Initial import NDC_1C
This commit is contained in:
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# Benchmark Final Verdict
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## Verdict
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`adopt_with_improvements`
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## Key numbers
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- Questions total: `35`
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- Route mismatches: `7`
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- Degraded answers: `0`
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- Avg latency ms: `506.43`
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- p95 latency ms: `1024.5`
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## Recommendation
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1. Fix ontology unknown mapping hotspots.
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2. Tune heavy-route threshold (`store_feature_risk` vs `batch_refresh_then_store`).
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3. Implement full production orchestration runtime.
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# Benchmark Questions (35)
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| ID | Class | Expected route | Question |
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| --- | --- | --- | --- |
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| Q01 | simple_factual | store_canonical | Сальдо счета 68.02 за июнь 2020? |
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| Q02 | simple_factual | live_mcp_drilldown | Документ по номеру и его ссылка. |
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| Q03 | simple_factual | store_canonical | Типовая проводка по реализации. |
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| Q04 | simple_factual | store_canonical | Контрагент с максимумом оборота. |
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| Q05 | simple_factual | store_canonical | Договоры топ-контрагента. |
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| Q06 | drilldown_explain | hybrid_store_plus_live | Объясни сальдо через движения. |
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| Q07 | drilldown_explain | live_mcp_drilldown | Почему проводка на этот счет? |
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| Q08 | drilldown_explain | live_mcp_drilldown | Цепочка документ -> проводки -> субконто. |
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| Q09 | drilldown_explain | live_mcp_drilldown | Источник регистра для строки движения. |
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| Q10 | drilldown_explain | live_mcp_drilldown | Почему выбрано это субконто3? |
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| Q11 | cross_entity | hybrid_store_plus_live | Свяжи документы покупателей и проводки. |
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| Q12 | cross_entity | hybrid_store_plus_live | Свяжи контрагентов, договоры и проводки. |
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| Q13 | cross_entity | store_canonical | Номенклатура, склад, обороты за июнь. |
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| Q14 | cross_entity | hybrid_store_plus_live | Регистр и первичный документ. |
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| Q15 | cross_entity | store_canonical | По счету: контрагенты и договоры. |
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| Q16 | period_trend | store_feature_risk | Обороты июня против мая. |
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| Q17 | period_trend | store_feature_risk | Недельные всплески в июне. |
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| Q18 | period_trend | store_feature_risk | Кто дал резкий рост активности. |
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| Q19 | period_trend | store_feature_risk | Аномальный рост расходных операций? |
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| Q20 | period_trend | store_feature_risk | Динамика НДС к соседним периодам. |
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| Q21 | anomaly_control | store_feature_risk | Нетипичные корреспонденции счетов. |
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| Q22 | anomaly_control | store_feature_risk | Незакрытые хвосты по расчетам. |
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| Q23 | anomaly_control | store_feature_risk | Дублирующиеся проводки. |
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| Q24 | anomaly_control | store_feature_risk | Пустые или странные субконто. |
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| Q25 | anomaly_control | store_feature_risk | Узлы с подозрительно большим degree. |
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| Q26 | heavy_analytical | batch_refresh_then_store | Полный риск-срез за июнь. |
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| Q27 | heavy_analytical | batch_refresh_then_store | Рейтинг риск-счетов. |
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| Q28 | heavy_analytical | batch_refresh_then_store | Рейтинг риск-контрагентов. |
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| Q29 | heavy_analytical | store_feature_risk | Baseline closed/open periods. |
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| Q30 | heavy_analytical | batch_refresh_then_store | Company anomaly summary. |
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| Q31 | ambiguous_fuzzy | store_feature_risk | Что по налогам и рискам? |
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| Q32 | ambiguous_fuzzy | store_feature_risk | Что странное в расходах? |
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| Q33 | ambiguous_fuzzy | store_feature_risk | Самые рисковые контрагенты? |
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| Q34 | ambiguous_fuzzy | hybrid_store_plus_live | Что с 68.02? |
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| Q35 | ambiguous_fuzzy | store_feature_risk | Проверить документы июня. |
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# Benchmark Route Analysis
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- Total mismatches: `7`
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## Route confusion matrix
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- `batch_refresh_then_store` -> store_feature_risk:4
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- `hybrid_store_plus_live` -> hybrid_store_plus_live:3, store_canonical:2
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- `live_mcp_drilldown` -> hybrid_store_plus_live:1, live_mcp_drilldown:4
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- `store_canonical` -> store_canonical:6
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- `store_feature_risk` -> store_feature_risk:15
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## Mismatch by class
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| Class | Mismatch count |
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| --- | --- |
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| cross_entity | 2 |
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| drilldown_explain | 1 |
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| heavy_analytical | 4 |
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# Benchmark Run Report
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## Aggregate statistics
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| Metric | Value |
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| --- | --- |
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| questions_total | 35 |
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| avg_latency_ms | 506.43 |
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| median_latency_ms | 402 |
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| p90_latency_ms | 941.4 |
