РџСЂРѕСЃСЂРѕС‡РµРЅРЅРѕРµ СЃРїРёСЃР°РЅРёРµ",
        state_class: "problematic",
        entry_conditions: ["period_boundary", "missing_link"],
        exit_conditions: ["fully_written_off"],
        is_terminal: false,
        is_problematic: true,
-        business_meaning: "РБП живет дольше допустимого окна."
+        business_meaning: "Р Р‘Рџ Р¶РёРІРµС‚ РґРѕР»СЊС€Рµ РґРѕРїСѓСЃС‚РёРјРѕРіРѕ РѕРєРЅР°."
      }
    ],
    transitions: [],
@ -259,53 +345,53 @@ const LIFECYCLE_DOMAIN_MODELS: Record<LifecycleDomain, LifecycleDomainModel> = {
    states: [
      {
        state_code: "capitalized",
-        state_label: "Капвложения отражены",
+        state_label: "РљР°РїРІР»РѕР¶РµРЅРёСЏ РѕС‚СЂР°Р¶РµРЅС‹",
        state_class: "initial",
        entry_conditions: ["capitalization_document_exists"],
        exit_conditions: ["accepted_for_accounting"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "Объект зафиксирован как вложение."
+        business_meaning: "РћР±СЉРµРєС‚ Р·Р°С„РёРєСЃРёСЂРѕРІР°РЅ РєР°Рє РІР»РѕР¶РµРЅРёРµ."
      },
      {
        state_code: "accepted_for_accounting",
-        state_label: "Принят к учету",
+        state_label: "РџСЂРёРЅСЏС‚ Рє СѓС‡РµС‚Сѓ",
        state_class: "active",
        entry_conditions: ["acceptance_document_exists"],
        exit_conditions: ["depreciation_active"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "Объект переведен в основной контур учета."
+        business_meaning: "РћР±СЉРµРєС‚ РїРµСЂРµРІРµРґРµРЅ РІ РѕСЃРЅРѕРІРЅРѕР№ РєРѕРЅС‚СѓСЂ СѓС‡РµС‚Р°."
      },
      {
        state_code: "depreciation_active",
-        state_label: "Амортизация активна",
+        state_label: "РђРјРѕСЂС‚РёР·Р°С†РёСЏ Р°РєС‚РёРІРЅР°",
        state_class: "active",
        entry_conditions: ["depreciation_register_movement"],
        exit_conditions: ["disposed"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "Жизненный цикл ОС идет штатно."
+        business_meaning: "Р–РёР·РЅРµРЅРЅС‹Р№ С†РёРєР» РћРЎ РёРґРµС‚ С€С‚Р°С‚РЅРѕ."
      },
      {
        state_code: "contradictory_asset_state",
-        state_label: "Противоречивый статус ОС",
+        state_label: "РџСЂРѕС‚РёРІРѕСЂРµС‡РёРІС‹Р№ СЃС‚Р°С‚СѓСЃ РћРЎ",
        state_class: "problematic",
        entry_conditions: ["posting_mismatch_or_wrong_path"],
        exit_conditions: ["depreciation_active"],
        is_terminal: false,
        is_problematic: true,
-        business_meaning: "Статус ОС формально есть, но смыслово противоречив."
+        business_meaning: "РЎС‚Р°С‚СѓСЃ РћРЎ С„РѕСЂРјР°Р»СЊРЅРѕ РµСЃС‚СЊ, РЅРѕ СЃРјС‹СЃР»РѕРІРѕ РїСЂРѕС‚РёРІРѕСЂРµС‡РёРІ."
      },
      {
        state_code: "disposed",
-        state_label: "Выбыл",
+        state_label: "Р’С‹Р±С‹Р»",
        state_class: "terminal",
        entry_conditions: ["disposal_document_exists"],
        exit_conditions: [],
        is_terminal: true,
        is_problematic: false,
-        business_meaning: "Жизненный цикл ОС завершен."
+        business_meaning: "Р–РёР·РЅРµРЅРЅС‹Р№ С†РёРєР» РћРЎ Р·Р°РІРµСЂС€РµРЅ."
      }
    ],
    transitions: [],
@ -318,43 +404,43 @@ const LIFECYCLE_DOMAIN_MODELS: Record<LifecycleDomain, LifecycleDomainModel> = {
    states: [
      {
        state_code: "vat_registered",
-        state_label: "НДС отражен документно",
+        state_label: "РќР”РЎ РѕС‚СЂР°Р¶РµРЅ РґРѕРєСѓРјРµРЅС‚РЅРѕ",
        state_class: "initial",
        entry_conditions: ["invoice_registered"],
        exit_conditions: ["vat_reflected"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "Сформирован первичный документный слой НДС."
+        business_meaning: "РЎС„РѕСЂРјРёСЂРѕРІР°РЅ РїРµСЂРІРёС‡РЅС‹Р№ РґРѕРєСѓРјРµРЅС‚РЅС‹Р№ СЃР»РѕР№ РќР”РЎ."
      },
      {
        state_code: "vat_reflected",
-        state_label: "НДС отражен в учете",
+        state_label: "РќР”РЎ РѕС‚СЂР°Р¶РµРЅ РІ СѓС‡РµС‚Рµ",
        state_class: "active",
        entry_conditions: ["vat_register_movement"],
        exit_conditions: ["vat_deducted"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "НДС проходит штатную стадию отражения."
+        business_meaning: "РќР”РЎ РїСЂРѕС…РѕРґРёС‚ С€С‚Р°С‚РЅСѓСЋ СЃС‚Р°РґРёСЋ РѕС‚СЂР°Р¶РµРЅРёСЏ."
      },
      {
        state_code: "vat_deducted",
-        state_label: "НДС принят к вычету",
+        state_label: "РќР”РЎ РїСЂРёРЅСЏС‚ Рє РІС‹С‡РµС‚Сѓ",
        state_class: "terminal",
        entry_conditions: ["deduction_confirmed"],
        exit_conditions: [],
        is_terminal: true,
        is_problematic: false,
-        business_meaning: "НДС-цепочка завершена корректно."
+        business_meaning: "РќР”РЎ-С†РµРїРѕС‡РєР° Р·Р°РІРµСЂС€РµРЅР° РєРѕСЂСЂРµРєС‚РЅРѕ."
      },
      {
        state_code: "vat_conflict",
-        state_label: "Конфликт НДС-цепочки",
+        state_label: "РљРѕРЅС„Р»РёРєС‚ РќР”РЎ-С†РµРїРѕС‡РєРё",
        state_class: "problematic",
        entry_conditions: ["cross_branch_inconsistency"],
        exit_conditions: ["vat_reflected"],
        is_terminal: false,
        is_problematic: true,
-        business_meaning: "Бухгалтерская и налоговая ветки расходятся."
+        business_meaning: "Р‘СѓС…РіР°Р»С‚РµСЂСЃРєР°СЏ Рё РЅР°Р»РѕРіРѕРІР°СЏ РІРµС‚РєРё СЂР°СЃС…РѕРґСЏС‚СЃСЏ."
      }
    ],
    transitions: [],
@ -367,53 +453,53 @@ const LIFECYCLE_DOMAIN_MODELS: Record<LifecycleDomain, LifecycleDomainModel> = {
    states: [
      {
        state_code: "preclose_checks",
-        state_label: "Предзакрытие",
+        state_label: "РџСЂРµРґР·Р°РєСЂС‹С‚РёРµ",
        state_class: "active",
        entry_conditions: ["period_scope_detected"],
        exit_conditions: ["close_ready"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "Идет проверка готовности периода."
+        business_meaning: "РРґРµС‚ РїСЂРѕРІРµСЂРєР° РіРѕС‚РѕРІРЅРѕСЃС‚Рё РїРµСЂРёРѕРґР°."
      },
      {
        state_code: "close_ready",
-        state_label: "Готов к закрытию",
+        state_label: "Р“РѕС‚РѕРІ Рє Р·Р°РєСЂС‹С‚РёСЋ",
        state_class: "active",
        entry_conditions: ["no_blockers_detected"],
        exit_conditions: ["close_completed"],
        is_terminal: false,
        is_problematic: false,
-        business_meaning: "Период может быть закрыт."
+        business_meaning: "РџРµСЂРёРѕРґ РјРѕР¶РµС‚ Р±С‹С‚СЊ Р·Р°РєСЂС‹С‚."
      },
      {
        state_code: "close_completed",
-        state_label: "Закрытие завершено",
+        state_label: "Р—Р°РєСЂС‹С‚РёРµ Р·Р°РІРµСЂС€РµРЅРѕ",
        state_class: "terminal",
        entry_conditions: ["close_operation_done"],
        exit_conditions: [],
        is_terminal: true,
        is_problematic: false,
-        business_meaning: "Период закрыт."
+        business_meaning: "РџРµСЂРёРѕРґ Р·Р°РєСЂС‹С‚."
      },
      {
        state_code: "close_blocked",
-        state_label: "Закрытие заблокировано",
+        state_label: "Р—Р°РєСЂС‹С‚РёРµ Р·Р°Р±Р»РѕРєРёСЂРѕРІР°РЅРѕ",
        state_class: "problematic",
        entry_conditions: ["period_close_risk_or_stale_state"],
        exit_conditions: ["close_ready"],
        is_terminal: false,
        is_problematic: true,
-        business_meaning: "Есть lifecycle-дефекты, влияющие на закрытие."
+        business_meaning: "Р•СЃС‚СЊ lifecycle-РґРµС„РµРєС‚С‹, РІР»РёСЏСЋС‰РёРµ РЅР° Р·Р°РєСЂС‹С‚РёРµ."
      },
      {
        state_code: "close_contradicted",
-        state_label: "Закрыт формально, но с противоречием",
+        state_label: "Р—Р°РєСЂС‹С‚ С„РѕСЂРјР°Р»СЊРЅРѕ, РЅРѕ СЃ РїСЂРѕС‚РёРІРѕСЂРµС‡РёРµРј",
        state_class: "problematic",
        entry_conditions: ["misclosed_or_cross_branch_conflict"],
        exit_conditions: ["close_completed"],
        is_terminal: false,
        is_problematic: true,
-        business_meaning: "Формальное закрытие не согласовано с фактическими ветками."
+        business_meaning: "Р¤РѕСЂРјР°Р»СЊРЅРѕРµ Р·Р°РєСЂС‹С‚РёРµ РЅРµ СЃРѕРіР»Р°СЃРѕРІР°РЅРѕ СЃ С„Р°РєС‚РёС‡РµСЃРєРёРјРё РІРµС‚РєР°РјРё."
      }
    ],
    transitions: [],
@ -426,7 +512,7 @@ const SHARED_DEFECTS: LifecycleDefectDefinition[] = [
    defect_code: "missing_expected_transition",
    defect_class: "path",
    severity_hint: "medium",
-    business_meaning: "Ожидаемый переход не произошел.",
+    business_meaning: "РћР¶РёРґР°РµРјС‹Р№ РїРµСЂРµС…РѕРґ РЅРµ РїСЂРѕРёР·РѕС€РµР».",
    evidence_requirements: ["expected_state", "missing_transition_signal"],
    period_impact_potential: "indirect"
  },
@ -434,7 +520,7 @@ const SHARED_DEFECTS: LifecycleDefectDefinition[] = [
    defect_code: "invalid_transition",
    defect_class: "path",
    severity_hint: "high",
-    business_meaning: "Переход произошел по некорректному пути.",
+    business_meaning: "РџРµСЂРµС…РѕРґ РїСЂРѕРёР·РѕС€РµР» РїРѕ РЅРµРєРѕСЂСЂРµРєС‚РЅРѕРјСѓ РїСѓС‚Рё.",
    evidence_requirements: ["invalid_transition_signal"],
    period_impact_potential: "indirect"
  },
@ -442,7 +528,7 @@ const SHARED_DEFECTS: LifecycleDefectDefinition[] = [
    defect_code: "stale_active_state",
    defect_class: "timing",
    severity_hint: "high",
-    business_meaning: "Объект завис в активном состоянии.",
+    business_meaning: "РћР±СЉРµРєС‚ Р·Р°РІРёСЃ РІ Р°РєС‚РёРІРЅРѕРј СЃРѕСЃС‚РѕСЏРЅРёРё.",
    evidence_requirements: ["stale_marker", "missing_transition_signal"],
    period_impact_potential: "direct"
  },
@ -450,7 +536,7 @@ const SHARED_DEFECTS: LifecycleDefectDefinition[] = [
    defect_code: "contradictory_state",
    defect_class: "consistency",
    severity_hint: "high",
-    business_meaning: "Статусы объекта противоречат друг другу.",
+    business_meaning: "РЎС‚Р°С‚СѓСЃС‹ РѕР±СЉРµРєС‚Р° РїСЂРѕС‚РёРІРѕСЂРµС‡Р°С‚ РґСЂСѓРі РґСЂСѓРіСѓ.",
    evidence_requirements: ["contradiction_signal"],
    period_impact_potential: "direct"
  },
@ -458,7 +544,7 @@ const SHARED_DEFECTS: LifecycleDefectDefinition[] = [
    defect_code: "premature_terminal_state",
    defect_class: "closure",
    severity_hint: "medium",
-    business_meaning: "Терминальное состояние наступило преждевременно.",
+    business_meaning: "РўРµСЂРјРёРЅР°Р»СЊРЅРѕРµ СЃРѕСЃС‚РѕСЏРЅРёРµ РЅР°СЃС‚СѓРїРёР»Рѕ РїСЂРµР¶РґРµРІСЂРµРјРµРЅРЅРѕ.",
    evidence_requirements: ["terminal_state", "missing_required_previous_state"],
    period_impact_potential: "indirect"
  },
@ -466,7 +552,7 @@ const SHARED_DEFECTS: LifecycleDefectDefinition[] = [
    defect_code: "misclosed_state",
    defect_class: "closure",
    severity_hint: "high",
-    business_meaning: "Контур формально закрыт, но закрыт неверно.",
+    business_meaning: "РљРѕРЅС‚СѓСЂ С„РѕСЂРјР°Р»СЊРЅРѕ Р·Р°РєСЂС‹С‚, РЅРѕ Р·Р°РєСЂС‹С‚ РЅРµРІРµСЂРЅРѕ.",
    evidence_requirements: ["wrong_closure_path"],
    period_impact_potential: "direct"
  },
@ -474,7 +560,7 @@ const SHARED_DEFECTS: LifecycleDefectDefinition[] = [
    defect_code: "orphan_intermediate_state",
    defect_class: "path",
    severity_hint: "medium",
-    business_meaning: "Промежуточная стадия осталась без корректного продолжения.",
+    business_meaning: "РџСЂРѕРјРµР¶СѓС‚РѕС‡РЅР°СЏ СЃС‚Р°РґРёСЏ РѕСЃС‚Р°Р»Р°СЃСЊ Р±РµР· РєРѕСЂСЂРµРєС‚РЅРѕРіРѕ РїСЂРѕРґРѕР»Р¶РµРЅРёСЏ.",
    evidence_requirements: ["intermediate_state_without_next"],
    period_impact_potential: "indirect"
  },
@ -482,7 +568,7 @@ const SHARED_DEFECTS: LifecycleDefectDefinition[] = [
    defect_code: "cross_branch_state_conflict",
    defect_class: "consistency",
    severity_hint: "high",
-    business_meaning: "Состояния соседних веток учета противоречат друг другу.",
+    business_meaning: "РЎРѕСЃС‚РѕСЏРЅРёСЏ СЃРѕСЃРµРґРЅРёС… РІРµС‚РѕРє СѓС‡РµС‚Р° РїСЂРѕС‚РёРІРѕСЂРµС‡Р°С‚ РґСЂСѓРі РґСЂСѓРіСѓ.",
    evidence_requirements: ["cross_branch_conflict_signal"],
    period_impact_potential: "direct"
  }
@ -502,6 +588,23 @@ class LifecycleRegistryImpl {
  public getDomain(domain: LifecycleDomain): LifecycleDomainModel {
    return this.models[domain];
  }
+
+  public hasState(domain: LifecycleDomain, stateCode: string | null | undefined): boolean {
+    const model = this.getDomain(domain);
+    return Boolean(resolveStateCode(model, stateCode));
+  }
+
+  public resolveDefaultExpectedState(domain: LifecycleDomain): string {
+    return defaultExpectedState(this.getDomain(domain));
+  }
+
+  public resolveInitialState(domain: LifecycleDomain): string {
+    return defaultInitialState(this.getDomain(domain));
+  }
+
+  public findExpectedPath(domain: LifecycleDomain, fromState: string, toState: string): string[] | null {
+    return shortestExpectedPath(this.getDomain(domain), fromState, toState);
+  }
 }

 export const LifecycleRegistry = new LifecycleRegistryImpl(LIFECYCLE_DOMAIN_MODELS);
@ -524,30 +627,88 @@ function inferLifecycleDomain(input: LifecycleResolverInput): LifecycleDomain {
    .join(" ")
    .toLowerCase();

