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zosimovaa
2026-03-12 23:33:51 +03:00
parent 9066c292de
commit 15586f9a8c
133 changed files with 1011 additions and 894 deletions
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4
tests/pipeline_setup/suite_01_synthetic/code_qa_eval/runner.py
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@@ -5,9 +5,9 @@ from __future__ import annotations
from dataclasses import dataclass, field
from pathlib import Path
from app.modules.rag.code_qa_pipeline import CodeQAPipelineResult, CodeQAPipelineRunner
from app.modules.agent.runtime.legacy_pipeline import CodeQAPipelineResult, CodeQAPipelineRunner
from app.modules.rag.contracts.enums import RagLayer
from app.modules.rag.intent_router_v2 import ConversationState, IntentRouterV2, RepoContext
from app.modules.agent.intent_router_v2 import ConversationState, IntentRouterV2, RepoContext
from tests.pipeline_setup.suite_01_synthetic.code_qa_eval.config import EvalConfig
from tests.pipeline_setup.suite_01_synthetic.code_qa_eval.golden_loader import GoldenCase, load_golden_cases

10
tests/pipeline_setup/suite_01_synthetic/code_qa_eval/test_eval_harness.py
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@@ -6,8 +6,8 @@ from pathlib import Path
import pytest
from app.modules.rag.code_qa_pipeline import CodeQAPipelineResult
from app.modules.rag.intent_router_v2.models import (
from app.modules.agent.runtime.legacy_pipeline import CodeQAPipelineResult
from app.modules.agent.intent_router_v2.models import (
CodeRetrievalFilters,
EvidencePolicy,
IntentRouterResult,
@@ -154,11 +154,7 @@ def _make_pipeline_result(
answer_mode: str = "normal",
path_scope: list[str] | None = None,
) -> CodeQAPipelineResult:
from app.modules.rag.code_qa_pipeline.contracts import (
EvidenceBundle,
RetrievalRequest,
RetrievalResult,
)
from app.modules.agent.runtime.steps.context import EvidenceBundle, RetrievalRequest, RetrievalResult
filters = CodeRetrievalFilters(path_scope=path_scope or [])
router_result = IntentRouterResult(

2
tests/pipeline_setup/suite_02_pipeline/pipeline_intent_rag/helpers/pipeline_runner.py
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@@ -4,7 +4,7 @@ from datetime import datetime
from difflib import get_close_matches
from time import perf_counter
from app.modules.rag.intent_router_v2 import ConversationState, IntentRouterV2
from app.modules.agent.intent_router_v2 import ConversationState, IntentRouterV2
from tests.pipeline_setup.suite_02_pipeline.pipeline_intent_rag.helpers.diagnostics import (
apply_retrieval_report,
assign_repo_scope,

10
tests/pipeline_setup/suite_02_pipeline/pipeline_intent_rag/helpers/runtime.py
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@@ -3,9 +3,9 @@ from __future__ import annotations
from datetime import datetime
from pathlib import Path
from app.modules.agent.code_qa_runtime import CodeQaRuntimeExecutor
from app.modules.agent.runtime import AgentRuntimeExecutor
from app.modules.agent.llm import AgentLlmService
from app.modules.agent.prompt_loader import PromptLoader
from app.modules.agent.llm.prompt_loader import PromptLoader
from app.modules.shared.gigachat.client import GigaChatClient
from app.modules.shared.gigachat.settings import GigaChatSettings
from app.modules.shared.gigachat.token_provider import GigaChatTokenProvider
@@ -23,7 +23,7 @@ class PipelineRuntime:
self._writer = ArtifactWriter(self._config.test_results_dir, test_name=self._config.test_name, run_started_at=self._started_at)
self._rag_adapter = None
self._session_resolver = None
self._executor: CodeQaRuntimeExecutor | None = None
self._executor: AgentRuntimeExecutor | None = None
@property
def artifact_path(self) -> Path:
@@ -107,9 +107,9 @@ class PipelineRuntime:
self._session_resolver = RagSessionResolver(config=self._config, repository=repository)
return self._rag_adapter, self._session_resolver
def _executor_instance(self) -> CodeQaRuntimeExecutor:
def _executor_instance(self) -> AgentRuntimeExecutor:
if self._executor is None:
self._executor = CodeQaRuntimeExecutor(_build_llm())
self._executor = AgentRuntimeExecutor(_build_llm())
return self._executor