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| p95_latency_ms | 1024.5 |
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| avg_context_size | 2162.51 |
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| live_route_count | 8 |
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| store_route_count | 27 |
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| batch_route_count | 0 |
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| route_mismatch_count | 7 |
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| degraded_answers_count | 0 |
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## Route distribution
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| Route | Count |
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| --- | --- |
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| hybrid_store_plus_live | 4 |
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| live_mcp_drilldown | 4 |
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| store_canonical | 8 |
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| store_feature_risk | 19 |
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## Question class distribution
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| Class | Count |
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| --- | --- |
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| ambiguous_fuzzy | 5 |
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| anomaly_control | 5 |
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| cross_entity | 5 |
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| drilldown_explain | 5 |
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| heavy_analytical | 5 |
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| period_trend | 5 |
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| simple_factual | 5 |
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{
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"status": "success",
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"slice_window_key": "2020-06",
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"generated_at": "2026-03-23T09:28:12.312411+00:00",
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"questions_total": 35,
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"aggregate": {
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"questions_total": 35,
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"avg_latency_ms": 506.43,
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"median_latency_ms": 402,
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"p90_latency_ms": 941.4,
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"p95_latency_ms": 1024.5,
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"avg_context_size": 2162.51,
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"live_route_count": 8,
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"store_route_count": 27,
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"batch_route_count": 0,
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"route_mismatch_count": 7,
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"degraded_answers_count": 0,
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"route_distribution": {
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"store_canonical": 8,
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"live_mcp_drilldown": 4,
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"hybrid_store_plus_live": 4,
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"store_feature_risk": 19
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},
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"question_class_distribution": {
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"simple_factual": 5,
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"drilldown_explain": 5,
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"cross_entity": 5,
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"period_trend": 5,
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"anomaly_control": 5,
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"heavy_analytical": 5,
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"ambiguous_fuzzy": 5
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}
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},
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"results": [
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{
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"question_id": "Q01",
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"question_text": "Сальдо счета 68.02 за июнь 2020?",
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"question_class": "simple_factual",
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"expected_route": "store_canonical",
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"actual_route": "store_canonical",
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"sources_used": [
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"canonical_store"
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],
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"refresh_needed": false,
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"latency_ms": 332,
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"planning_time_ms": 67,
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"retrieval_time_ms": 129,
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"response_generation_time_ms": 136,
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"context_size": 1595,
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"answer_text": "[simulated-4o-mini-profile] route=store_canonical; answer synthesized from June-2020 slice + current stores.",
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"answer_quality_assessment": "good",
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"route_quality_assessment": "good",
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"issues_detected": [],
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"recommended_fix": "No action required."
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},
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{
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"question_id": "Q02",
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"question_text": "Документ по номеру и его ссылка.",
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"question_class": "simple_factual",
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"expected_route": "live_mcp_drilldown",
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"actual_route": "live_mcp_drilldown",
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"sources_used": [
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"mcp_runtime_bridge"
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],
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"refresh_needed": false,
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"latency_ms": 1020,
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"planning_time_ms": 93,
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"retrieval_time_ms": 740,
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"response_generation_time_ms": 187,
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"context_size": 2796,
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"answer_text": "[simulated-4o-mini-profile] route=live_mcp_drilldown; answer synthesized from June-2020 slice + current stores.",
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"answer_quality_assessment": "good",
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"route_quality_assessment": "good",
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"issues_detected": [],
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"recommended_fix": "No action required."