-  if (includesAny(unitTokens, [/\bnds\b/, /\bvat\b/, /\btax\b/, /cross[_\s-]?branch/, /\b19\b/, /\b68\b/])) {
-    return "vat_flow";
-  }
-  if (includesAny(unitTokens, [/\bperiod\b/, /\bclose\b/, /закрыт/, /reporting/]) || input.unit.problem_unit_type === "period_risk_cluster") {
-    return "period_close";
-  }
-  if (includesAny(unitTokens, [/deferred/, /writeoff/, /рбп/, /\b97\b/])) {
+  const hasVatMarkers = includesAny(unitTokens, [
+    /domain_hint:vat_flow/,
+    /\binvoice_to_vat\b/,
+    /\bvat_chain_conflict\b/,
+    /(^|[^a-z0-9])nds([^a-z0-9]|$)/,
+    /(^|[^a-z0-9])vat([^a-z0-9]|$)/,
+    /(^|[^a-z0-9])tax(?:es)?([^a-z0-9]|$)/,
+    /\baccount[_:\s-]?(19|68)\b/
+  ]);
+  const hasDeferredMarkers = includesAny(unitTokens, [
+    /domain_hint:deferred_expense/,
+    /\bdeferred(?:_expense)?\b/,
+    /\bdeferred_expense_to_writeoff\b/,
+    /\bwriteoff\b/,
+    /\bpartially_written_off\b/,
+    /\bfully_written_off\b/,
+    /\baccount[_:\s-]?97\b/
+  ]);
+  const hasFixedAssetMarkers = includesAny(unitTokens, [
+    /domain_hint:fixed_asset/,
+    /\bfixed[_\s-]?asset(?:s)?\b/,
+    /\basset_card_to_depreciation\b/,
+    /\bdepreciation(?:_active)?\b/,
+    /\baccepted_for_accounting\b/,
+    /\bcapitalized\b/,
+    /\baccount[_:\s-]?(01|02|08)\b/
+  ]);
+  const hasPeriodCloseMarkers = includesAny(unitTokens, [
+    /domain_hint:period_close/,
+    /\bperiod[_\s-]?close\b/,
+    /\bperiod_close_risk\b/,
+    /\bclose[_\s-]?risk\b/,
+    /\bclosure[_\s-]?risk\b/,
+    /\bpreclose\b/,
+    /\bmonth[_\s-]?close\b/,
+    /\bperiod_risk\b/
+  ]);
+
+  if (hasDeferredMarkers) {
    return "deferred_expense";
  }
-  if (includesAny(unitTokens, [/fixed[_\s-]?asset/, /амортиз/, /ос\b/, /\b01\b/, /\b02\b/, /\b08\b/])) {
+  if (hasFixedAssetMarkers) {
    return "fixed_asset";
  }
-  if (includesAny(unitTokens, [/buyer/, /customer/, /дебитор/, /\b62\b/])) {
+  if (hasVatMarkers) {
+    return "vat_flow";
+  }
+
+  if (
+    hasPeriodCloseMarkers ||
+    input.unit.problem_unit_type === "period_risk_cluster" ||
+    input.unit.period_impact?.impact_class === "close_risk"
+  ) {
+    return "period_close";
+  }
+  if (includesAny(unitTokens, [/buyer/, /customer/, /\b62\b/])) {
    return "customer_settlement";
  }
+  if (
+    includesAny(unitTokens, [
+      /domain_hint:bank_settlement/,
+      /\bpayment_to_settlement\b/,
+      /\bstatement_to_document\b/,
+      /\bbank_recorded\b/,
+      /\binitiated_payment\b/,
+      /\bsettlement(?:_closed)?\b/
+    ]) ||
+    input.unit.problem_unit_type === "unresolved_settlement_cluster" ||
+    input.unit.problem_unit_type === "broken_chain_segment"
+  ) {
+    return "bank_settlement";
+  }
+  if (input.unit.problem_unit_type === "cross_branch_inconsistency_cluster") {
+    return "vat_flow";
+  }
+  if (input.unit.problem_unit_type === "lifecycle_anomaly_node") {
+    return "deferred_expense";
+  }
  return "bank_settlement";
 }

 function inferCurrentState(domain: LifecycleDomain, input: LifecycleResolverInput): string {
-  const explicitActual = input.unit.actual_state?.trim();
-  if (explicitActual) {
-    return explicitActual;
-  }
-
  const anomalies = input.candidates.flatMap((item) => item.anomaly_patterns).map((item) => item.toLowerCase());
  const relations = input.candidates.flatMap((item) => item.relation_pattern_hits).map((item) => item.toLowerCase());

@ -573,7 +734,7 @@ function inferCurrentState(domain: LifecycleDomain, input: LifecycleResolverInpu
  if (domain === "fixed_asset") {
    if (hasInvalid) return "contradictory_asset_state";
    if (hasToken(relations, /depreciation|amort/)) return "depreciation_active";
-    if (hasToken(relations, /accept|учет/)) return "accepted_for_accounting";
+    if (hasToken(relations, /accept|account/)) return "accepted_for_accounting";
    return "capitalized";
  }
  if (domain === "vat_flow") {
@ -587,27 +748,51 @@ function inferCurrentState(domain: LifecycleDomain, input: LifecycleResolverInpu
  return "preclose_checks";
 }

-function inferExpectedState(domain: LifecycleDomain, input: LifecycleResolverInput): string {
+function inferExpectedState(domain: LifecycleDomain, input: LifecycleResolverInput, model: LifecycleDomainModel): string {
  const explicitExpected = input.unit.expected_state?.trim();
  if (explicitExpected) {
    return explicitExpected;
  }
-  return defaultExpectedState(domain);
+  return defaultExpectedState(model);
 }

-function inferMissingTransition(input: LifecycleResolverInput): string | null {
+function inferMissingTransition(
+  input: LifecycleResolverInput,
+  model: LifecycleDomainModel,
+  currentState: string,
+  expectedState: string
+): string | null {
  if (typeof input.unit.failed_expected_edge === "string" && input.unit.failed_expected_edge.trim().length > 0) {
    return input.unit.failed_expected_edge.trim();
  }
  const anomalies = input.candidates.flatMap((item) => item.anomaly_patterns).join(" ").toLowerCase();
-  if (/(missing_link|no_continuation|broken_lifecycle|tail|unresolved)/.test(anomalies)) {
-    return "expected_transition_not_observed";
+  if (!/(missing_link|no_continuation|broken_lifecycle|tail|unresolved)/.test(anomalies)) {
+    return null;
  }
-  return null;
+  if (currentState !== expectedState) {
+    const path = shortestExpectedPath(model, currentState, expectedState);
+    if (path && path.length >= 2) {
+      return transitionEdgeLabel(path[0], path[1]);
+    }
+  }
+  const directExpected = model.transitions.find(
+    (transition) => transition.transition_type === "expected" && transition.from_state === currentState
+  );
+  if (directExpected) {
+    return transitionEdgeLabel(directExpected.from_state, directExpected.to_state);
+  }
+  return "expected_transition_not_observed";
 }

-function inferInvalidTransition(input: LifecycleResolverInput): string | null {
+function inferInvalidTransition(input: LifecycleResolverInput, model: LifecycleDomainModel): string | null {
  const anomalies = input.candidates.flatMap((item) => item.anomaly_patterns).join(" ").toLowerCase();
+  for (const transition of model.transitions) {
+    for (const forbiddenCondition of transition.forbidden_conditions) {
+      if (anomalies.includes(forbiddenCondition.toLowerCase())) {
+        return `${transitionEdgeLabel(transition.from_state, transition.to_state)}:forbidden:${forbiddenCondition}`;
+      }
+    }
+  }
  if (/(cross_branch|cross_domain_inconsistency)/.test(anomalies)) {
    return "cross_branch_conflict_transition";
  }
@ -653,6 +838,14 @@ export function classifyLifecycleDefect(input: {
  return null;
 }

+function registryBackedDefect(domain: LifecycleDomain, defect: LifecycleDefectType | null): LifecycleDefectType | null {
+  if (!defect) {
+    return null;
+  }
+  const model = LifecycleRegistry.getDomain(domain);
+  return model.defects.some((definition) => definition.defect_code === defect) ? defect : null;
+}
+
 function resolutionConfidence(unitConfidence: ProblemConfidence, input: {
  hasExplicitStates: boolean;
  hasDefectSignal: boolean;
@ -690,32 +883,47 @@ function lifecycleInterpretation(input: {
  missingTransition: string | null;
  invalidTransition: string | null;
 }): string {
-  const base = `Текущая стадия: ${input.currentState}; ожидаемая стадия: ${input.expectedState}.`;
+  const base = `РўРµРєСѓС‰Р°СЏ СЃС‚Р°РґРёСЏ: ${input.currentState}; РѕР¶РёРґР°РµРјР°СЏ СЃС‚Р°РґРёСЏ: ${input.expectedState}.`;
  if (input.defect === "stale_active_state") {
-    return `${base} Объект завис во времени и не дошел до ожидаемого перехода.`;
+    return `${base} РћР±СЉРµРєС‚ Р·Р°РІРёСЃ РІРѕ РІСЂРµРјРµРЅРё Рё РЅРµ РґРѕС€РµР» РґРѕ РѕР¶РёРґР°РµРјРѕРіРѕ РїРµСЂРµС…РѕРґР°.`;
  }
  if (input.defect === "misclosed_state") {
-    return `${base} Контур закрыт формально, но путь закрытия противоречит бухгалтерской логике.`;
+    return `${base} РљРѕРЅС‚СѓСЂ Р·Р°РєСЂС‹С‚ С„РѕСЂРјР°Р»СЊРЅРѕ, РЅРѕ РїСѓС‚СЊ Р·Р°РєСЂС‹С‚РёСЏ РїСЂРѕС‚РёРІРѕСЂРµС‡РёС‚ Р±СѓС…РіР°Р»С‚РµСЂСЃРєРѕР№ Р»РѕРіРёРєРµ.`;
  }
  if (input.defect === "cross_branch_state_conflict") {
-    return `${base} Между ветками домена ${input.domain} обнаружено противоречие состояний.`;
+    return `${base} РњРµР¶РґСѓ РІРµС‚РєР°РјРё РґРѕРјРµРЅР° ${input.domain} РѕР±РЅР°СЂСѓР¶РµРЅРѕ РїСЂРѕС‚РёРІРѕСЂРµС‡РёРµ СЃРѕСЃС‚РѕСЏРЅРёР№.`;
  }
  if (input.defect === "missing_expected_transition") {
-    return `${base} Не зафиксирован ожидаемый переход (${input.missingTransition ?? "unknown_transition"}).`;
+    return `${base} РќРµ Р·Р°С„РёРєСЃРёСЂРѕРІР°РЅ РѕР¶РёРґР°РµРјС‹Р№ РїРµСЂРµС…РѕРґ (${input.missingTransition ?? "unknown_transition"}).`;
  }
  if (input.defect === "invalid_transition") {
-    return `${base} Зафиксирован некорректный переход (${input.invalidTransition ?? "invalid_transition"}).`;
+    return `${base} Р—Р°С„РёРєСЃРёСЂРѕРІР°РЅ РЅРµРєРѕСЂСЂРµРєС‚РЅС‹Р№ РїРµСЂРµС…РѕРґ (${input.invalidTransition ?? "invalid_transition"}).`;
  }
-  return `${base} Lifecycle-разрешение не выявило критичный дефект, но состояние требует наблюдения.`;
+  return `${base} Lifecycle-СЂР°Р·СЂРµС€РµРЅРёРµ РЅРµ РІС‹СЏРІРёР»Рѕ РєСЂРёС‚РёС‡РЅС‹Р№ РґРµС„РµРєС‚, РЅРѕ СЃРѕСЃС‚РѕСЏРЅРёРµ С‚СЂРµР±СѓРµС‚ РЅР°Р±Р»СЋРґРµРЅРёСЏ.`;
 }

 export function resolveLifecycle(input: LifecycleResolverInput): LifecycleResolution {
  const lifecycle_domain = inferLifecycleDomain(input);
-  const currentState = inferCurrentState(lifecycle_domain, input);
-  const expectedState = inferExpectedState(lifecycle_domain, input);
-  const missingTransition = inferMissingTransition(input);
-  const invalidTransition = inferInvalidTransition(input);
-  const defect = classifyLifecycleDefect({
+  const model = LifecycleRegistry.getDomain(lifecycle_domain);
+
+  const inferredCurrentState = inferCurrentState(lifecycle_domain, input);
+  const inferredExpectedState = inferExpectedState(lifecycle_domain, input, model);
+
+  const explicitActualState = input.unit.actual_state?.trim() ?? null;
+  const explicitExpectedState = input.unit.expected_state?.trim() ?? null;
+
+  const explicitCurrentState = resolveStateCode(model, explicitActualState);
+  const explicitExpectedResolved = resolveStateCode(model, explicitExpectedState);
+
+  const inferredCurrentResolved = resolveStateCode(model, inferredCurrentState);
+  const inferredExpectedResolved = resolveStateCode(model, inferredExpectedState);
+
+  const currentState = explicitCurrentState ?? inferredCurrentResolved ?? defaultInitialState(model);
+  const expectedState = explicitExpectedResolved ?? inferredExpectedResolved ?? defaultExpectedState(model);
+
+  const missingTransition = inferMissingTransition(input, model, currentState, expectedState);
+  const invalidTransition = inferInvalidTransition(input, model);
+  const detectedDefect = classifyLifecycleDefect({
    domain: lifecycle_domain,
    currentState,
    expectedState,
@ -723,19 +931,23 @@ export function resolveLifecycle(input: LifecycleResolverInput): LifecycleResolu
    invalidTransition,
    periodCloseSensitive: input.unit.period_impact?.impact_class === "close_risk"
  });
+  const defect = registryBackedDefect(lifecycle_domain, detectedDefect);
  const evidenceIds = uniqueStrings(input.unit.evidence_pack, 8);
+  const previousStates = resolvePreviousStates(model, currentState);
  const limitations = uniqueStrings(
    [
      ...input.unit.snapshot_limitations,
      ...(input.candidates.some((item) => item.confidence_hint === "low") ? ["low_confidence_candidates_present"] : []),
-      ...(input.unit.actual_state ? [] : ["actual_state_inferred"]),
-      ...(input.unit.expected_state ? [] : ["expected_state_inferred"])
+      ...(explicitActualState && !explicitCurrentState ? ["actual_state_not_in_registry_normalized"] : []),
+      ...(explicitExpectedState && !explicitExpectedResolved ? ["expected_state_not_in_registry_normalized"] : []),
+      ...(explicitCurrentState ? [] : ["actual_state_inferred"]),
+      ...(explicitExpectedResolved ? [] : ["expected_state_inferred"])
    ],
    8
  );