15
tests/pipeline_setup/suite_02_pipeline/pipeline_intent_rag/test_canonical_code_qa_pipeline.py
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@@ -6,17 +6,17 @@ from pathlib import Path
import pytest
from app.modules.rag.code_qa_pipeline import (
from app.modules.agent.runtime.steps.context import (
CodeChunkItem,
CodeQAPipelineRunner,
EvidenceBundle,
RetrievalRequest,
RetrievalResult,
build_retrieval_request,
build_retrieval_result,
)
from app.modules.rag.code_qa_pipeline.evidence_gate import evaluate_evidence
from app.modules.rag.code_qa_pipeline.retrieval_request_builder import build_retrieval_request
from app.modules.rag.code_qa_pipeline.retrieval_result_builder import build_retrieval_result
from app.modules.rag.intent_router_v2 import ConversationState, IntentRouterV2
from app.modules.agent.runtime.steps.gates.pre.evidence_gate import evaluate_evidence
from app.modules.agent.runtime.legacy_pipeline import CodeQAPipelineRunner
from app.modules.agent.intent_router_v2 import ConversationState, IntentRouterV2
from tests.unit_tests.rag.intent_router_testkit import repo_context
_TEST_ROOT = Path(__file__).resolve().parent
@@ -133,8 +133,7 @@ def test_evidence_gate_find_tests_insufficient() -> None:
def test_diagnostics_report_has_failure_reasons() -> None:
"""Diagnostics report includes machine-readable failure reasons."""
from app.modules.rag.code_qa_pipeline.diagnostics import build_diagnostics_report
from app.modules.rag.code_qa_pipeline.evidence_bundle_builder import build_evidence_bundle
from app.modules.agent.runtime.steps.context import build_diagnostics_report, build_evidence_bundle
router = _make_router()
text = "Где тесты для НесуществующийКласс?"

27
tests/pipeline_setup/suite_02_pipeline/pipeline_intent_rag/test_code_qa_answer_boundary.py
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@@ -2,11 +2,14 @@ from __future__ import annotations
import json
from app.modules.agent.code_qa_runtime.post_gate import CodeQaPostEvidenceGate
from app.modules.agent.code_qa_runtime.prompt_payload_builder import CodeQaPromptPayloadBuilder
from app.modules.rag.code_qa_pipeline.answer_synthesis import build_answer_synthesis_input
from app.modules.rag.code_qa_pipeline.contracts import CodeChunkItem, EvidenceBundle
from app.modules.rag.code_qa_pipeline.retrieval_result_builder import build_retrieval_result
from app.modules.agent.runtime.steps.gates.post.post_gate import RuntimePostEvidenceGate
from app.modules.agent.runtime.steps.generation.prompt_payload_builder import RuntimePromptPayloadBuilder
from app.modules.agent.runtime.steps.context import (
build_answer_synthesis_input,
build_retrieval_result,
CodeChunkItem,
EvidenceBundle,
)
def test_retrieval_result_separates_semantic_hints_and_relations() -> None:
@@ -109,7 +112,7 @@ def test_prompt_payload_builder_adds_explain_constraints() -> None:
),
)
payload = json.loads(
CodeQaPromptPayloadBuilder().build(
RuntimePromptPayloadBuilder().build(
user_query="Explain RuntimeManager",
synthesis_input=synthesis,
evidence_pack=bundle,
@@ -143,7 +146,7 @@ def test_prompt_payload_builder_adds_trace_flow_constraints() -> None:
),
)
payload = json.loads(
CodeQaPromptPayloadBuilder().build(
RuntimePromptPayloadBuilder().build(
user_query="Trace RuntimeManager",
synthesis_input=synthesis,
evidence_pack=EvidenceBundle(resolved_sub_intent="TRACE_FLOW", resolved_target="RuntimeManager"),
@@ -175,7 +178,7 @@ def test_post_gate_rejects_vague_explain_without_concrete_facts() -> None:
}
],
)
result = CodeQaPostEvidenceGate().validate(
result = RuntimePostEvidenceGate().validate(
answer="RuntimeManager имеет responsibilities и управляет системой.",
answer_mode="normal",
degraded_message="",
@@ -209,7 +212,7 @@ def test_post_gate_accepts_explain_with_method_alias_and_call() -> None:
}
],
)
result = CodeQaPostEvidenceGate().validate(
result = RuntimePostEvidenceGate().validate(
answer="RuntimeManager запускает работу через метод start(), а затем вызывает record() у TraceService.",
answer_mode="normal",
degraded_message="",
@@ -236,7 +239,7 @@ def test_post_gate_requires_architecture_relations() -> None:
}
],
)
gate = CodeQaPostEvidenceGate()
gate = RuntimePostEvidenceGate()
vague = gate.validate(
answer="RuntimeManager и TraceService образуют центральный компонент runtime.",
answer_mode="normal",
@@ -270,7 +273,7 @@ def test_post_gate_rejects_architecture_with_retrieval_labels() -> None:
}
],
)
result = CodeQaPostEvidenceGate().validate(
result = RuntimePostEvidenceGate().validate(
answer="RuntimeManager связан с dataflow_slice и строит вокруг него архитектуру.",
answer_mode="normal",
degraded_message="",
@@ -300,7 +303,7 @@ def test_post_gate_trace_flow_requires_sequence_and_blocks_overclaim() -> None:
},
],
)
gate = CodeQaPostEvidenceGate()
gate = RuntimePostEvidenceGate()
vague = gate.validate(
answer="RuntimeManager инициализирует службы и полностью восстанавливается.",
answer_mode="normal",