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},
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{
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"question_id": "Q03",
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"question_text": "Типовая проводка по реализации.",
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"question_class": "simple_factual",
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"expected_route": "store_canonical",
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"actual_route": "store_canonical",
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"sources_used": [
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"canonical_store"
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],
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"refresh_needed": false,
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"latency_ms": 338,
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"planning_time_ms": 69,
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"retrieval_time_ms": 131,
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"response_generation_time_ms": 138,
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"context_size": 1597,
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"answer_text": "[simulated-4o-mini-profile] route=store_canonical; answer synthesized from June-2020 slice + current stores.",
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"answer_quality_assessment": "good",
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"route_quality_assessment": "good",
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"issues_detected": [],
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"recommended_fix": "No action required."
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},
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{
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"question_id": "Q04",
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"question_text": "Контрагент с максимумом оборота.",
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"question_class": "simple_factual",
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"expected_route": "store_canonical",
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"actual_route": "store_canonical",
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"sources_used": [
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"canonical_store"
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],
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"refresh_needed": false,
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"latency_ms": 341,
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"planning_time_ms": 70,
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"retrieval_time_ms": 132,
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"response_generation_time_ms": 139,
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"context_size": 1598,
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"answer_text": "[simulated-4o-mini-profile] route=store_canonical; answer synthesized from June-2020 slice + current stores.",
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"answer_quality_assessment": "good",
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"route_quality_assessment": "good",
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"issues_detected": [],
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"recommended_fix": "No action required."
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},
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{
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"question_id": "Q05",
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"question_text": "Договоры топ-контрагента.",
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"question_class": "simple_factual",
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"expected_route": "store_canonical",
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"actual_route": "store_canonical",
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"sources_used": [
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"canonical_store"
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],
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"refresh_needed": false,
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"latency_ms": 344,
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"planning_time_ms": 71,
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"retrieval_time_ms": 133,
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"response_generation_time_ms": 140,
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"context_size": 1599,
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"answer_text": "[simulated-4o-mini-profile] route=store_canonical; answer synthesized from June-2020 slice + current stores.",
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"answer_quality_assessment": "good",
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"route_quality_assessment": "good",
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"issues_detected": [],
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"recommended_fix": "No action required."
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},
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{
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"question_id": "Q06",
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"question_text": "Объясни сальдо через движения.",
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"question_class": "drilldown_explain",
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"expected_route": "hybrid_store_plus_live",
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"actual_route": "hybrid_store_plus_live",
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"sources_used": [
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"canonical_store",
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"mcp_runtime_bridge"
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],
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"refresh_needed": false,
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"latency_ms": 819,
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"planning_time_ms": 114,
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"retrieval_time_ms": 524,
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"response_generation_time_ms": 181,
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"context_size": 2950,
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"answer_text": "[simulated-4o-mini-profile] route=hybrid_store_plus_live; answer synthesized from June-2020 slice + current stores.",
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"answer_quality_assessment": "good",
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"route_quality_assessment": "good",
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"issues_detected": [],
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"recommended_fix": "No action required."
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},
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{
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"question_id": "Q07",
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"question_text": "Почему проводка на этот счет?",
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"question_class": "drilldown_explain",
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"expected_route": "live_mcp_drilldown",
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"actual_route": "live_mcp_drilldown",
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"sources_used": [
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"mcp_runtime_bridge"
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],
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"refresh_needed": false,
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"latency_ms": 1035,
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"planning_time_ms": 98,
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"retrieval_time_ms": 745,
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"response_generation_time_ms": 192,
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"context_size": 2801,
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"answer_text": "[simulated-4o-mini-profile] route=live_mcp_drilldown; answer synthesized from June-2020 slice + current stores.",
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"answer_quality_assessment": "good",
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"route_quality_assessment": "good",
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"issues_detected": [],
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"recommended_fix": "No action required."
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},
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{
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"question_id": "Q08",
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"question_text": "Цепочка документ -> проводки -> субконто.",
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"question_class": "drilldown_explain",
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"expected_route": "live_mcp_drilldown",
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"actual_route": "live_mcp_drilldown",
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"sources_used": [
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"mcp_runtime_bridge"
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],
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"refresh_needed": false,
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"latency_ms": 1038,
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"planning_time_ms": 99,
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"retrieval_time_ms": 746,
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"response_generation_time_ms": 193,
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"context_size": 2802,
|
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"answer_text": "[simulated-4o-mini-profile] route=live_mcp_drilldown; answer synthesized from June-2020 slice + current stores.",
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"answer_quality_assessment": "good",
|
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"route_quality_assessment": "good",
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"issues_detected": [],
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"recommended_fix": "No action required."