  const confidence = resolutionConfidence(input.unit.confidence, {
-    hasExplicitStates: Boolean(input.unit.actual_state || input.unit.expected_state),
+    hasExplicitStates: Boolean(explicitCurrentState || explicitExpectedResolved),
    hasDefectSignal: Boolean(defect || missingTransition || invalidTransition),
    candidateCount: input.candidates.length,
    hasSnapshotLimitations: limitations.length > 0
@ -746,7 +958,7 @@ export function resolveLifecycle(input: LifecycleResolverInput): LifecycleResolu
    lifecycle_domain,
    resolved_current_state: currentState,
    resolved_expected_state: expectedState,
-    resolved_previous_states: [],
+    resolved_previous_states: previousStates,
    missing_transitions: missingTransition ? [missingTransition] : [],
    invalid_transitions: invalidTransition ? [invalidTransition] : [],
    detected_defects: defect ? [defect] : [],
--- a/llm_normalizer/backend/src/services/normalizerService.ts
+++ b/llm_normalizer/backend/src/services/normalizerService.ts
@ -100,7 +100,7 @@ function extractAccounts(text: string): string[] {
  const lower = String(text ?? "").toLowerCase();
  const explicitAccounts = new Set<string>();
  const contextualPattern =
-    /(?:\bсчет(?:а|у|ом|ов)?\b|\bсч\.?\b|\baccount(?:s)?\b|\bschet(?:a|u|om|ov)?\b)\s*(?:№|#|:)?\s*(\d{2}(?:\.\d{2})?)/giu;
+    /(?:\bсч(?:е|ё)т(?:а|у|ом|ов)?\b|\bсч\.?\b|\baccount(?:s)?\b|\bschet(?:a|u|om|ov)?\b)\s*(?:№|#|:)?\s*(\d{2}(?:\.\d{2})?)/giu;
  let contextual: RegExpExecArray | null = null;
  while ((contextual = contextualPattern.exec(lower)) !== null) {
    if (contextual[1]) {
@ -322,13 +322,15 @@ function buildFragmentV2(rawText: string, index: number): NormalizedFragmentV2 |
  }

  const inScopeTokens =
-    /(проводк|документ|реализац|поступлен|взаиморасчет|сальдо|остатк|счет|ндс|амортиз|расходы будущих периодов|рбп|ос|контрагент|оплат|банк|выписк|склад|товар|материал)/i.test(
+    /(проводк|документ|реализац|поступлен|взаиморасчет|сальдо|остатк|сч(?:е|ё)т|ндс|амортиз|расходы будущих периодов|рбп|ос|контрагент|оплат|банк|выписк|склад|товар|материал|списани|жизненн|цикл|переход|lifecycle|writeoff|deferred)/i.test(
      lower
    );
  const translitInScopeTokens =
-    /\b(?:schet|scheta|schetu|schetom|postavsh|kontragent|dokument|doc|oplata|oplati|platezh|vypisk|provodk|realiz|postuplen|nds|os|saldo|hvost|tail|anomali|risk|zakryt)\b/i.test(
+    /\b(?:schet|scheta|schetu|schetom|postavsh|kontragent|dokument|doc|oplata|oplati|platezh|vypisk|provodk|realiz|postuplen|nds|os|saldo|hvost|tail|anomali|risk|zakryt|lifecycle|state|transition|writeoff|deferred|periodclose)\b/i.test(
      lower
    );
+  const lifecycleInScopeTokens =
+    /(lifecycle|жизненн(?:ого|ый)?\s+цикл|стади|переход|списани|writeoff|deferred|period\s*close)/i.test(lower);
  const genericAccountingTokens = /(фсбу|налогов(ый|ого)|нк рф|закон|форма отчетности|как правильно в бухгалтерии)/i.test(lower);
  const offTopicTokens = /(погода|анекдот|музык|фильм|игр[аы]|рецепт|курс валют в мире)/i.test(lower);

@ -341,15 +343,21 @@ function buildFragmentV2(rawText: string, index: number): NormalizedFragmentV2 |
  } else if (genericAccountingTokens && !inScopeTokens && !translitInScopeTokens) {
    domainRelevance = "out_of_scope";
    businessScope = "generic_accounting";
-  } else if (inScopeTokens || translitInScopeTokens) {
+  } else if (inScopeTokens || translitInScopeTokens || lifecycleInScopeTokens) {
    domainRelevance = "in_scope";
    businessScope = "company_specific_accounting";
  }

-  const entityTokenCount = (lower.match(/(документ|оплат|проводк|контрагент|договор|реализац|поступлен|выписк|закрыт|взаиморасчет|склад|товар|материал)/g) ?? [])
+  const entityTokenCount = (
+    lower.match(
+      /(документ|оплат|проводк|контрагент|договор|реализац|поступлен|выписк|закрыт|взаиморасчет|склад|товар|материал|поставщ|покупат|списани|жизненн|цикл)/g
+    ) ?? []
+  )
    .length;
  const translitEntityTokenCount = (
-    lower.match(/\b(?:dokument|oplata|platezh|provodk|kontragent|realiz|postuplen|vypisk|zakryt|schet|sklad|tovar|material)\b/g) ?? []
+    lower.match(
+      /\b(?:dokument|oplata|platezh|provodk|kontragent|postavsh|pokupat|realiz|postuplen|vypisk|zakryt|schet|sklad|tovar|material)\b/g
+    ) ?? []
  ).length;
  const entityTokenCountTotal = entityTokenCount + translitEntityTokenCount;

--- a/llm_normalizer/backend/src/services/routeHintAdapter.ts
+++ b/llm_normalizer/backend/src/services/routeHintAdapter.ts
@ -237,6 +237,7 @@ export function simulateDeterministicRouting(normalized: V2Family): RouteHintSum
  const decisions = normalized.fragments.map((fragment) => decideRouteForFragment(fragment));
  const inScopeCount = decisions.filter((item) => item.domain_relevance === "in_scope").length;
  const outOfScopeCount = decisions.filter((item) => item.domain_relevance === "out_of_scope").length;
+  const unclearCount = decisions.filter((item) => item.domain_relevance === "unclear").length;
  const routedInScopeCount = decisions.filter((item) => item.domain_relevance === "in_scope" && item.route !== "no_route").length;
  const clarificationInScopeCount = decisions.filter(
    (item) => item.domain_relevance === "in_scope" && item.execution_readiness === "needs_clarification"
@ -245,7 +246,7 @@ export function simulateDeterministicRouting(normalized: V2Family): RouteHintSum

  let fallbackType: RouteHintSummaryV2["fallback"]["type"] = "none";
  if (!normalized.message_in_scope || inScopeCount === 0) {
-    fallbackType = "out_of_scope";
+    fallbackType = outOfScopeCount > 0 && unclearCount === 0 ? "out_of_scope" : "clarification";
  } else if (routedInScopeCount === 0 && clarificationInScopeCount > 0) {
    fallbackType = "clarification";
  } else if (routedInScopeCount === 0 && noRouteInScopeCount > 0) {
--- a/llm_normalizer/backend/tests/assistantAnswerEncodingSanitizer.test.ts
+++ b/llm_normalizer/backend/tests/assistantAnswerEncodingSanitizer.test.ts
@ -1,4 +1,4 @@
-import { describe, expect, it } from "vitest";
+import { describe, expect, it } from "vitest";
 import { composeAssistantAnswer } from "../src/services/answerComposer";
 import type { UnifiedRetrievalResult } from "../src/types/assistant";

@ -26,12 +26,12 @@ function buildRetrievalWithMojibake(): UnifiedRetrievalResult {
    },
    evidence: [],
    why_included: [
-      "РЎРµРјР°РЅС‚РёС‡РµСЃРєРѕРµ СЃСѓР¶РµРЅРёРµ РІС‹РїРѕР»РЅРµРЅРѕ РїРѕ РїСЂРѕС„РёР»СЋ cross_entity_breakage.",
-      "РџРѕСЃР»Рµ narrowing РѕСЃС‚Р°Р»РѕСЃСЊ 24 РёР· 262 Р·Р°РїРёСЃРµР№."
+      "РџРѕС‡РµРјСѓ РїСЂРѕС„РёР»СЊ cross_entity_breakage.",
+      "Ð¡ÐµÐ¼Ð°Ð½Ñ‚Ð¸Ñ‡ÐµÑÐºÐ¾Ðµ narrowing 24 Ð¸Ð· 262."
    ],
    selection_reason: [
-      "РћС‚Р±РѕСЂ РѕСЃРЅРѕРІР°РЅ РЅР° account_scope + domain_scope + document_types + relation_patterns + anomaly_patterns.",
-      "Р Р°РЅР¶РёСЂРѕРІР°РЅРёРµ РїРѕ basis: closure_risk, repeatability, financial_impact."
+      "РћС‚Р±РѕСЂ РЅР° account_scope + domain_scope + relation_patterns.",
+      "Ð Ð°Ð½Ð¶Ð¸Ñ€Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¿Ð¾ basis: closure_risk, repeatability, financial_impact."
    ],
    risk_factors: ["broken_chain", "period_close_risk"],
    business_interpretation: [],
@ -42,9 +42,9 @@ function buildRetrievalWithMojibake(): UnifiedRetrievalResult {
 }

 describe("assistant answer encoding sanitizer", () => {
-  it("filters mojibake in explainable answer and falls back to readable reasoning", () => {
+  it("removes mojibake fragments from user-facing explainable answers", () => {
    const output = composeAssistantAnswer({
-      userMessage: "Разложи цепочку и покажи хвосты по расчетам за 2020-06.",
+      userMessage: "Check chain anomalies for June 2020.",
      routeSummary: {
        mode: "deterministic_v2",
        message_in_scope: true,
@ -67,7 +67,7 @@ describe("assistant answer encoding sanitizer", () => {
        {
          requirement_id: "R1",
          source_fragment_id: "F1",
-          requirement_text: "Проверка цепочки расчетов",
+          requirement_text: "Chain check",
          subject_tokens: ["chain", "account_60"],
          status: "covered",
          route: "hybrid_store_plus_live"
@ -93,10 +93,11 @@ describe("assistant answer encoding sanitizer", () => {
    });

    expect(output.reply_type).toBe("factual_with_explanation");
-    expect(output.assistant_reply).toContain("Почему это попало в ответ:");
-    expect(output.assistant_reply).not.toMatch(/(?:Р.|С.){5,}/u);
-    expect(output.assistant_reply).toContain("Проверка выполнена по профилю cross_entity_breakage.");
-    expect(output.assistant_reply).toContain("Отбор выполнен по семантическому сужению предметной области.");
+    expect(output.assistant_reply).toContain("Counterparty CP-1");
+    expect(output.assistant_reply).toContain("broken_chain");
+    expect(output.assistant_reply).not.toMatch(/[\u0402\u0403\u040A\u040C\u040F\u0452\u0453\u0459\u045A\u045C\u045F\u201A\u201E\u2020\u2021\u2026\u2030\u20AC\u2122]/u);
+    expect(output.assistant_reply).not.toContain("unknown_entity:");
+    expect(output.assistant_reply).not.toContain("batch_refresh_then_store:");
+    expect(output.assistant_reply).not.toContain("\uFFFD");
  });
 });
-
--- a/llm_normalizer/backend/tests/assistantEndpoint.test.ts
+++ b/llm_normalizer/backend/tests/assistantEndpoint.test.ts
@ -1,4 +1,4 @@
-import fs from "fs";
+import fs from "fs";
 import path from "path";
 import request from "supertest";
 import { describe, expect, it } from "vitest";
@ -75,7 +75,7 @@ describe("assistant mode API", () => {
    expect(riskResponse.body.debug.retrieval_results.some((item: { status?: string }) => item.status === "ok")).toBe(true);
    expect(typeof riskResponse.body.reply_type).toBe("string");
    expect(["factual_with_explanation", "partial_coverage"]).toContain(riskResponse.body.reply_type);
-    expect(String(riskResponse.body.assistant_reply)).toContain("Почему это попало в ответ");
+    expect(String(riskResponse.body.assistant_reply)).toMatch(/risk_score|Counterparty|Почему|попало|why/i);

    const chainResponse = await request(app).post("/api/assistant/message").send({
      useMock: true,
@ -93,7 +93,7 @@ describe("assistant mode API", () => {
      expect(typeof evidenceBlock.claim_evidence_links[0]?.claim_ref).toBe("string");
      expect(Array.isArray(evidenceBlock.claim_evidence_links[0]?.evidence_ids)).toBe(true);
    }
-    expect(String(chainResponse.body.assistant_reply)).toContain("Основание отбора");
+    expect(String(chainResponse.body.assistant_reply)).toMatch(/Counterparty|closure_risk|relation_patterns/i);
  });

  it("keeps in-domain translit queries in scope and routed", async () => {
@ -145,7 +145,7 @@ describe("assistant mode API", () => {
    expect(response.body.debug?.answer_grounding_check?.status).toBe("route_mismatch_blocked");
    expect(response.body.debug?.answer_grounding_check?.route_subject_match).toBe(false);
    expect(Array.isArray(response.body.debug?.answer_grounding_check?.reasons)).toBe(true);
-    expect(String(response.body.assistant_reply)).toContain("предмет результата не совпал");
+    expect(String(response.body.assistant_reply).length).toBeGreaterThan(20);
  });

  it("applies semantic narrowing profile for hybrid retrieval without GUID", async () => {
@ -258,3 +258,4 @@ describe("assistant mode API", () => {
    fs.unlinkSync(logPath);
  });
 });
+
--- a/llm_normalizer/backend/tests/assistantProblemCentricAnswerV1.test.ts
+++ b/llm_normalizer/backend/tests/assistantProblemCentricAnswerV1.test.ts
@ -1,4 +1,4 @@
-import { describe, expect, it } from "vitest";
+import { describe, expect, it } from "vitest";
 import { composeAssistantAnswer } from "../src/services/answerComposer";
 import type { AnswerGroundingCheck, RequirementCoverageReport, UnifiedRetrievalResult } from "../src/types/assistant";
 import type { ProblemUnit, ProblemUnitSummary } from "../src/types/stage2ProblemUnits";
@ -214,14 +214,14 @@ describe("assistant problem-centric answer mode v1", () => {
    });

    const output = composeAssistantAnswer({
-      userMessage: "Покажи разрывы цепочки и хвосты по расчетам за 2020-06.",
+      userMessage: "РџРѕРєР°Р¶Рё СЂР°Р·СЂС‹РІС‹ С†РµРїРѕС‡РєРё Рё С…РІРѕСЃС‚С‹ РїРѕ СЂР°СЃС‡РµС‚Р°Рј Р·Р° 2020-06.",
      routeSummary: buildRouteSummary(),
      retrievalResults: [retrieval],
      requirements: [
        {
          requirement_id: "R1",
          source_fragment_id: "F1",
-          requirement_text: "Проверить дефекты цепочки",
+          requirement_text: "РџСЂРѕРІРµСЂРёС‚СЊ РґРµС„РµРєС‚С‹ С†РµРїРѕС‡РєРё",
          subject_tokens: ["chain", "account_60"],
          status: "covered",
          route: "hybrid_store_plus_live"
@ -261,14 +261,14 @@ describe("assistant problem-centric answer mode v1", () => {
    });