2
tests/pipeline_setup/suite_02_pipeline/pipeline_intent_rag/test_diagnostics_jsonl.py
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@@ -3,7 +3,7 @@ from __future__ import annotations
from dataclasses import dataclass
from datetime import datetime
from app.modules.rag.intent_router_v2.models import (
from app.modules.agent.intent_router_v2.models import (
CodeRetrievalFilters,
EvidencePolicy,
IntentRouterResult,

2
tests/pipeline_setup/suite_02_pipeline/pipeline_intent_rag/test_router_constraints_contract.py
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@@ -2,7 +2,7 @@ from __future__ import annotations
from pathlib import Path
from app.modules.rag.intent_router_v2 import ConversationState, IntentRouterV2
from app.modules.agent.intent_router_v2 import ConversationState, IntentRouterV2
from tests.pipeline_setup.suite_02_pipeline.pipeline_intent_rag.helpers.phrases_loader import PhraseCatalogLoader
from tests.unit_tests.rag.intent_router_testkit import repo_context

10
tests/pipeline_setup/suite_02_pipeline/test_results/test_intent_router_only_matrix_20260312_231221.jsonl Normal file
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@@ -0,0 +1,10 @@
{"case_id": "code-open-context-file", "text": "Открой файл src/mail_order_bot/context.py", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Открой файл src/mail_order_bot/context.py", "symbol_resolution": {"status": "not_requested", "resolved_symbol": null, "alternatives": [], "confidence": 0.0}, "rag_count": 0, "rag_rows": [], "llm_answer": null, "summary": {"router": {"intent": "CODE_QA", "sub_intent": "OPEN_FILE", "confidence": null}, "retrieval": {"profile": "code", "layers_hit": [], "evidence_sufficient": false}, "llm": {"answer_status": "partial", "groundedness": "not_applicable"}}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "OPEN_FILE", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C0_SOURCE_CHUNKS"], "symbol_kind_hint": "unknown", "symbol_candidates": [], "keyword_hints": [], "path_hints": ["src/mail_order_bot/context.py"], "path_scope": ["src/mail_order_bot/context.py"], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/mail_order_bot/context.py"], "exclude_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": false, "max_distance": 2, "top_k": 5}}}, "execution": {"executed_layers": [], "retrieval_mode_by_layer": {}, "top_k_by_layer": {}, "filters_by_layer": {}, "repo_scope": {"repo_id": null, "workspace_id": null}}, "retrieval": null, "constraint_violations": [], "timings_ms": {"router": 0, "symbol_resolution": 0, "retrieval_total": 0, "retrieval_by_layer": {}, "merge_rank": 0, "prompt_build": 0, "llm_call": 0}, "prompt": null, "router": {"conversation_mode": "START", "keyword_hints": [], "path_scope": ["src/mail_order_bot/context.py"]}, "llm": {"used_evidence_count": 0, "missing_evidence_reason": null}}, "run_info": {"case_id": "code-open-context-file", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START"}, "input_request": {"text": "Открой файл src/mail_order_bot/context.py", "normalized_query": "Открой файл src/mail_order_bot/context.py"}, "steps": [{"step": "intent_router", "input": {"query": "Открой файл src/mail_order_bot/context.py"}, "output": {"intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Открой файл