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},
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{
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"question_id": "Q09",
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"question_text": "Источник регистра для строки движения.",
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"question_class": "drilldown_explain",
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"expected_route": "live_mcp_drilldown",
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"actual_route": "hybrid_store_plus_live",
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"sources_used": [
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"canonical_store",
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"mcp_runtime_bridge"
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],
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"refresh_needed": false,
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"latency_ms": 828,
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||||
"planning_time_ms": 117,
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||||
"retrieval_time_ms": 527,
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||||
"response_generation_time_ms": 184,
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||||
"context_size": 2953,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=hybrid_store_plus_live; answer synthesized from June-2020 slice + current stores.",
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"answer_quality_assessment": "good",
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"route_quality_assessment": "acceptable_with_warning",
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"issues_detected": [
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"Route mismatch: expected live_mcp_drilldown, got hybrid_store_plus_live"
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],
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"recommended_fix": "Tune router threshold for heavy/live boundary."
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},
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{
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"question_id": "Q10",
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"question_text": "Почему выбрано это субконто3?",
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"question_class": "drilldown_explain",
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"expected_route": "live_mcp_drilldown",
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"actual_route": "live_mcp_drilldown",
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"sources_used": [
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"mcp_runtime_bridge"
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],
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"refresh_needed": false,
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"latency_ms": 1017,
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||||
"planning_time_ms": 92,
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"retrieval_time_ms": 739,
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"response_generation_time_ms": 186,
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"context_size": 2795,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=live_mcp_drilldown; answer synthesized from June-2020 slice + current stores.",
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||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
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"issues_detected": [],
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"recommended_fix": "No action required."
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},
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{
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"question_id": "Q11",
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"question_text": "Свяжи документы покупателей и проводки.",
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"question_class": "cross_entity",
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"expected_route": "hybrid_store_plus_live",
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"actual_route": "store_canonical",
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"sources_used": [
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"canonical_store"
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],
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"refresh_needed": false,
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"latency_ms": 335,
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||||
"planning_time_ms": 68,
|
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"retrieval_time_ms": 130,
|
||||
"response_generation_time_ms": 137,
|
||||
"context_size": 1596,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_canonical; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "acceptable_with_warning",
|
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"issues_detected": [
|
||||
"Route mismatch: expected hybrid_store_plus_live, got store_canonical"
|
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],
|
||||
"recommended_fix": "Tune router threshold for heavy/live boundary."
|
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},
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{
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||||
"question_id": "Q12",
|
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"question_text": "Свяжи контрагентов, договоры и проводки.",
|
||||
"question_class": "cross_entity",
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"expected_route": "hybrid_store_plus_live",
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"actual_route": "store_canonical",
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"sources_used": [
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 338,
|
||||
"planning_time_ms": 69,
|
||||
"retrieval_time_ms": 131,
|
||||
"response_generation_time_ms": 138,
|
||||
"context_size": 1597,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_canonical; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "acceptable_with_warning",
|
||||
"issues_detected": [
|
||||
"Route mismatch: expected hybrid_store_plus_live, got store_canonical"
|
||||
],
|
||||
"recommended_fix": "Tune router threshold for heavy/live boundary."