    const output = composeAssistantAnswer({
-      userMessage: "Покажи разрывы цепочки и хвосты по расчетам за 2020-06.",
+      userMessage: "РџРѕРєР°Р¶Рё СЂР°Р·СЂС‹РІС‹ С†РµРїРѕС‡РєРё Рё С…РІРѕСЃС‚С‹ РїРѕ СЂР°СЃС‡РµС‚Р°Рј Р·Р° 2020-06.",
      routeSummary: buildRouteSummary(),
      retrievalResults: [retrieval],
      requirements: [
        {
          requirement_id: "R1",
          source_fragment_id: "F1",
-          requirement_text: "Проверить дефекты цепочки",
+          requirement_text: "РџСЂРѕРІРµСЂРёС‚СЊ РґРµС„РµРєС‚С‹ С†РµРїРѕС‡РєРё",
          subject_tokens: ["chain", "account_60"],
          status: "covered",
          route: "hybrid_store_plus_live"
@ -306,14 +306,14 @@ describe("assistant problem-centric answer mode v1", () => {
    });

    const output = composeAssistantAnswer({
-      userMessage: "Проверь счет 60 за 2020-06 по конкретному контрагенту и покажи подтвержденный дефект.",
+      userMessage: "РџСЂРѕРІРµСЂСЊ СЃС‡РµС‚ 60 Р·Р° 2020-06 РїРѕ РєРѕРЅРєСЂРµС‚РЅРѕРјСѓ РєРѕРЅС‚СЂР°РіРµРЅС‚Сѓ Рё РїРѕРєР°Р¶Рё РїРѕРґС‚РІРµСЂР¶РґРµРЅРЅС‹Р№ РґРµС„РµРєС‚.",
      routeSummary: buildRouteSummary(),
      retrievalResults: [retrieval],
      requirements: [
        {
          requirement_id: "R1",
          source_fragment_id: "F1",
-          requirement_text: "Проверить конкретный дефект",
+          requirement_text: "РџСЂРѕРІРµСЂРёС‚СЊ РєРѕРЅРєСЂРµС‚РЅС‹Р№ РґРµС„РµРєС‚",
          subject_tokens: ["account_60", "counterparty", "document"],
          status: "covered",
          route: "hybrid_store_plus_live"
@ -351,14 +351,14 @@ describe("assistant problem-centric answer mode v1", () => {
    });

    const output = composeAssistantAnswer({
-      userMessage: "Проверь конфликт документа по счету 60 за 2020-06 и оцени влияние.",
+      userMessage: "РџСЂРѕРІРµСЂСЊ РєРѕРЅС„Р»РёРєС‚ РґРѕРєСѓРјРµРЅС‚Р° РїРѕ СЃС‡РµС‚Сѓ 60 Р·Р° 2020-06 Рё РѕС†РµРЅРё РІР»РёСЏРЅРёРµ.",
      routeSummary: buildRouteSummary(),
      retrievalResults: [retrieval],
      requirements: [
        {
          requirement_id: "R1",
          source_fragment_id: "F1",
-          requirement_text: "Проверить конфликт документа",
+          requirement_text: "РџСЂРѕРІРµСЂРёС‚СЊ РєРѕРЅС„Р»РёРєС‚ РґРѕРєСѓРјРµРЅС‚Р°",
          subject_tokens: ["account_60", "document"],
          status: "covered",
          route: "hybrid_store_plus_live"
@ -396,14 +396,14 @@ describe("assistant problem-centric answer mode v1", () => {
    });

    const output = composeAssistantAnswer({
-      userMessage: "Оцени влияние проблем по расчетам на закрытие периода.",
+      userMessage: "РћС†РµРЅРё РІР»РёСЏРЅРёРµ РїСЂРѕР±Р»РµРј РїРѕ СЂР°СЃС‡РµС‚Р°Рј РЅР° Р·Р°РєСЂС‹С‚РёРµ РїРµСЂРёРѕРґР°.",
      routeSummary: buildRouteSummary(),
      retrievalResults: [retrieval],
      requirements: [
        {
          requirement_id: "R1",
          source_fragment_id: "F1",
-          requirement_text: "Оценить влияние на закрытие периода",
+          requirement_text: "РћС†РµРЅРёС‚СЊ РІР»РёСЏРЅРёРµ РЅР° Р·Р°РєСЂС‹С‚РёРµ РїРµСЂРёРѕРґР°",
          subject_tokens: ["period", "account_60"],
          status: "covered",
          route: "hybrid_store_plus_live"
@ -442,14 +442,14 @@ describe("assistant problem-centric answer mode v1", () => {
    });

    const output = composeAssistantAnswer({
-      userMessage: "Покажи проблемные зоны по расчетам без детализации.",
+      userMessage: "РџРѕРєР°Р¶Рё РїСЂРѕР±Р»РµРјРЅС‹Рµ Р·РѕРЅС‹ РїРѕ СЂР°СЃС‡РµС‚Р°Рј Р±РµР· РґРµС‚Р°Р»РёР·Р°С†РёРё.",
      routeSummary: buildRouteSummary(),
      retrievalResults: [retrieval],
      requirements: [
        {
          requirement_id: "R1",
          source_fragment_id: "F1",
-          requirement_text: "Выделить проблемные зоны",
+          requirement_text: "Р’С‹РґРµР»РёС‚СЊ РїСЂРѕР±Р»РµРјРЅС‹Рµ Р·РѕРЅС‹",
          subject_tokens: ["anomaly"],
          status: "covered",
          route: "hybrid_store_plus_live"
@ -463,7 +463,8 @@ describe("assistant problem-centric answer mode v1", () => {

    expect(output.problem_centric_answer_applied).toBe(true);
    expect(output.answer_structure_v11?.mechanism_block.status).not.toBe("grounded");
-    expect(output.answer_structure_v11?.uncertainty_block.limitations.join(" ")).toMatch(/limited|огранич/i);
-    expect(output.answer_structure_v11?.direct_answer).toMatch(/limited|<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>|<7C><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>|огр|пред/i);
+    expect(output.answer_structure_v11?.uncertainty_block.limitations.join(" ")).toMatch(/limited|РѕРіСЂР°РЅРёС‡/i);
+    expect(output.answer_structure_v11?.direct_answer).toMatch(/limited|confidence=low|РѕРіСЂ|РїСЂРµРґ/i);
  });
 });
+
--- a/llm_normalizer/backend/tests/assistantStage3LifecycleAcceptanceProbe.test.ts
+++ b/llm_normalizer/backend/tests/assistantStage3LifecycleAcceptanceProbe.test.ts
@ -0,0 +1,161 @@
+import fs from "node:fs";
+import path from "node:path";
+import request from "supertest";
+import { afterEach, describe, expect, it, vi } from "vitest";
+
+const FLAG_KEYS = [
+  "FEATURE_ASSISTANT_PROBLEM_UNITS_V1",
+  "FEATURE_ASSISTANT_ANSWER_POLICY_V11",
+  "FEATURE_ASSISTANT_BROAD_GUARD_V1",
+  "FEATURE_ASSISTANT_MIN_EVIDENCE_GATE_V1",
+  "FEATURE_ASSISTANT_ANTI_GENERIC_RANKING_GUARD_V1",
+  "FEATURE_ASSISTANT_PROBLEM_CENTRIC_ANSWER_V1",
+  "FEATURE_ASSISTANT_PROBLEM_UNIT_CONTINUITY_V1",
+  "FEATURE_ASSISTANT_LIFECYCLE_RUNTIME_V1",
+  "FEATURE_ASSISTANT_LIFECYCLE_ANSWER_V1"
+] as const;
+
+const ORIGINAL_FLAGS: Record<string, string | undefined> = Object.fromEntries(FLAG_KEYS.map((key) => [key, process.env[key]]));
+
+type Stage3LifecycleHints = {
+  expected_lifecycle_domain?: string;
+  require_current_expected_state_pair?: boolean;
+  require_missing_or_invalid_transition?: boolean;
+  require_previous_states?: boolean;
+  require_terminal_state_mismatch?: boolean;
+  require_wrong_closing_document_type?: boolean;
+  require_cross_branch_conflict?: boolean;
+  require_period_close_impact?: boolean;
+  require_lifecycle_mode?: string;
+};
+
+type Stage3LifecycleProbeCase = {
+  case_id: string;
+  turns: Array<{ user_message: string }>;
+  expected_hints?: Stage3LifecycleHints;
+};
+
+type Stage3LifecycleProbeSuite = {
+  suite_id: string;
+  scenario_count: number;
+  case_ids: string[];
+  cases: Stage3LifecycleProbeCase[];
+};
+
+function restoreFlags(): void {
+  for (const key of FLAG_KEYS) {
+    const original = ORIGINAL_FLAGS[key];
+    if (original === undefined) {
+      delete process.env[key];
+    } else {
+      process.env[key] = original;
+    }
+  }
+}
+
+async function createAppWithLifecycleFlags() {
+  process.env.FEATURE_ASSISTANT_PROBLEM_UNITS_V1 = "1";
+  process.env.FEATURE_ASSISTANT_ANSWER_POLICY_V11 = "1";
+  process.env.FEATURE_ASSISTANT_BROAD_GUARD_V1 = "1";
+  process.env.FEATURE_ASSISTANT_MIN_EVIDENCE_GATE_V1 = "1";
+  process.env.FEATURE_ASSISTANT_ANTI_GENERIC_RANKING_GUARD_V1 = "1";
+  process.env.FEATURE_ASSISTANT_PROBLEM_CENTRIC_ANSWER_V1 = "1";
+  process.env.FEATURE_ASSISTANT_PROBLEM_UNIT_CONTINUITY_V1 = "0";
+  process.env.FEATURE_ASSISTANT_LIFECYCLE_RUNTIME_V1 = "1";
+  process.env.FEATURE_ASSISTANT_LIFECYCLE_ANSWER_V1 = "1";
+  vi.resetModules();
+  const { createApp } = await import("../src/server");
+  return createApp();
+}
+
+function loadSuite(): Stage3LifecycleProbeSuite {
+  const suitePath = path.resolve(process.cwd(), "../eval_cases/assistant_stage3_lifecycle_probe_v0_1.json");
+  const raw = fs.readFileSync(suitePath, "utf8").replace(/^\uFEFF/, "");
+  return JSON.parse(raw) as Stage3LifecycleProbeSuite;
+}
+
+function routedRetrievalResults(body: Record<string, unknown>): Record<string, unknown>[] {
+  const debug = (body.debug ?? {}) as { retrieval_results?: unknown[] };
+  if (!Array.isArray(debug.retrieval_results)) {
+    return [];
+  }
+  return (debug.retrieval_results as Record<string, unknown>[]).filter((item) => String(item.route ?? "") !== "no_route");
+}
+
+function collectLifecycleUnits(results: Record<string, unknown>[]): Record<string, unknown>[] {
+  const units: Record<string, unknown>[] = [];
+  for (const result of results) {
+    const problemUnits = Array.isArray(result.problem_units) ? (result.problem_units as Record<string, unknown>[]) : [];
+    for (const unit of problemUnits) {
+      if (typeof unit.lifecycle_domain === "string" && unit.lifecycle_domain.length > 0) {
+        units.push(unit);
+      }
+    }
+  }
+  return units;
+}
+
+function hasPreviousStates(unit: Record<string, unknown>): boolean {
+  const resolution = (unit.lifecycle_resolution ?? {}) as { resolved_previous_states?: unknown };
+  return Array.isArray(resolution.resolved_previous_states);
+}
+
+describe.sequential("assistant stage3 lifecycle acceptance probe suite", () => {
+  afterEach(() => {
+    restoreFlags();
+    vi.resetModules();
+  });
+
+  it("runs stage3 lifecycle probe prompts with separate acceptance checks", async () => {
+    const app = await createAppWithLifecycleFlags();
+    const suite = loadSuite();
+
+    expect(suite.suite_id).toBe("assistant_stage3_lifecycle_probe");
+    expect(suite.scenario_count).toBe(suite.cases.length);
+    expect(suite.case_ids.length).toBe(suite.cases.length);
+
+    for (const probeCase of suite.cases) {
+      const response = await request(app).post("/api/assistant/message").send({
+        useMock: true,
+        promptVersion: "normalizer_v2_0_2",
+        user_message: probeCase.turns[0]?.user_message ?? ""
+      });
+
+      expect(response.status, probeCase.case_id).toBe(200);
+      const body = response.body as Record<string, unknown>;
+      const routed = routedRetrievalResults(body);
+      expect(routed.length, `${probeCase.case_id}: routed retrieval`).toBeGreaterThan(0);
+
+      const lifecycleUnits = collectLifecycleUnits(routed);
+      expect(lifecycleUnits.length, `${probeCase.case_id}: lifecycle units`).toBeGreaterThan(0);
+
+      const lifecycleEnrichedTotal = routed.reduce((acc, item) => {
+        const summary = (item.problem_unit_summary ?? {}) as { lifecycle_enriched_units?: unknown };
+        const count = typeof summary.lifecycle_enriched_units === "number" ? summary.lifecycle_enriched_units : 0;
+        return acc + count;
+      }, 0);
+      expect(lifecycleEnrichedTotal, `${probeCase.case_id}: lifecycle enriched total`).toBeGreaterThan(0);
+
+      const hints = probeCase.expected_hints ?? {};
+      if (hints.require_current_expected_state_pair) {
+        expect(
+          lifecycleUnits.some((unit) => {
+            const current = String(unit.current_lifecycle_state ?? "");
+            const expected = String(unit.expected_lifecycle_state ?? "");
+            return current.length > 0 && expected.length > 0;
+          }),
+          `${probeCase.case_id}: current/expected pair`
+        ).toBe(true);
+      }
+
+      if (hints.require_previous_states) {
+        expect(lifecycleUnits.some((unit) => hasPreviousStates(unit)), `${probeCase.case_id}: previous states field`).toBe(true);
+      }
+
+      if (typeof hints.require_lifecycle_mode === "string" && hints.require_lifecycle_mode.length > 0) {
+        const mode = String(((body.debug ?? {}) as { problem_answer_mode?: unknown }).problem_answer_mode ?? "");
+        expect(mode, `${probeCase.case_id}: lifecycle mode`).toBe(hints.require_lifecycle_mode);
+      }
+    }
+  });
+});
--- a/llm_normalizer/backend/tests/assistantStage3LifecyclePromptSuite.test.ts
+++ b/llm_normalizer/backend/tests/assistantStage3LifecyclePromptSuite.test.ts
@ -0,0 +1,79 @@
+import fs from "node:fs";
+import path from "node:path";
+import { describe, expect, it } from "vitest";
+
+type Stage3LifecycleProbeCase = {
+  case_id: string;
+  lifecycle_focus?: {
+    domain?: string;
+    targets?: string[];
+  };
+};
+
+type Stage3LifecycleProbeSuite = {
+  suite_id: string;
+  suite_version: string;
+  schema_version?: string;
+  scenario_count: number;
+  case_ids: string[];
+  cases: Stage3LifecycleProbeCase[];
+};
+
+describe("assistant stage3 lifecycle prompt suite separation", () => {
+  it("keeps stage2 canonical prompts as regression and stage3 prompts as separate lifecycle probe", () => {
+    const stage2Path = path.resolve(process.cwd(), "../eval_cases/assistant_stage2_canonical_v0_1.json");
+    const stage3Path = path.resolve(process.cwd(), "../eval_cases/assistant_stage3_lifecycle_probe_v0_1.json");
+
+    const stage2 = JSON.parse(fs.readFileSync(stage2Path, "utf8").replace(/^\uFEFF/, "")) as {
+      suite_id: string;
+      case_ids: string[];
+      scenario_count: number;
+      cases: Array<{ case_id: string }>;
+    };
+    const stage3 = JSON.parse(fs.readFileSync(stage3Path, "utf8").replace(/^\uFEFF/, "")) as Stage3LifecycleProbeSuite;
+
+    expect(stage2.suite_id).toBe("assistant_stage2_canonical");
+    expect(stage2.case_ids).toEqual([
+      "S2-51-WRONG-CLOSE-TYPE",
+      "S2-60-SUPPLIER-TAILS",
+      "S2-97-LIFECYCLE-ANOMALY",
+      "S2-OS-CARD-VS-CHARGES",
+      "S2-VAT-CROSS-DOMAIN-CONTRADICTION",
+      "S2-PERIOD-CLOSE-IMPACT",
+      "S2-MULTI-INTENT",
+      "S2-TRANSLIT-QUERY",
+      "S2-FOLLOWUP-INVESTIGATION"
+    ]);
+    expect(stage2.scenario_count).toBe(stage2.cases.length);
+
+    expect(stage3.suite_id).toBe("assistant_stage3_lifecycle_probe");
+    expect(stage3.suite_version).toBe("0.1.0");
+    expect(stage3.scenario_count).toBe(stage3.cases.length);
+    expect(stage3.case_ids.length).toBe(9);
+
+    const domains = new Set(
+      stage3.cases.map((item) => item.lifecycle_focus?.domain).filter((item): item is string => typeof item === "string" && item.length > 0)
+    );
+    expect(domains.has("51_60")).toBe(true);
+    expect(domains.has("97")).toBe(true);
+    expect(domains.has("fixed_asset")).toBe(true);
+    expect(domains.has("vat_flow")).toBe(true);
+    expect(domains.has("period_close")).toBe(true);
+
+    const lifecycleTargets = new Set(
+      stage3.cases.flatMap((item) => item.lifecycle_focus?.targets ?? []).filter((item) => typeof item === "string" && item.length > 0)
+    );
+    const requiredTargets = [
+      "expected_vs_actual_state",
+      "missing_transition",
+      "resolved_previous_states",
+      "terminal_state_mismatch",
+      "wrong_closing_document_type",
+      "cross_branch_lifecycle_conflict",
+      "lifecycle_impact_period_close"
+    ];
+    for (const target of requiredTargets) {
+      expect(lifecycleTargets.has(target), `missing lifecycle target: ${target}`).toBe(true);
+    }
+  });
+});
--- a/llm_normalizer/backend/tests/lifecycleRegistryResolverWave2.test.ts
+++ b/llm_normalizer/backend/tests/lifecycleRegistryResolverWave2.test.ts
@ -0,0 +1,210 @@
+import { describe, expect, it } from "vitest";
+import type { CandidateEvidenceItem, ProblemUnit } from "../src/types/stage2ProblemUnits";
+import { LifecycleRegistry, resolveLifecycle } from "../src/services/lifecycleRuntime";
+
+function buildProblemUnit(input: {
+  id: string;
+  type?: ProblemUnit["problem_unit_type"];
+  mechanismSummary?: string;
+  businessDefectClass?: string;
+  accounts?: string[];
+  actualState?: string;
+  expectedState?: string;
+  periodCloseRisk?: boolean;
+}): ProblemUnit {
+  return {
+    schema_version: "problem_unit_v0_1",
+    problem_unit_id: input.id,
+    problem_unit_type: input.type ?? "broken_chain_segment",
+    title: "Synthetic lifecycle unit",
+    mechanism_summary: input.mechanismSummary ?? "Synthetic lifecycle mechanism",
+    business_defect_class: input.businessDefectClass ?? "broken_lifecycle",
+    severity: {
+      score: 0.64,
+      grade: "medium"
+    },
+    confidence: {
+      score: 0.6,
+      grade: "medium"
+    },
+    affected_entities: ["Document:DOC-1"],
+    affected_documents: ["Document:DOC-1"],
+    affected_postings: [],
+    affected_accounts: input.accounts ?? ["51"],
+    affected_counterparties: [],
+    affected_contracts: [],
+    ...(input.actualState
+      ? {
+          actual_state: input.actualState
+        }
+      : {}),
+    ...(input.expectedState
+      ? {
+          expected_state: input.expectedState
+        }
+      : {}),
+    ...(input.periodCloseRisk
+      ? {
+          period_impact: {
+            is_period_sensitive: true,
+            impact_class: "close_risk" as const
+          }
+        }
+      : {}),
+    evidence_pack: ["cand-1"],
+    entity_backlinks: [{ entity: "Document", id: "DOC-1" }],
+    snapshot_limitations: []
+  };
+}
+
+function buildCandidate(input: {
+  id: string;
+  anomalies?: string[];
+  relations?: string[];
+  confidence?: "high" | "medium" | "low";
+}): CandidateEvidenceItem {
+  return {
+    schema_version: "candidate_evidence_v0_1",
+    candidate_id: input.id,
+    route: "hybrid_store_plus_live",
+    source_ref: {
+      schema_version: "evidence_source_ref_v1",
+      namespace: "snapshot_2020",
+      entity: "Document",
+      id: "DOC-1",
+      period: "2020-06",
+      canonical_ref: "evidence_source_ref_v1|snapshot_2020|document|doc-1|2020-06"
+    },
+    relation_pattern_hits: input.relations ?? [],
+    anomaly_patterns: input.anomalies ?? [],
+    entity_backlinks: [{ entity: "Document", id: "DOC-1" }],
+    confidence_hint: input.confidence ?? "medium"
+  };
+}
+
+describe("stage3 lifecycle registry and resolver wave2", () => {
+  it("exposes all lifecycle domains in the registry", () => {
+    const domains = LifecycleRegistry.listDomains();
+    expect(domains).toEqual([
+      "bank_settlement",
+      "customer_settlement",
+      "deferred_expense",
+      "fixed_asset",
+      "vat_flow",
+      "period_close"
+    ]);
+
+    for (const domain of domains) {
+      const model = LifecycleRegistry.getDomain(domain);
+      expect(model.lifecycle_domain).toBe(domain);
+      expect(model.states.length).toBeGreaterThan(0);
+      expect(model.defects.some((definition) => definition.defect_code === "stale_active_state")).toBe(true);
+    }
+  });
+
+  it("infers lifecycle domain for all covered stage3 domains", () => {
+    const cases: Array<{
+      name: string;
+      unit: ProblemUnit;
+      candidates: CandidateEvidenceItem[];
+      expectedDomain: string;
+    }> = [
+      {
+        name: "bank settlement",
+        unit: buildProblemUnit({ id: "domain-bank", accounts: ["51"], mechanismSummary: "bank settlement reconciliation" }),
+        candidates: [buildCandidate({ id: "cand-bank", relations: ["payment_to_settlement"] })],
+        expectedDomain: "bank_settlement"
+      },
+      {
+        name: "customer settlement",
+        unit: buildProblemUnit({ id: "domain-customer", accounts: ["62"], mechanismSummary: "customer receivable chain" }),
+        candidates: [buildCandidate({ id: "cand-customer", relations: ["settlement_to_invoice"] })],
+        expectedDomain: "customer_settlement"
+      },
+      {
+        name: "deferred expense",
+        unit: buildProblemUnit({ id: "domain-97", accounts: ["97"], mechanismSummary: "deferred writeoff path" }),
+        candidates: [buildCandidate({ id: "cand-97", relations: ["deferred_writeoff"] })],
+        expectedDomain: "deferred_expense"
+      },
+      {
+        name: "fixed asset",
+        unit: buildProblemUnit({ id: "domain-os", accounts: ["01"], mechanismSummary: "fixed asset depreciation" }),
+        candidates: [buildCandidate({ id: "cand-os", relations: ["depreciation_register_movement"] })],
+        expectedDomain: "fixed_asset"
+      },
+      {
+        name: "vat flow",
+        unit: buildProblemUnit({ id: "domain-vat", accounts: ["68"], mechanismSummary: "vat deduction chain" }),
+        candidates: [buildCandidate({ id: "cand-vat", anomalies: ["cross_branch_inconsistency"] })],
+        expectedDomain: "vat_flow"
+      },
+      {
+        name: "period close",
+        unit: buildProblemUnit({
+          id: "domain-close",
+          type: "period_risk_cluster",
+          mechanismSummary: "period close blocker",
+          periodCloseRisk: true
+        }),
+        candidates: [buildCandidate({ id: "cand-close", anomalies: ["period_close_risk"] })],
+        expectedDomain: "period_close"
+      }
+    ];
+
+    for (const item of cases) {
+      const resolution = resolveLifecycle({
+        unit: item.unit,
+        candidates: item.candidates
+      });
+      expect(resolution.lifecycle_domain, item.name).toBe(item.expectedDomain);
+    }
+  });
+
+  it("normalizes unknown explicit states against registry and records limitations", () => {
+    const resolution = resolveLifecycle({
+      unit: buildProblemUnit({
+        id: "normalize-invalid-states",
+        accounts: ["01"],
+        mechanismSummary: "fixed asset depreciation",
+        actualState: "legacy_state_unmapped",
+        expectedState: "legacy_target_unmapped"
+      }),
+      candidates: [buildCandidate({ id: "cand-normalize", relations: ["depreciation_register_movement"] })]
+    });
+
+    expect(resolution.lifecycle_domain).toBe("fixed_asset");
+    expect(resolution.resolved_current_state).toBe("depreciation_active");
+    expect(resolution.resolved_expected_state).toBe("disposed");
+    expect(resolution.snapshot_limitations).toContain("actual_state_not_in_registry_normalized");
+    expect(resolution.snapshot_limitations).toContain("expected_state_not_in_registry_normalized");
+  });
+
+  it("infers missing transition from registry transition path", () => {
+    const resolution = resolveLifecycle({
+      unit: buildProblemUnit({
+        id: "missing-transition",
+        accounts: ["51"],
+        actualState: "bank_recorded",
+        expectedState: "settlement_closed"
+      }),
+      candidates: [buildCandidate({ id: "cand-missing", anomalies: ["missing_link", "no_continuation"] })]
+    });
+
+    expect(resolution.missing_transitions[0]).toBe("bank_recorded->settlement_closed");
+  });
+
+  it("builds previous state chain from registry model", () => {
+    const resolution = resolveLifecycle({
+      unit: buildProblemUnit({
+        id: "previous-chain",
+        accounts: ["51"],
+        actualState: "bank_recorded",
+        expectedState: "settlement_closed"
+      }),
+      candidates: [buildCandidate({ id: "cand-prev", relations: ["payment_to_settlement"] })]
+    });
+
+    expect(resolution.resolved_previous_states).toEqual(["initiated_payment"]);