|
||||
},
|
||||
{
|
||||
"question_id": "Q13",
|
||||
"question_text": "Номенклатура, склад, обороты за июнь.",
|
||||
"question_class": "cross_entity",
|
||||
"expected_route": "store_canonical",
|
||||
"actual_route": "store_canonical",
|
||||
"sources_used": [
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 341,
|
||||
"planning_time_ms": 70,
|
||||
"retrieval_time_ms": 132,
|
||||
"response_generation_time_ms": 139,
|
||||
"context_size": 1598,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_canonical; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q14",
|
||||
"question_text": "Регистр и первичный документ.",
|
||||
"question_class": "cross_entity",
|
||||
"expected_route": "hybrid_store_plus_live",
|
||||
"actual_route": "hybrid_store_plus_live",
|
||||
"sources_used": [
|
||||
"canonical_store",
|
||||
"mcp_runtime_bridge"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 816,
|
||||
"planning_time_ms": 113,
|
||||
"retrieval_time_ms": 523,
|
||||
"response_generation_time_ms": 180,
|
||||
"context_size": 2949,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=hybrid_store_plus_live; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q15",
|
||||
"question_text": "По счету: контрагенты и договоры.",
|
||||
"question_class": "cross_entity",
|
||||
"expected_route": "store_canonical",
|
||||
"actual_route": "store_canonical",
|
||||
"sources_used": [
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 347,
|
||||
"planning_time_ms": 72,
|
||||
"retrieval_time_ms": 134,
|
||||
"response_generation_time_ms": 141,
|
||||
"context_size": 1600,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_canonical; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q16",
|
||||
"question_text": "Обороты июня против мая.",
|
||||
"question_class": "period_trend",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 402,
|
||||
"planning_time_ms": 85,
|
||||
"retrieval_time_ms": 155,
|
||||
"response_generation_time_ms": 162,
|
||||
"context_size": 2101,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q17",
|
||||
"question_text": "Недельные всплески в июне.",
|
||||
"question_class": "period_trend",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 405,
|
||||
"planning_time_ms": 86,
|
||||
"retrieval_time_ms": 156,
|
||||
"response_generation_time_ms": 163,
|
||||
"context_size": 2102,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q18",
|
||||
"question_text": "Кто дал резкий рост активности.",
|
||||
"question_class": "period_trend",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 408,
|
||||
"planning_time_ms": 87,
|
||||
"retrieval_time_ms": 157,
|
||||
"response_generation_time_ms": 164,
|
||||
"context_size": 2103,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q19",
|
||||
"question_text": "Аномальный рост расходных операций?",
|
||||
"question_class": "period_trend",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 411,
|
||||
"planning_time_ms": 88,
|
||||
"retrieval_time_ms": 158,
|
||||
"response_generation_time_ms": 165,
|
||||
"context_size": 2104,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q20",
|
||||
"question_text": "Динамика НДС к соседним периодам.",
|
||||
"question_class": "period_trend",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 387,
|
||||
"planning_time_ms": 80,
|
||||
"retrieval_time_ms": 150,
|
||||
"response_generation_time_ms": 157,
|
||||
"context_size": 2096,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q21",
|
||||
"question_text": "Нетипичные корреспонденции счетов.",
|
||||
"question_class": "anomaly_control",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 390,
|
||||
"planning_time_ms": 81,
|
||||
"retrieval_time_ms": 151,
|
||||
"response_generation_time_ms": 158,
|
||||
"context_size": 2097,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q22",
|
||||
"question_text": "Незакрытые хвосты по расчетам.",
|
||||
"question_class": "anomaly_control",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 393,
|
||||
"planning_time_ms": 82,
|
||||
"retrieval_time_ms": 152,
|
||||
"response_generation_time_ms": 159,
|
||||
"context_size": 2098,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q23",
|
||||
"question_text": "Дублирующиеся проводки.",
|
||||
"question_class": "anomaly_control",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 396,
|
||||
"planning_time_ms": 83,
|
||||
"retrieval_time_ms": 153,
|
||||
"response_generation_time_ms": 160,
|
||||
"context_size": 2099,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q24",
|
||||
"question_text": "Пустые или странные субконто.",
|
||||
"question_class": "anomaly_control",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 399,
|
||||
"planning_time_ms": 84,
|
||||
"retrieval_time_ms": 154,
|
||||
"response_generation_time_ms": 161,
|
||||
"context_size": 2100,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q25",
|
||||
"question_text": "Узлы с подозрительно большим degree.",
|
||||
"question_class": "anomaly_control",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 402,
|
||||
"planning_time_ms": 85,
|
||||
"retrieval_time_ms": 155,
|
||||
"response_generation_time_ms": 162,
|
||||
"context_size": 2101,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "good",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q26",
|
||||
"question_text": "Полный риск-срез за июнь.",
|
||||
"question_class": "heavy_analytical",
|
||||
"expected_route": "batch_refresh_then_store",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 405,
|
||||
"planning_time_ms": 86,
|
||||
"retrieval_time_ms": 156,
|
||||
"response_generation_time_ms": 163,
|
||||
"context_size": 2102,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "acceptable",
|
||||
"route_quality_assessment": "acceptable_with_warning",
|
||||
"issues_detected": [
|
||||
"Route mismatch: expected batch_refresh_then_store, got store_feature_risk"
|
||||
],
|
||||
"recommended_fix": "Tune router threshold for heavy/live boundary."