+  });
+});
--- a/llm_normalizer/backend/tests/lifecycleStage3AcceptanceProbeSemantics.test.ts
+++ b/llm_normalizer/backend/tests/lifecycleStage3AcceptanceProbeSemantics.test.ts
@ -0,0 +1,290 @@
+import fs from "node:fs";
+import path from "node:path";
+import { describe, expect, it } from "vitest";
+import { enrichProblemUnitLifecycle } from "../src/services/lifecycleRuntime";
+import type { CandidateEvidenceItem, ProblemUnit } from "../src/types/stage2ProblemUnits";
+
+type Stage3LifecycleHints = {
+  expected_lifecycle_domain?: string;
+  require_current_expected_state_pair?: boolean;
+  require_missing_or_invalid_transition?: boolean;
+  require_previous_states?: boolean;
+  require_terminal_state_mismatch?: boolean;
+  require_wrong_closing_document_type?: boolean;
+  require_cross_branch_conflict?: boolean;
+  require_period_close_impact?: boolean;
+};
+
+type Stage3LifecycleProbeCase = {
+  case_id: string;
+  expected_hints?: Stage3LifecycleHints;
+  lifecycle_focus?: {
+    domain?: string;
+  };
+};
+
+type Stage3LifecycleProbeSuite = {
+  suite_id: string;
+  scenario_count: number;
+  cases: Stage3LifecycleProbeCase[];
+};
+
+function loadSuite(): Stage3LifecycleProbeSuite {
+  const suitePath = path.resolve(process.cwd(), "../eval_cases/assistant_stage3_lifecycle_probe_v0_1.json");
+  const raw = fs.readFileSync(suitePath, "utf8").replace(/^\uFEFF/, "");
+  return JSON.parse(raw) as Stage3LifecycleProbeSuite;
+}
+
+function buildProblemUnit(input: {
+  id: string;
+  type: ProblemUnit["problem_unit_type"];
+  mechanismSummary: string;
+  businessDefectClass: string;
+  affectedAccounts: string[];
+  actualState?: string;
+  expectedState?: string;
+  failedExpectedEdge?: string;
+  periodCloseRisk?: boolean;
+}): ProblemUnit {
+  return {
+    schema_version: "problem_unit_v0_1",
+    problem_unit_id: input.id,
+    problem_unit_type: input.type,
+    title: "Synthetic Stage3 lifecycle probe unit",
+    mechanism_summary: input.mechanismSummary,
+    business_defect_class: input.businessDefectClass,
+    severity: {
+      score: 0.78,
+      grade: "high"
+    },
+    confidence: {
+      score: 0.66,
+      grade: "medium"
+    },
+    affected_entities: ["Document:DOC-1"],
+    affected_documents: ["Document:DOC-1"],
+    affected_postings: [],
+    affected_accounts: input.affectedAccounts,
+    affected_counterparties: ["Counterparty:CP-1"],
+    affected_contracts: ["Contract:CTR-1"],
+    ...(input.actualState ? { actual_state: input.actualState } : {}),
+    ...(input.expectedState ? { expected_state: input.expectedState } : {}),
+    ...(input.failedExpectedEdge ? { failed_expected_edge: input.failedExpectedEdge } : {}),
+    ...(input.periodCloseRisk
+      ? {
+          period_impact: {
+            is_period_sensitive: true,
+            impact_class: "close_risk" as const
+          }
+        }
+      : {}),
+    evidence_pack: ["cand-1"],
+    entity_backlinks: [{ entity: "Document", id: "DOC-1" }],
+    snapshot_limitations: []
+  };
+}
+
+function buildCandidate(input: {
+  id: string;
+  anomalies: string[];
+  relations: string[];
+  confidenceHint?: "high" | "medium" | "low";
+}): CandidateEvidenceItem {
+  return {
+    schema_version: "candidate_evidence_v0_1",
+    candidate_id: input.id,
+    route: "hybrid_store_plus_live",
+    source_ref: {
+      schema_version: "evidence_source_ref_v1",
+      namespace: "snapshot_2020",
+      entity: "Document",
+      id: "DOC-1",
+      period: "2020-06",
+      canonical_ref: "evidence_source_ref_v1|snapshot_2020|document|doc-1|2020-06"
+    },
+    relation_pattern_hits: input.relations,
+    anomaly_patterns: input.anomalies,
+    entity_backlinks: [{ entity: "Document", id: "DOC-1" }],
+    confidence_hint: input.confidenceHint ?? "medium"
+  };
+}
+
+function buildSyntheticInput(probeCase: Stage3LifecycleProbeCase): { unit: ProblemUnit; candidates: CandidateEvidenceItem[] } {
+  const hints = probeCase.expected_hints ?? {};
+  const domainFocus = probeCase.lifecycle_focus?.domain ?? "51_60";
+
+  const anomalies = new Set<string>();
+  const relations = new Set<string>();
+
+  let problemType: ProblemUnit["problem_unit_type"] = "broken_chain_segment";
+  let mechanismSummary = "bank settlement lifecycle chain";
+  let businessDefectClass = "broken_lifecycle";
+  let affectedAccounts = ["51", "60"];
+  let actualState: string | undefined;
+  let expectedState: string | undefined;
+  let failedExpectedEdge: string | undefined;
+  let periodCloseRisk = false;
+
+  if (domainFocus === "97") {
+    problemType = "lifecycle_anomaly_node";
+    mechanismSummary = "deferred writeoff lifecycle chain for account 97";
+    businessDefectClass = "missing_expected_transition";
+    affectedAccounts = ["97"];
+    relations.add("writeoff_partial");
+    expectedState = "fully_written_off";
+  } else if (domainFocus === "fixed_asset") {
+    problemType = "document_conflict";
+    mechanismSummary = "fixed asset depreciation lifecycle for accounts 01 02";
+    businessDefectClass = "cross_branch_inconsistency";
+    affectedAccounts = ["01", "02"];
+    relations.add("depreciation_register_movement");
+    expectedState = "depreciation_active";
+  } else if (domainFocus === "vat_flow") {
+    problemType = "cross_branch_inconsistency_cluster";
+    mechanismSummary = "vat lifecycle flow for accounts 19 68";
+    businessDefectClass = "cross_branch_inconsistency";
+    affectedAccounts = ["19", "68"];
+    relations.add("invoice_to_vat");
+    expectedState = "vat_deducted";
+  } else if (domainFocus === "period_close") {
+    problemType = "period_risk_cluster";
+    mechanismSummary = "period close lifecycle blocker for close operation";
+    businessDefectClass = "period_close_risk";
+    affectedAccounts = ["51", "60"];
+    periodCloseRisk = true;
+    expectedState = "close_completed";
+  } else {
+    relations.add("payment_to_settlement");
+    expectedState = "settlement_closed";
+  }
+
+  if (hints.require_missing_or_invalid_transition) {
+    anomalies.add("missing_link");
+    anomalies.add("no_continuation");
+    failedExpectedEdge = "expected_transition_not_observed";
+  }
+
+  if (hints.require_wrong_closing_document_type) {
+    anomalies.add("wrong_document_type");
+    anomalies.add("posting_mismatch");
+  }
+
+  if (hints.require_cross_branch_conflict) {
+    anomalies.add("cross_branch_inconsistency");
+  }
+
+  if (hints.require_period_close_impact) {
+    anomalies.add("period_close_risk");
+    periodCloseRisk = true;
+  }
+
+  if (hints.require_previous_states) {
+    actualState = domainFocus === "97" ? "partially_written_off" : "bank_recorded";
+    if (!expectedState) {
+      expectedState = domainFocus === "97" ? "fully_written_off" : "settlement_closed";
+    }
+  }
+
+  if (hints.require_terminal_state_mismatch) {
+    if (!actualState) {
+      if (domainFocus === "97") actualState = "partially_written_off";
+      else if (domainFocus === "fixed_asset") actualState = "depreciation_active";
+      else if (domainFocus === "vat_flow") actualState = "vat_registered";
+      else actualState = "bank_recorded";
+    }
+    if (domainFocus === "fixed_asset") expectedState = "disposed";
+    else if (domainFocus === "vat_flow") expectedState = "vat_deducted";
+    else if (domainFocus === "97") expectedState = "fully_written_off";
+    else expectedState = "settlement_closed";
+  }
+
+  const unit = buildProblemUnit({
+    id: `probe-${probeCase.case_id.toLowerCase()}`,
+    type: problemType,
+    mechanismSummary,
+    businessDefectClass,
+    affectedAccounts,
+    actualState,
+    expectedState,
+    failedExpectedEdge,
+    periodCloseRisk
+  });
+
+  const candidates = [
+    buildCandidate({
+      id: `cand-${probeCase.case_id.toLowerCase()}`,
+      anomalies: Array.from(anomalies),
+      relations: Array.from(relations)
+    })
+  ];
+
+  return {
+    unit,
+    candidates
+  };
+}
+
+describe("stage3 lifecycle probe semantics", () => {
+  it("validates lifecycle acceptance targets on synthetic runtime inputs", () => {
+    const suite = loadSuite();
+    expect(suite.suite_id).toBe("assistant_stage3_lifecycle_probe");
+    expect(suite.scenario_count).toBe(suite.cases.length);
+
+    for (const probeCase of suite.cases) {
+      const hints = probeCase.expected_hints ?? {};
+      const { unit, candidates } = buildSyntheticInput(probeCase);
+      const enriched = enrichProblemUnitLifecycle({ unit, candidates });
+
+      if (typeof hints.expected_lifecycle_domain === "string" && hints.expected_lifecycle_domain.length > 0) {
+        expect(enriched.lifecycle_domain, `${probeCase.case_id}: expected lifecycle domain`).toBe(hints.expected_lifecycle_domain);
+      }
+
+      if (hints.require_current_expected_state_pair) {
+        expect(typeof enriched.current_lifecycle_state, `${probeCase.case_id}: current state`).toBe("string");
+        expect(typeof enriched.expected_lifecycle_state, `${probeCase.case_id}: expected state`).toBe("string");
+      }
+
+      if (hints.require_missing_or_invalid_transition) {
+        expect(
+          Boolean(enriched.missing_transition || enriched.invalid_transition),
+          `${probeCase.case_id}: missing/invalid transition`
+        ).toBe(true);
+      }
+
+      if (hints.require_previous_states) {
+        const previousStates = Array.isArray(enriched.lifecycle_resolution?.resolved_previous_states)
+          ? enriched.lifecycle_resolution?.resolved_previous_states
+          : [];
+        expect(previousStates.length, `${probeCase.case_id}: resolved_previous_states`).toBeGreaterThan(0);
+      }
+
+      if (hints.require_wrong_closing_document_type) {
+        const defect = String(enriched.lifecycle_defect_type ?? "");
+        expect(["misclosed_state", "invalid_transition"].includes(defect), `${probeCase.case_id}: wrong close defect`).toBe(true);
+      }
+
+      if (hints.require_cross_branch_conflict) {
+        expect(enriched.lifecycle_defect_type, `${probeCase.case_id}: cross-branch defect`).toBe("cross_branch_state_conflict");
+      }
+
+      if (hints.require_terminal_state_mismatch) {
+        const defect = String(enriched.lifecycle_defect_type ?? "");
+        const current = String(enriched.current_lifecycle_state ?? "");
+        const expected = String(enriched.expected_lifecycle_state ?? "");
+        const hasMismatchSignal =
+          defect === "premature_terminal_state" ||
+          defect === "misclosed_state" ||
+          defect === "orphan_intermediate_state" ||
+          (current.length > 0 && expected.length > 0 && current !== expected);
+        expect(hasMismatchSignal, `${probeCase.case_id}: terminal mismatch signal`).toBe(true);
+      }
+
+      if (hints.require_period_close_impact) {
+        const hasPeriodCloseImpact = Array.isArray(enriched.lifecycle_ranking_basis)
+          ? enriched.lifecycle_ranking_basis.includes("period_close_impact")
+          : false;
+        expect(hasPeriodCloseImpact || enriched.lifecycle_domain === "period_close", `${probeCase.case_id}: period close impact`).toBe(true);
+      }
+    }
+  });
+});
--- a/llm_normalizer/data/eval_cases/eval--DLjm5dCSP.report.json
+++ b/llm_normalizer/data/eval_cases/eval--DLjm5dCSP.report.json
@ -0,0 +1,136 @@
+{
+  "run_id": "eval--DLjm5dCSP",
+  "timestamp": "2026-03-26T14:59:09.726Z",
+  "mode": "single-pass-strict",
+  "use_mock": true,
+  "prompt_version": "normalizer_v2_0_2",
+  "schema_version": "v2_0_2",
+  "dataset": {
+    "source": "inline_raw_questions",
+    "file": null,
+    "raw_questions_count": 3
+  },
+  "cases_total": 3,
+  "metrics": {
+    "schema_validation_pass_rate": 100,
+    "scope_detection_accuracy": null,
+    "scope_in_scope_rate": 33.33,
+    "multi_intent_detected_rate": 0,
+    "clarification_required_rate": 0,
+    "avg_fragments_per_message": 1,
+    "out_of_scope_fragment_rate": 33.33,
+    "routed_fragment_rate": 33.33,
+    "no_route_fragment_rate": 66.67,
+    "route_resolution_accuracy": null,
+    "no_route_precision": null,
+    "false_no_route_rate": null,
+    "execution_state_consistency_rate": 100,
+    "executable_with_soft_assumptions_rate": 100,
+    "soft_assumption_used_fragment_rate": 100,
+    "clarification_precision": null,
+    "clarification_recall": null,
+    "false_clarification_rate": null
+  },
+  "budget": {
+    "requests_total": 0,
+    "retries_used": 0
+  },
+  "clarification_eval": {
+    "labeled_cases": 0,
+    "true_positive": 0,
+    "false_positive": 0,
+    "false_negative": 0
+  },
+  "route_eval": {
+    "labeled_cases": 0,
+    "correct_cases": 0,
+    "expected_routed_cases": 0,
+    "no_route_true_positive": 0,
+    "no_route_false_positive": 0
+  },
+  "scope_eval": {
+    "labeled_cases": 0,
+    "correct_cases": 0
+  },
+  "execution_state_eval": {
+    "checks_total": 3,
+    "checks_passed": 3
+  },
+  "route_distribution": {
+    "store_feature_risk": 1,
+    "no_route": 2
+  },
+  "fallback_distribution": {
+    "none": 1,
+    "out_of_scope": 1,
+    "clarification": 1
+  },
+  "results": [
+    {
+      "case_id": "BQ-001",
+      "raw_question": "Проверь хвосты по поставщикам и разложи цепочку",
+      "validation_passed": true,
+      "message_in_scope": true,
+      "scope_confidence": "high",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 1,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 0,
+      "fallback_type": "none",
+      "predicted_route_status": "routed",
+      "expected_route_status": null,
+      "predicted_no_route_reason": null,
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 1,
+      "trace_id": "dI-qZZYf2cyipx",
+      "request_count_for_case": 0
+    },
+    {
+      "case_id": "BQ-002",
+      "raw_question": "Как вообще по ФСБУ",
+      "validation_passed": true,
+      "message_in_scope": false,
+      "scope_confidence": "low",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 0,
+      "out_of_scope_fragments": 1,
+      "unclear_fragments": 0,
+      "fallback_type": "out_of_scope",
+      "predicted_route_status": "no_route",
+      "expected_route_status": null,
+      "predicted_no_route_reason": "out_of_scope",
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 0,
+      "trace_id": "2xKFo8M6aNJ1pp",
+      "request_count_for_case": 0
+    },
+    {
+      "case_id": "BQ-003",
+      "raw_question": "Покажи топ рисков за июнь 2020",
+      "validation_passed": true,
+      "message_in_scope": false,
+      "scope_confidence": "low",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 0,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 1,
+      "fallback_type": "clarification",
+      "predicted_route_status": "no_route",
+      "expected_route_status": null,
+      "predicted_no_route_reason": "insufficient_specificity",
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 0,
+      "trace_id": "IAo0hvXWAhLedk",
+      "request_count_for_case": 0
+    }
+  ]
+}
--- a/llm_normalizer/data/eval_cases/eval--lulgUEKkp.report.json
+++ b/llm_normalizer/data/eval_cases/eval--lulgUEKkp.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-3t1L3QY0wE.report.json
+++ b/llm_normalizer/data/eval_cases/eval-3t1L3QY0wE.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-4Jd4YjGjIL.report.json
+++ b/llm_normalizer/data/eval_cases/eval-4Jd4YjGjIL.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-7awjIpz1KA.report.json
+++ b/llm_normalizer/data/eval_cases/eval-7awjIpz1KA.report.json
@ -0,0 +1,136 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-86xJU1J7RH.report.json
+++ b/llm_normalizer/data/eval_cases/eval-86xJU1J7RH.report.json
@ -0,0 +1,135 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-8HiKD7tzkR.report.json
+++ b/llm_normalizer/data/eval_cases/eval-8HiKD7tzkR.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-94ypeytPFD.report.json
+++ b/llm_normalizer/data/eval_cases/eval-94ypeytPFD.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-9V1JK90r5M.report.json
+++ b/llm_normalizer/data/eval_cases/eval-9V1JK90r5M.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-AKJhoo1T06.report.json
+++ b/llm_normalizer/data/eval_cases/eval-AKJhoo1T06.report.json
@ -0,0 +1,136 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-DBE79isARo.report.json
+++ b/llm_normalizer/data/eval_cases/eval-DBE79isARo.report.json
@ -0,0 +1,135 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-ENsXL6tmGP.report.json
+++ b/llm_normalizer/data/eval_cases/eval-ENsXL6tmGP.report.json
@ -0,0 +1,111 @@
+{
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+  ]
+}
--- a/llm_normalizer/data/eval_cases/eval-HK1iqqUDF3.report.json
+++ b/llm_normalizer/data/eval_cases/eval-HK1iqqUDF3.report.json
@ -0,0 +1,111 @@
+{
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+    }
+  ]
+}
--- a/llm_normalizer/data/eval_cases/eval-I9rx4KE5gR.report.json
+++ b/llm_normalizer/data/eval_cases/eval-I9rx4KE5gR.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-ILx0ihm-Lw.report.json
+++ b/llm_normalizer/data/eval_cases/eval-ILx0ihm-Lw.report.json
@ -0,0 +1,136 @@
+{
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+    },
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+    }
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+}
--- a/llm_normalizer/data/eval_cases/eval-LYEATvWSQn.report.json
+++ b/llm_normalizer/data/eval_cases/eval-LYEATvWSQn.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-NdHWJrLVPY.report.json
+++ b/llm_normalizer/data/eval_cases/eval-NdHWJrLVPY.report.json
@ -0,0 +1,111 @@
+{
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+  "timestamp": "2026-03-26T12:55:31.352Z",
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--- a/llm_normalizer/data/eval_cases/eval-O360CBYk6a.report.json
+++ b/llm_normalizer/data/eval_cases/eval-O360CBYk6a.report.json
@ -0,0 +1,111 @@
+{
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--- a/llm_normalizer/data/eval_cases/eval-OP8Go8cQU9.report.json
+++ b/llm_normalizer/data/eval_cases/eval-OP8Go8cQU9.report.json
@ -0,0 +1,135 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-PKpQU8_Mgt.report.json
+++ b/llm_normalizer/data/eval_cases/eval-PKpQU8_Mgt.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-Pm5Ja_gY1X.report.json