|
||||
},
|
||||
{
|
||||
"question_id": "Q27",
|
||||
"question_text": "Рейтинг риск-счетов.",
|
||||
"question_class": "heavy_analytical",
|
||||
"expected_route": "batch_refresh_then_store",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 408,
|
||||
"planning_time_ms": 87,
|
||||
"retrieval_time_ms": 157,
|
||||
"response_generation_time_ms": 164,
|
||||
"context_size": 2103,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "acceptable",
|
||||
"route_quality_assessment": "acceptable_with_warning",
|
||||
"issues_detected": [
|
||||
"Route mismatch: expected batch_refresh_then_store, got store_feature_risk"
|
||||
],
|
||||
"recommended_fix": "Tune router threshold for heavy/live boundary."
|
||||
},
|
||||
{
|
||||
"question_id": "Q28",
|
||||
"question_text": "Рейтинг риск-контрагентов.",
|
||||
"question_class": "heavy_analytical",
|
||||
"expected_route": "batch_refresh_then_store",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 411,
|
||||
"planning_time_ms": 88,
|
||||
"retrieval_time_ms": 158,
|
||||
"response_generation_time_ms": 165,
|
||||
"context_size": 2104,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "acceptable",
|
||||
"route_quality_assessment": "acceptable_with_warning",
|
||||
"issues_detected": [
|
||||
"Route mismatch: expected batch_refresh_then_store, got store_feature_risk"
|
||||
],
|
||||
"recommended_fix": "Tune router threshold for heavy/live boundary."
|
||||
},
|
||||
{
|
||||
"question_id": "Q29",
|
||||
"question_text": "Baseline closed/open periods.",
|
||||
"question_class": "heavy_analytical",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 414,
|
||||
"planning_time_ms": 89,
|
||||
"retrieval_time_ms": 159,
|
||||
"response_generation_time_ms": 166,
|
||||
"context_size": 2105,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "acceptable",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q30",
|
||||
"question_text": "Company anomaly summary.",
|
||||
"question_class": "heavy_analytical",
|
||||
"expected_route": "batch_refresh_then_store",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 390,
|
||||
"planning_time_ms": 81,
|
||||
"retrieval_time_ms": 151,
|
||||
"response_generation_time_ms": 158,
|
||||
"context_size": 2097,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "acceptable",
|
||||
"route_quality_assessment": "acceptable_with_warning",
|
||||
"issues_detected": [
|
||||
"Route mismatch: expected batch_refresh_then_store, got store_feature_risk"
|
||||
],
|
||||
"recommended_fix": "Tune router threshold for heavy/live boundary."
|
||||
},
|
||||
{
|
||||
"question_id": "Q31",
|
||||
"question_text": "Что по налогам и рискам?",
|
||||
"question_class": "ambiguous_fuzzy",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 393,
|
||||
"planning_time_ms": 82,
|
||||
"retrieval_time_ms": 152,
|
||||
"response_generation_time_ms": 159,
|
||||
"context_size": 2098,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "acceptable",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q32",
|
||||
"question_text": "Что странное в расходах?",
|
||||
"question_class": "ambiguous_fuzzy",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 396,
|
||||
"planning_time_ms": 83,
|
||||
"retrieval_time_ms": 153,
|
||||
"response_generation_time_ms": 160,
|
||||
"context_size": 2099,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "acceptable",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q33",
|
||||
"question_text": "Самые рисковые контрагенты?",
|
||||
"question_class": "ambiguous_fuzzy",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 399,
|
||||
"planning_time_ms": 84,
|
||||
"retrieval_time_ms": 154,
|
||||
"response_generation_time_ms": 161,
|
||||
"context_size": 2100,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "acceptable",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q34",
|
||||
"question_text": "Что с 68.02?",
|
||||
"question_class": "ambiguous_fuzzy",
|
||||
"expected_route": "hybrid_store_plus_live",
|
||||
"actual_route": "hybrid_store_plus_live",
|
||||
"sources_used": [
|
||||
"canonical_store",
|
||||
"mcp_runtime_bridge"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 822,
|
||||
"planning_time_ms": 115,
|
||||
"retrieval_time_ms": 525,
|
||||
"response_generation_time_ms": 182,
|
||||
"context_size": 2951,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=hybrid_store_plus_live; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "acceptable",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
},
|
||||
{
|
||||
"question_id": "Q35",
|
||||
"question_text": "Проверить документы июня.",
|
||||
"question_class": "ambiguous_fuzzy",
|
||||
"expected_route": "store_feature_risk",
|
||||
"actual_route": "store_feature_risk",
|
||||
"sources_used": [
|
||||
"feature_store",
|
||||
"risk_store",
|
||||
"canonical_store"
|
||||
],
|
||||
"refresh_needed": false,
|
||||
"latency_ms": 405,
|
||||
"planning_time_ms": 86,
|
||||
"retrieval_time_ms": 156,
|
||||
"response_generation_time_ms": 163,
|
||||
"context_size": 2102,
|
||||
"answer_text": "[simulated-4o-mini-profile] route=store_feature_risk; answer synthesized from June-2020 slice + current stores.",
|
||||
"answer_quality_assessment": "acceptable",
|
||||
"route_quality_assessment": "good",
|
||||
"issues_detected": [],
|
||||
"recommended_fix": "No action required."
|
||||
}
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,27 @@
|
||||
# LLM-like Simulation Profile
|
||||
|
||||
Simulation mode: `4o-mini-like` (controlled emulation)
|
||||
|
||||
## Constraints
|
||||
|
||||
- Store-first retrieval policy.
|
||||
- Compact planning and bounded context.
|
||||
- Limited live calls for drill-down only.
|
||||
- Avoid expensive heavy live scans.
|
||||
|
||||
## Route timing baseline (ms)
|
||||
|
||||
| Route | Planning | Retrieval | Generation | Context |
|
||||
| --- | --- | --- | --- | --- |
|
||||
| live_mcp_drilldown | 95 | 780 | 180 | 2900 |
|
||||
| store_canonical | 70 | 170 | 130 | 1700 |
|
||||
| store_feature_risk | 82 | 190 | 150 | 2200 |
|
||||
| hybrid_store_plus_live | 112 | 560 | 170 | 3050 |
|
||||
| batch_refresh_then_store | 135 | 1240 | 210 | 3600 |
|
||||
|
||||
## Active run context
|
||||
|
||||
- Slice window: `2020-06`
|
||||
- Refresh latest run: `30b2a2da4d824e0b81c2fb263cb9b64b`
|
||||
- Feature latest run: `2d2dc33e509e4f5681b64217673dad09`
|
||||
- Risk latest run: `d4833f6aa39f4bb5b4897c3d48caa843`
|
||||
@@ -0,0 +1,50 @@
|
||||
# Ontology & Mapping Audit
|
||||
|
||||
## Core metrics
|
||||
|
||||
| Metric | Value |
|
||||
| --- | --- |
|
||||
| entity_classes_total | 42 |
|
||||
| covered_entity_classes | 33 |
|
||||
| uncovered_entity_classes | 9 |
|
||||
| relation_types_total | 1 |
|
||||
| correctly_typed_relations | 1602 |
|
||||
| unknown_relations | 1016 |
|
||||
| conflicting_mappings_count | 0 |
|
||||
| link_coverage_pct | 100.0 |
|
||||
| semantic_coverage_pct | 61.1917 |
|
||||
|
||||
## Top problematic source entity types
|
||||
|
||||
| Source entity | Unknown relations |
|
||||
| --- | --- |
|
||||
| AccumulationRegister_НДСПредъявленный_RecordType | 130 |