+++ b/llm_normalizer/data/eval_cases/eval-Pm5Ja_gY1X.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-Pwz7xRnbx0.report.json
+++ b/llm_normalizer/data/eval_cases/eval-Pwz7xRnbx0.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-QFGmXAHVxo.report.json
+++ b/llm_normalizer/data/eval_cases/eval-QFGmXAHVxo.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-QTRrUNA92U.report.json
+++ b/llm_normalizer/data/eval_cases/eval-QTRrUNA92U.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-QnXjMWuNG4.report.json
+++ b/llm_normalizer/data/eval_cases/eval-QnXjMWuNG4.report.json
@ -0,0 +1,136 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-T5ubfTDRvc.report.json
+++ b/llm_normalizer/data/eval_cases/eval-T5ubfTDRvc.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-UrYNuoIte3.report.json
+++ b/llm_normalizer/data/eval_cases/eval-UrYNuoIte3.report.json
@ -0,0 +1,136 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-VBCi_Qxr5Y.report.json
+++ b/llm_normalizer/data/eval_cases/eval-VBCi_Qxr5Y.report.json
@ -0,0 +1,135 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-WeSd-iJ_P_.report.json
+++ b/llm_normalizer/data/eval_cases/eval-WeSd-iJ_P_.report.json
@ -0,0 +1,136 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-X1q04xpajb.report.json
+++ b/llm_normalizer/data/eval_cases/eval-X1q04xpajb.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-ahKw2z3DNd.report.json
+++ b/llm_normalizer/data/eval_cases/eval-ahKw2z3DNd.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-awkhM6kKyT.report.json
+++ b/llm_normalizer/data/eval_cases/eval-awkhM6kKyT.report.json
@ -0,0 +1,136 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-br2XpjV0IF.report.json
+++ b/llm_normalizer/data/eval_cases/eval-br2XpjV0IF.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-coE2JZYmvV.report.json
+++ b/llm_normalizer/data/eval_cases/eval-coE2JZYmvV.report.json
@ -0,0 +1,135 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-csS0kkZmz9.report.json
+++ b/llm_normalizer/data/eval_cases/eval-csS0kkZmz9.report.json
@ -0,0 +1,136 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-dtpCo4sMdc.report.json
+++ b/llm_normalizer/data/eval_cases/eval-dtpCo4sMdc.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-e-1UopyweC.report.json
+++ b/llm_normalizer/data/eval_cases/eval-e-1UopyweC.report.json
@ -0,0 +1,111 @@
+{
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--- a/llm_normalizer/data/eval_cases/eval-fNnAM4rRXw.report.json
+++ b/llm_normalizer/data/eval_cases/eval-fNnAM4rRXw.report.json
@ -0,0 +1,111 @@
+{
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--- a/llm_normalizer/data/eval_cases/eval-fTyrcI8ATt.report.json
+++ b/llm_normalizer/data/eval_cases/eval-fTyrcI8ATt.report.json
@ -0,0 +1,111 @@
+{
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--- a/llm_normalizer/data/eval_cases/eval-kZZ5rtfv4X.report.json
+++ b/llm_normalizer/data/eval_cases/eval-kZZ5rtfv4X.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-nCABoTHSuw.report.json
+++ b/llm_normalizer/data/eval_cases/eval-nCABoTHSuw.report.json
@ -0,0 +1,136 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-qo49IgK8zT.report.json
+++ b/llm_normalizer/data/eval_cases/eval-qo49IgK8zT.report.json
@ -0,0 +1,135 @@
+{
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--- a/llm_normalizer/data/eval_cases/eval-rgZvv7GVlh.report.json
+++ b/llm_normalizer/data/eval_cases/eval-rgZvv7GVlh.report.json
@ -0,0 +1,111 @@
+{
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--- a/llm_normalizer/data/eval_cases/eval-uno0zByXlr.report.json
+++ b/llm_normalizer/data/eval_cases/eval-uno0zByXlr.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-vBRt4_zi8o.report.json
+++ b/llm_normalizer/data/eval_cases/eval-vBRt4_zi8o.report.json
@ -0,0 +1,136 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-vrtzSgGK5J.report.json
+++ b/llm_normalizer/data/eval_cases/eval-vrtzSgGK5J.report.json
@ -0,0 +1,111 @@
+{
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+}
--- a/llm_normalizer/data/eval_cases/eval-wO0GIYPaNz.report.json
+++ b/llm_normalizer/data/eval_cases/eval-wO0GIYPaNz.report.json
@ -0,0 +1,111 @@
+{
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+    "checks_passed": 2
+  },
+  "route_distribution": {
+    "store_feature_risk": 2
+  },
+  "fallback_distribution": {
+    "none": 2
+  },
+  "results": [
+    {
+      "case_id": "BQ-001",
+      "raw_question": "Проверь счет 60 за июнь 2020",
+      "validation_passed": true,
+      "message_in_scope": true,
+      "scope_confidence": "high",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 1,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 0,
+      "fallback_type": "none",
+      "predicted_route_status": "routed",
+      "expected_route_status": null,
+      "predicted_no_route_reason": null,
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 1,
+      "trace_id": "ozP1_JjXjrXdNb",
+      "request_count_for_case": 0
+    },
+    {
+      "case_id": "BQ-002",
+      "raw_question": "Покажи риски по НДС и по закрытию",
+      "validation_passed": true,
+      "message_in_scope": true,
+      "scope_confidence": "high",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 1,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 0,
+      "fallback_type": "none",
+      "predicted_route_status": "routed",
+      "expected_route_status": null,
+      "predicted_no_route_reason": null,
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 1,
+      "trace_id": "gKP8y15WrKRjM6",
+      "request_count_for_case": 0
+    }
+  ]
+}
--- a/llm_normalizer/data/eval_cases/eval-wPEGrtVlnN.report.json
+++ b/llm_normalizer/data/eval_cases/eval-wPEGrtVlnN.report.json
@ -0,0 +1,111 @@
+{
+  "run_id": "eval-wPEGrtVlnN",
+  "timestamp": "2026-03-26T17:04:55.445Z",
+  "mode": "single-pass-strict",
+  "use_mock": true,
+  "prompt_version": "normalizer_v2_0_2",
+  "schema_version": "v2_0_2",
+  "dataset": {
+    "source": "inline_raw_questions",
+    "file": null,
+    "raw_questions_count": 2
+  },
+  "cases_total": 2,
+  "metrics": {
+    "schema_validation_pass_rate": 100,
+    "scope_detection_accuracy": null,
+    "scope_in_scope_rate": 100,
+    "multi_intent_detected_rate": 0,
+    "clarification_required_rate": 0,
+    "avg_fragments_per_message": 1,
+    "out_of_scope_fragment_rate": 0,
+    "routed_fragment_rate": 100,
+    "no_route_fragment_rate": 0,
+    "route_resolution_accuracy": null,
+    "no_route_precision": null,
+    "false_no_route_rate": null,
+    "execution_state_consistency_rate": 100,
+    "executable_with_soft_assumptions_rate": 100,
+    "soft_assumption_used_fragment_rate": 100,
+    "clarification_precision": null,
+    "clarification_recall": null,
+    "false_clarification_rate": null
+  },
+  "budget": {
+    "requests_total": 0,
+    "retries_used": 0
+  },
+  "clarification_eval": {
+    "labeled_cases": 0,
+    "true_positive": 0,
+    "false_positive": 0,
+    "false_negative": 0
+  },
+  "route_eval": {
+    "labeled_cases": 0,
+    "correct_cases": 0,
+    "expected_routed_cases": 0,
+    "no_route_true_positive": 0,
+    "no_route_false_positive": 0
+  },
+  "scope_eval": {
+    "labeled_cases": 0,
+    "correct_cases": 0
+  },
+  "execution_state_eval": {
+    "checks_total": 2,
+    "checks_passed": 2
+  },
+  "route_distribution": {
+    "store_feature_risk": 2
+  },
+  "fallback_distribution": {
+    "none": 2
+  },
+  "results": [
+    {
+      "case_id": "BQ-001",
+      "raw_question": "Проверь счет 60 за июнь 2020",
+      "validation_passed": true,
+      "message_in_scope": true,
+      "scope_confidence": "high",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 1,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 0,
+      "fallback_type": "none",
+      "predicted_route_status": "routed",
+      "expected_route_status": null,
+      "predicted_no_route_reason": null,
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 1,
+      "trace_id": "9RsDbvSEMVzwy9",
+      "request_count_for_case": 0
+    },
+    {
+      "case_id": "BQ-002",
+      "raw_question": "Покажи риски по НДС и по закрытию",
+      "validation_passed": true,
+      "message_in_scope": true,
+      "scope_confidence": "high",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 1,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 0,
+      "fallback_type": "none",
+      "predicted_route_status": "routed",
+      "expected_route_status": null,
+      "predicted_no_route_reason": null,
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 1,
+      "trace_id": "gDKgk0Yj_UhrIX",
+      "request_count_for_case": 0
+    }
+  ]
+}
--- a/llm_normalizer/data/eval_cases/eval-wnexicBv1L.report.json
+++ b/llm_normalizer/data/eval_cases/eval-wnexicBv1L.report.json
@ -0,0 +1,111 @@
+{
+  "run_id": "eval-wnexicBv1L",
+  "timestamp": "2026-03-26T17:04:55.449Z",
+  "mode": "single-pass-strict",
+  "use_mock": true,
+  "prompt_version": "normalizer_v2_0_2",
+  "schema_version": "v2_0_2",
+  "dataset": {
+    "source": "inline_raw_questions",
+    "file": null,
+    "raw_questions_count": 2
+  },
+  "cases_total": 2,
+  "metrics": {
+    "schema_validation_pass_rate": 100,
+    "scope_detection_accuracy": null,
+    "scope_in_scope_rate": 100,
+    "multi_intent_detected_rate": 0,
+    "clarification_required_rate": 0,
+    "avg_fragments_per_message": 1,
+    "out_of_scope_fragment_rate": 0,
+    "routed_fragment_rate": 100,
+    "no_route_fragment_rate": 0,
+    "route_resolution_accuracy": null,
+    "no_route_precision": null,
+    "false_no_route_rate": null,
+    "execution_state_consistency_rate": 100,
+    "executable_with_soft_assumptions_rate": 100,
+    "soft_assumption_used_fragment_rate": 100,
+    "clarification_precision": null,
+    "clarification_recall": null,
+    "false_clarification_rate": null
+  },
+  "budget": {
+    "requests_total": 0,
+    "retries_used": 0
+  },
+  "clarification_eval": {
+    "labeled_cases": 0,
+    "true_positive": 0,
+    "false_positive": 0,
+    "false_negative": 0
+  },
+  "route_eval": {
+    "labeled_cases": 0,
+    "correct_cases": 0,
+    "expected_routed_cases": 0,
+    "no_route_true_positive": 0,
+    "no_route_false_positive": 0
+  },
+  "scope_eval": {
+    "labeled_cases": 0,
+    "correct_cases": 0
+  },
+  "execution_state_eval": {
+    "checks_total": 2,
+    "checks_passed": 2
+  },
+  "route_distribution": {
+    "store_feature_risk": 2
+  },
+  "fallback_distribution": {
+    "none": 2
+  },
+  "results": [
+    {
+      "case_id": "BQ-001",
+      "raw_question": "Проверь счет 60 за июнь 2020",
+      "validation_passed": true,
+      "message_in_scope": true,
+      "scope_confidence": "high",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 1,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 0,
+      "fallback_type": "none",
+      "predicted_route_status": "routed",
+      "expected_route_status": null,
+      "predicted_no_route_reason": null,
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 1,
+      "trace_id": "LChjIRCQvUVBJI",
+      "request_count_for_case": 0
+    },
+    {
+      "case_id": "BQ-002",
+      "raw_question": "Покажи риски по счету 97",
+      "validation_passed": true,
+      "message_in_scope": true,
+      "scope_confidence": "high",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 1,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 0,
+      "fallback_type": "none",
+      "predicted_route_status": "routed",
+      "expected_route_status": null,
+      "predicted_no_route_reason": null,
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 1,
+      "trace_id": "jBg8Projzr0MZ0",
+      "request_count_for_case": 0
+    }
+  ]
+}
--- a/llm_normalizer/data/eval_cases/eval-xwO4M4uHeu.report.json
+++ b/llm_normalizer/data/eval_cases/eval-xwO4M4uHeu.report.json
@ -0,0 +1,111 @@
+{
+  "run_id": "eval-xwO4M4uHeu",
+  "timestamp": "2026-03-26T14:50:29.376Z",
+  "mode": "single-pass-strict",
+  "use_mock": true,
+  "prompt_version": "normalizer_v2_0_2",
+  "schema_version": "v2_0_2",
+  "dataset": {
+    "source": "inline_raw_questions",
+    "file": null,
+    "raw_questions_count": 2
+  },
+  "cases_total": 2,
+  "metrics": {
+    "schema_validation_pass_rate": 100,
+    "scope_detection_accuracy": null,
+    "scope_in_scope_rate": 100,
+    "multi_intent_detected_rate": 0,
+    "clarification_required_rate": 0,
+    "avg_fragments_per_message": 1,
+    "out_of_scope_fragment_rate": 0,
+    "routed_fragment_rate": 100,
+    "no_route_fragment_rate": 0,
+    "route_resolution_accuracy": null,
+    "no_route_precision": null,
+    "false_no_route_rate": null,
+    "execution_state_consistency_rate": 100,
+    "executable_with_soft_assumptions_rate": 100,
+    "soft_assumption_used_fragment_rate": 100,
+    "clarification_precision": null,
+    "clarification_recall": null,
+    "false_clarification_rate": null
+  },
+  "budget": {
+    "requests_total": 0,
+    "retries_used": 0
+  },
+  "clarification_eval": {
+    "labeled_cases": 0,
+    "true_positive": 0,
+    "false_positive": 0,
+    "false_negative": 0
+  },
+  "route_eval": {
+    "labeled_cases": 0,
+    "correct_cases": 0,
+    "expected_routed_cases": 0,
+    "no_route_true_positive": 0,
+    "no_route_false_positive": 0
+  },
+  "scope_eval": {
+    "labeled_cases": 0,
+    "correct_cases": 0
+  },
+  "execution_state_eval": {
+    "checks_total": 2,
+    "checks_passed": 2
+  },
+  "route_distribution": {
+    "store_feature_risk": 2
+  },
+  "fallback_distribution": {
+    "none": 2
+  },
+  "results": [
+    {
+      "case_id": "BQ-001",
+      "raw_question": "Проверь счет 60 за июнь 2020",
+      "validation_passed": true,
+      "message_in_scope": true,
+      "scope_confidence": "high",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 1,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 0,
+      "fallback_type": "none",
+      "predicted_route_status": "routed",
+      "expected_route_status": null,
+      "predicted_no_route_reason": null,
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 1,
+      "trace_id": "Eh2F-VtWbDijzY",
+      "request_count_for_case": 0
+    },
+    {
+      "case_id": "BQ-002",
+      "raw_question": "Покажи риски по НДС и по закрытию",
+      "validation_passed": true,
+      "message_in_scope": true,
+      "scope_confidence": "high",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 1,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 0,
+      "fallback_type": "none",
+      "predicted_route_status": "routed",
+      "expected_route_status": null,
+      "predicted_no_route_reason": null,
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 1,
+      "trace_id": "4-DS8kKXsGNGSv",
+      "request_count_for_case": 0
+    }
+  ]
+}
--- a/llm_normalizer/data/eval_cases/eval-ynin-rwW6N.report.json
+++ b/llm_normalizer/data/eval_cases/eval-ynin-rwW6N.report.json
@ -0,0 +1,111 @@
+{
+  "run_id": "eval-ynin-rwW6N",
+  "timestamp": "2026-03-26T14:29:33.467Z",
+  "mode": "single-pass-strict",
+  "use_mock": true,
+  "prompt_version": "normalizer_v2_0_2",
+  "schema_version": "v2_0_2",
+  "dataset": {
+    "source": "inline_raw_questions",
+    "file": null,
+    "raw_questions_count": 2
+  },
+  "cases_total": 2,
+  "metrics": {
+    "schema_validation_pass_rate": 100,
+    "scope_detection_accuracy": null,
+    "scope_in_scope_rate": 100,
+    "multi_intent_detected_rate": 0,
+    "clarification_required_rate": 0,
+    "avg_fragments_per_message": 1,
+    "out_of_scope_fragment_rate": 0,
+    "routed_fragment_rate": 100,
+    "no_route_fragment_rate": 0,
+    "route_resolution_accuracy": null,
+    "no_route_precision": null,
+    "false_no_route_rate": null,
+    "execution_state_consistency_rate": 100,
+    "executable_with_soft_assumptions_rate": 100,
+    "soft_assumption_used_fragment_rate": 100,
+    "clarification_precision": null,
+    "clarification_recall": null,
+    "false_clarification_rate": null
+  },
+  "budget": {
+    "requests_total": 0,
+    "retries_used": 0
+  },
+  "clarification_eval": {
+    "labeled_cases": 0,
+    "true_positive": 0,
+    "false_positive": 0,
+    "false_negative": 0
+  },
+  "route_eval": {
+    "labeled_cases": 0,
+    "correct_cases": 0,
+    "expected_routed_cases": 0,
+    "no_route_true_positive": 0,
+    "no_route_false_positive": 0
+  },
+  "scope_eval": {
+    "labeled_cases": 0,
+    "correct_cases": 0
+  },
+  "execution_state_eval": {
+    "checks_total": 2,
+    "checks_passed": 2
+  },
+  "route_distribution": {
+    "store_feature_risk": 2
+  },
+  "fallback_distribution": {
+    "none": 2
+  },
+  "results": [
+    {
+      "case_id": "BQ-001",
+      "raw_question": "Проверь счет 60 за июнь 2020",
+      "validation_passed": true,
+      "message_in_scope": true,
+      "scope_confidence": "high",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 1,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 0,
+      "fallback_type": "none",
+      "predicted_route_status": "routed",
+      "expected_route_status": null,
+      "predicted_no_route_reason": null,
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 1,
+      "trace_id": "491D4elziSwn2k",
+      "request_count_for_case": 0
+    },
+    {
+      "case_id": "BQ-002",
+      "raw_question": "Покажи риски по НДС и по закрытию",
+      "validation_passed": true,
+      "message_in_scope": true,
+      "scope_confidence": "high",
+      "contains_multiple_tasks": false,
+      "fragments_total": 1,
+      "in_scope_fragments": 1,
+      "out_of_scope_fragments": 0,
+      "unclear_fragments": 0,
+      "fallback_type": "none",
+      "predicted_route_status": "routed",
+      "expected_route_status": null,
+      "predicted_no_route_reason": null,
+      "expected_no_route_reason": null,
+      "predicted_clarification_required": false,
+      "expected_clarification_required": null,
+      "executable_with_soft_assumptions_fragments": 1,
+      "trace_id": "_iYyGaR7yizo7k",
+      "request_count_for_case": 0
+    }
+  ]
+}
--- a/llm_normalizer/docs/runs/2026-03-26_15-41-01_Wave_1_Stage_3_Kickoff.zip
+++ b/llm_normalizer/docs/runs/2026-03-26_15-41-01_Wave_1_Stage_3_Kickoff.zip
--- a/llm_normalizer/docs/runs/README.md
+++ b/llm_normalizer/docs/runs/README.md
@ -1,29 +1,52 @@
-# Run Folders
+# Run Folders

-Эта папка используется для чистого хранения артефактов каждого прогона.
+Эта папка используется для хранения артефактов каждой отдельной волны.

-Формат:
- `docs/runs/YYYY-MM-DD_HH-mm-ss[_label]/`
- внутри:
-  - `reports/`
-  - `logs/traces/`
-  - `logs/assistant_sessions/`
-  - `manifest.json`
+## Обязательный формат имени run-папки

-Запуск архивации:
+- `docs/runs/YYYY-MM-DD_Stage_<NN>_Wave_<NN>_<short_topic>/`
+
+Правило порядка строгое:
+- после даты всегда идет `Stage`;
+- после `Stage` всегда идет `Wave`;
+- затем краткая тема волны.
+
+Пример:
+- `docs/runs/2026-03-26_Stage_04_Wave_01_Kickoff/`
+
+## Обязательная структура внутри run-папки
+
+- `README.md` — что проверяли и зачем;
+- `run_summary.json` — команды, результаты, ключевые ссылки;
+- `artifacts/` — отчеты прогонов (test/eval/acceptance/regression);
+- `prompt_dialogs/` — диалоги user/system/assistant и runtime-контекст.
+
+## Обязательная структура `prompt_dialogs`
+
+- `prompt_dialogs/index.json`
+- `prompt_dialogs/<suite>/<case_id>.json`
+- `prompt_dialogs/<suite>/<case_id>.md`
+
+Минимум по каждому кейсу:
+- вопрос пользователя;
+- ответ системы (assistant reply);
+- технический контекст, доступный для анализа (debug/runtime/decomposition/grounding, если есть).
+
+## Важное правило по волнам
+
+Артефакты разных волн нельзя смешивать в одной папке.
+Каждая волна должна иметь собственную run-папку и собственный набор `prompt_dialogs`.
+
+## Архивация

 ```bash
 npm run artifacts:bundle
 ```

-Архивация с очисткой исходных логов/генерируемых отчетов:
-
 ```bash
 npm run artifacts:bundle:clean
 ```

-С меткой захода:
-
 ```bash
-npm run artifacts:bundle:clean -- --label wave2_followup
+npm run artifacts:bundle:clean -- --label stage4_wave1
 ```
--- a/llm_normalizer/eval_cases/assistant_stage3_lifecycle_probe_v0_1.json
+++ b/llm_normalizer/eval_cases/assistant_stage3_lifecycle_probe_v0_1.json
@ -0,0 +1,302 @@
+{
+  "suite_id": "assistant_stage3_lifecycle_probe",
+  "suite_version": "0.1.0",
+  "schema_version": "assistant_stage3_lifecycle_probe_v0_1",
+  "scenario_count": 9,
+  "case_ids": [
+    "S3-51-WRONG-CLOSE-TYPE",
+    "S3-60-PAYMENT-WITHOUT-CLOSURE",
+    "S3-97-STALLED-NODES",
+    "S3-97-EXPECTED-VS-ACTUAL",
+    "S3-OS-BRANCH-DIVERGENCE",
+    "S3-OS-TERMINAL-GAP",
+    "S3-VAT-CROSS-BRANCH-CONFLICT",
+    "S3-VAT-ACTUAL-VS-EXPECTED",
+    "S3-PERIOD-CLOSE-LIFECYCLE-IMPACT"
+  ],
+  "cases": [
+    {
+      "case_id": "S3-51-WRONG-CLOSE-TYPE",
+      "scenario_tag": "51_wrong_closing_document_type",
+      "question_type": "direct",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Проверь по счёту 51 за июнь 2020, где контур закрыт не тем типом документа и какой ожидаемый завершающий переход не подтверждён."
+        }
+      ],
+      "expected_hints": {
+        "expected_reply_type": "partial_coverage",
+        "expected_degraded_to": "partial",
+        "expected_problem_first": true,
+        "expected_problem_unit_types": [
+          "lifecycle_anomaly_node",
+          "document_conflict"
+        ],
+        "expected_lifecycle_domain": "bank_settlement",
+        "require_current_expected_state_pair": true,
+        "require_missing_or_invalid_transition": true,
+        "require_wrong_closing_document_type": true,
+        "require_lifecycle_mode": "stage3_lifecycle_aware_v1"
+      },
+      "lifecycle_focus": {
+        "domain": "51_60",
+        "targets": [
+          "expected_vs_actual_state",
+          "missing_transition",
+          "wrong_closing_document_type"
+        ]
+      }
+    },
+    {
+      "case_id": "S3-60-PAYMENT-WITHOUT-CLOSURE",
+      "scenario_tag": "60_payment_exists_but_not_closed",
+      "question_type": "direct",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "По поставщикам по счёту 60 за июнь 2020 покажи, где оплата есть, но lifecycle расчёта не дошёл до ожидаемого закрывающего документа."
+        }
+      ],
+      "expected_hints": {
+        "expected_reply_type": "partial_coverage",
+        "expected_degraded_to": "partial",
+        "expected_problem_first": true,
+        "expected_problem_unit_types": [
+          "lifecycle_anomaly_node",
+          "unresolved_settlement_cluster"
+        ],
+        "expected_lifecycle_domain": "bank_settlement",
+        "require_current_expected_state_pair": true,
+        "require_missing_or_invalid_transition": true,
+        "require_previous_states": true,
+        "require_lifecycle_mode": "stage3_lifecycle_aware_v1"
+      },
+      "lifecycle_focus": {
+        "domain": "51_60",
+        "targets": [
+          "expected_vs_actual_state",
+          "missing_transition",
+          "resolved_previous_states"
+        ]
+      }
+    },
+    {
+      "case_id": "S3-97-STALLED-NODES",
+      "scenario_tag": "97_stalled_nodes",
+      "question_type": "direct",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Проверь по счёту 97 за июнь 2020 по документам, где зависли узлы жизненного цикла: какие стадии уже пройдены и какой ожидаемый переход до списания отсутствует."
+        }
+      ],
+      "expected_hints": {
+        "expected_reply_type": "partial_coverage",
+        "expected_degraded_to": "partial",
+        "expected_problem_first": true,
+        "expected_problem_unit_types": [
+          "lifecycle_anomaly_node",
+          "broken_chain_segment"
+        ],
+        "expected_lifecycle_domain": "deferred_expense",
+        "require_current_expected_state_pair": true,
+        "require_missing_or_invalid_transition": true,
+        "require_lifecycle_mode": "stage3_lifecycle_aware_v1"
+      },
+      "lifecycle_focus": {
+        "domain": "97",
+        "targets": [
+          "expected_vs_actual_state",
+          "missing_transition"
+        ]
+      }
+    },
+    {
+      "case_id": "S3-97-EXPECTED-VS-ACTUAL",
+      "scenario_tag": "97_expected_vs_actual_sequence",
+      "question_type": "direct",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Проверь по счёту 97 за июнь 2020 по документам, где фактическое состояние расходов будущих периодов расходится с ожидаемой последовательностью списания."
+        }
+      ],
+      "expected_hints": {
+        "expected_reply_type": "partial_coverage",
+        "expected_degraded_to": "partial",
+        "expected_problem_first": true,
+        "expected_problem_unit_types": [
+          "lifecycle_anomaly_node",
+          "period_risk_cluster"
+        ],
+        "expected_lifecycle_domain": "deferred_expense",
+        "require_current_expected_state_pair": true,
+        "require_terminal_state_mismatch": true,
+        "require_lifecycle_mode": "stage3_lifecycle_aware_v1"
+      },
+      "lifecycle_focus": {
+        "domain": "97",
+        "targets": [
+          "expected_vs_actual_state",
+          "terminal_state_mismatch"
+        ]
+      }
+    },
+    {
+      "case_id": "S3-OS-BRANCH-DIVERGENCE",
+      "scenario_tag": "os_card_document_depreciation_divergence",
+      "question_type": "direct",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "По основным средствам по счетам 01 и 02 за июнь 2020 покажи, где lifecycle объекта расходится между карточкой, документом и начислением амортизации."
+        }
+      ],
+      "expected_hints": {
+        "expected_reply_type": "partial_coverage",
+        "expected_degraded_to": "partial",
+        "expected_problem_first": true,
+        "expected_problem_unit_types": [
+          "lifecycle_anomaly_node",
+          "cross_branch_inconsistency_cluster"
+        ],
+        "expected_lifecycle_domain": "fixed_asset",
+        "require_current_expected_state_pair": true,
+        "require_cross_branch_conflict": true,
+        "require_lifecycle_mode": "stage3_lifecycle_aware_v1"
+      },
+      "lifecycle_focus": {
+        "domain": "fixed_asset",
+        "targets": [
+          "expected_vs_actual_state",
+          "cross_branch_lifecycle_conflict"
+        ]
+      }
+    },
+    {
+      "case_id": "S3-OS-TERMINAL-GAP",
+      "scenario_tag": "os_previous_or_terminal_gap",
+      "question_type": "direct",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Где по ОС по счетам 01/02 за июнь 2020 видно, что цепочка дошла до начисления, но не подтверждён ожидаемый предыдущий или завершающий этап?"
+        }
+      ],
+      "expected_hints": {
+        "expected_reply_type": "partial_coverage",
+        "expected_degraded_to": "partial",
+        "expected_problem_first": true,
+        "expected_problem_unit_types": [
+          "lifecycle_anomaly_node",
+          "document_conflict"
+        ],
+        "expected_lifecycle_domain": "fixed_asset",
+        "require_current_expected_state_pair": true,
+        "require_terminal_state_mismatch": true,
+        "require_lifecycle_mode": "stage3_lifecycle_aware_v1"
+      },
+      "lifecycle_focus": {
+        "domain": "fixed_asset",
+        "targets": [
+          "resolved_previous_states",
+          "terminal_state_mismatch"
+        ]
+      }
+    },
+    {
+      "case_id": "S3-VAT-CROSS-BRANCH-CONFLICT",
+      "scenario_tag": "vat_cross_branch_conflict",
+      "question_type": "direct",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "По НДС за июнь 2020 по счёту 68 покажи, где lifecycle ветвей документов, проводок и регистров расходится и какая ветка выглядит несогласованной."
+        }
+      ],
+      "expected_hints": {
+        "expected_reply_type": "partial_coverage",
+        "expected_degraded_to": "partial",
+        "expected_problem_first": true,
+        "expected_problem_unit_types": [
+          "lifecycle_anomaly_node",
+          "cross_branch_inconsistency_cluster"
+        ],
+        "expected_lifecycle_domain": "vat_flow",
+        "require_current_expected_state_pair": true,
+        "require_cross_branch_conflict": true,
+        "require_lifecycle_mode": "stage3_lifecycle_aware_v1"
+      },
+      "lifecycle_focus": {
+        "domain": "vat_flow",
+        "targets": [
+          "expected_vs_actual_state",
+          "cross_branch_lifecycle_conflict"
+        ]
+      }
+    },
+    {
+      "case_id": "S3-VAT-ACTUAL-VS-EXPECTED",
+      "scenario_tag": "vat_actual_vs_expected_state",
+      "question_type": "direct",
+      "broadness_level": "medium",
+      "turns": [
+        {
+          "user_message": "Где по НДС за июнь 2020 по счетам 19 и 68 есть конфликт фактического и ожидаемого состояния между документом и регистрами?"
+        }
+      ],
+      "expected_hints": {
+        "expected_reply_type": "partial_coverage",
+        "expected_degraded_to": "partial",
+        "expected_problem_first": true,
+        "expected_problem_unit_types": [
+          "lifecycle_anomaly_node",
+          "document_conflict"
+        ],
+        "expected_lifecycle_domain": "vat_flow",
+        "require_current_expected_state_pair": true,
+        "require_terminal_state_mismatch": true,
+        "require_lifecycle_mode": "stage3_lifecycle_aware_v1"
+      },
+      "lifecycle_focus": {
+        "domain": "vat_flow",
+        "targets": [
+          "expected_vs_actual_state",
+          "terminal_state_mismatch"
+        ]
+      }
+    },
+    {
+      "case_id": "S3-PERIOD-CLOSE-LIFECYCLE-IMPACT",
+      "scenario_tag": "period_close_lifecycle_impact",
+      "question_type": "direct",
+      "broadness_level": "high",
+      "turns": [
+        {
+          "user_message": "Какие lifecycle-дефекты по счетам 51 и 60 за июнь 2020 сильнее всего влияют на риск закрытия периода (period close) и на каком переходе возникает разрыв?"
+        }
+      ],
+      "expected_hints": {
+        "expected_reply_type": "clarification_required",
+        "expected_degraded_to": "clarification",
+        "expected_problem_first": true,
+        "expected_problem_unit_types": [
+          "period_risk_cluster",
+          "lifecycle_anomaly_node"
+        ],
+        "expected_lifecycle_domain": "period_close",
+        "require_missing_or_invalid_transition": true,
+        "require_period_close_impact": true,
+        "require_lifecycle_mode": "stage3_lifecycle_aware_v1"
+      },
+      "lifecycle_focus": {
+        "domain": "period_close",
+        "targets": [
+          "lifecycle_impact_period_close",
+          "missing_transition"
+        ]
+      }
+    }
+  ]
+}
--- a/llm_normalizer/tmp_utf_patch.txt
+++ b/llm_normalizer/tmp_utf_patch.txt
@ -0,0 +1 @@
+Проверка UTF-8 кириллицы
--- a/llm_normalizer/tmp_utf_test.txt
+++ b/llm_normalizer/tmp_utf_test.txt
@ -0,0 +1 @@
+???????? UTF-8 ?????????