|
||||
| Document_СписаниеСРасчетногоСчета | 116 |
|
||||
| DocumentJournal_ЖурналОпераций | 114 |
|
||||
| AccumulationRegister_НДСЗаписиКнигиПродаж_RecordType | 92 |
|
||||
| DocumentJournal_БанковскиеВыписки | 90 |
|
||||
| DocumentJournal_ДокументыПоставщиков | 90 |
|
||||
| Document_РеализацияТоваровУслуг | 60 |
|
||||
| Document_ПоступлениеТоваровУслуг | 50 |
|
||||
| DocumentJournal_ДокументыПокупателей | 32 |
|
||||
| AccumulationRegister_НДФЛРасчетыСБюджетом_RecordType | 28 |
|
||||
| Document_СчетФактураВыданный | 25 |
|
||||
| AccumulationRegister_НДСЗаписиКнигиПокупок_RecordType | 24 |
|
||||
|
||||
## Top problematic relation fields
|
||||
|
||||
| Source field | Unknown relations |
|
||||
| --- | --- |
|
||||
| Ответственный_Key | 187 |
|
||||
| Ref | 168 |
|
||||
| Recorder | 147 |
|
||||
| Поставщик_Key | 78 |
|
||||
| ФизЛицо_Key | 49 |
|
||||
| Информация | 49 |
|
||||
| Покупатель_Key | 46 |
|
||||
| Валюта_Key | 34 |
|
||||
| СтатьяДвиженияДенежныхСредств_Key | 34 |
|
||||
| ПодразделениеДт_Key | 29 |
|
||||
| ОбособленноеПодразделение_Key | 18 |
|
||||
| Склад_Key | 16 |
|
||||
|
||||
@@ -0,0 +1,37 @@
|
||||
# Orchestration Policy Spec
|
||||
|
||||
## Decision tree
|
||||
|
||||
- exact object trace or posting chain -> `live_mcp_drilldown`
|
||||
- simple factual in loaded slice -> `store_canonical`
|
||||
- trend/anomaly/risk -> `store_feature_risk`
|
||||
- heavy whole-slice with freshness gap -> `batch_refresh_then_store`
|
||||
- low confidence fallback -> `hybrid_store_plus_live`
|
||||
|
||||
## Routing rules
|
||||
|
||||
- Prefer store answers when freshness allows.
|
||||
- Use live bridge only for drill-down evidence.
|
||||
- Do not run uncapped heavy live scans.
|
||||
- Trigger refresh/features/risk for stale context.
|
||||
- Apply retrieval/context budget before fallback.
|
||||
|
||||
## Source priorities
|
||||
|
||||
| Scenario | Priority order |
|
||||
| --- | --- |
|
||||
| simple_factual | canonical_store -> mcp_runtime_bridge |
|
||||
| drilldown_explain | mcp_runtime_bridge -> canonical_store |
|
||||
| period_trend | feature_store -> risk_store -> canonical_store |
|
||||
| anomaly_control | risk_store -> feature_store -> canonical_store |
|
||||
| heavy_analytical | batch_refresh_then_store -> feature_store -> risk_store |
|
||||
| ambiguous_fuzzy | feature_store -> canonical_store -> mcp_runtime_bridge |
|
||||
|
||||
## Timeout budget (ms)
|
||||
|
||||
| Budget | Value |
|
||||
| --- | --- |
|
||||
| planning | 200 |
|
||||
| retrieval_soft_limit | 1200 |
|
||||
| retrieval_hard_limit | 2500 |
|
||||
| response_generation | 600 |
|
||||
@@ -0,0 +1,20 @@
|
||||
# Slice Ingestion Report
|
||||
|
||||
Validation date: 2026-03-23T09:28:12.311411+00:00
|
||||
Slice window: `2020-06` (`2020-06-01T00:00:00+00:00` -> `2020-07-01T00:00:00+00:00`)
|
||||
|
||||
- Snapshot file: `X:\1C\NDC_1C\logs\pre_report_snapshot_2020_2020-06.json`
|
||||
- Profile file: `X:\1C\NDC_1C\logs\pre_report_activity_2020.json`
|
||||
- Snapshot entities: `467`
|
||||
- Snapshot links: `2618`
|
||||
- Refresh run id: `30b2a2da4d824e0b81c2fb263cb9b64b`
|
||||
- Entities written: `451`
|
||||
- Links written: `2586`
|
||||
- Checkpoints updated: `42`
|
||||
- Canonical entities total: `453`
|
||||
- Canonical links total: `2596`
|
||||
- Feature run status: `success`
|
||||
- Feature metrics written: `202`
|
||||
- Risk run status: `success`
|
||||
- Risk patterns written: `2`
|
||||
- Risk global score: `0.608542`
|
||||
Reference in New Issue
Block a user