src/mail_order_bot/context.py"}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "OPEN_FILE", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C0_SOURCE_CHUNKS"], "symbol_kind_hint": "unknown", "symbol_candidates": [], "keyword_hints": [], "path_hints": ["src/mail_order_bot/context.py"], "path_scope": ["src/mail_order_bot/context.py"], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/mail_order_bot/context.py"], "exclude_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": false, "max_distance": 2, "top_k": 5}}}, "timings_ms": {"router": 0}}}]}
{"case_id": "code-explain-context-class", "text": "Объясни как работает класс Context", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Объясни как работает класс Context", "symbol_resolution": {"status": "pending", "resolved_symbol": null, "alternatives": ["Context"], "confidence": 0.0}, "rag_count": 0, "rag_rows": [], "llm_answer": null, "summary": {"router": {"intent": "CODE_QA", "sub_intent": "EXPLAIN", "confidence": null}, "retrieval": {"profile": "code", "layers_hit": [], "evidence_sufficient": false}, "llm": {"answer_status": "partial", "groundedness": "not_applicable"}}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "EXPLAIN", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C1_SYMBOL_CATALOG", "C0_SOURCE_CHUNKS", "C4_SEMANTIC_ROLES", "C2_DEPENDENCY_GRAPH", "C3_ENTRYPOINTS"], "symbol_kind_hint": "class", "symbol_candidates": ["Context"], "keyword_hints": ["Context"], "path_hints": [], "path_scope": [], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/**"], "exclude_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "execution": {"executed_layers": [], "retrieval_mode_by_layer": {}, "top_k_by_layer": {}, "filters_by_layer": {}, "repo_scope": {"repo_id": null, "workspace_id": null}}, "retrieval": null, "constraint_violations": [], "timings_ms": {"router": 0, "symbol_resolution": 0, "retrieval_total": 0, "retrieval_by_layer": {}, "merge_rank": 0, "prompt_build": 0, "llm_call": 0}, "prompt": null, "router": {"conversation_mode": "START", "keyword_hints": ["Context"], "path_scope": []}, "llm": {"used_evidence_count": 0, "missing_evidence_reason": null}}, "run_info": {"case_id": "code-explain-context-class", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START"}, "input_request": {"text": "Объясни как работает класс Context", "normalized_query": "Объясни как работает класс Context"}, "steps": [{"step": "intent_router", "input": {"query": "Объясни как работает класс Context"}, "output": {"intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Объясни как работает класс Context"}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "EXPLAIN", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C1_SYMBOL_CATALOG", "C0_SOURCE_CHUNKS", "C4_SEMANTIC_ROLES", "C2_DEPENDENCY_GRAPH", "C3_ENTRYPOINTS"], "symbol_kind_hint": "class", "symbol_candidates": ["Context"], "keyword_hints": ["Context"], "path_hints": [], "path_scope": [], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/**"], "exclude_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "timings_ms": {"router": 0}}}]}
{"case_id": "code-explain-excel-parser", "text": "Объясни класс ExcelFileParcer", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Объясни класс ExcelFileParcer", "symbol_resolution": {"status": "pending", "resolved_symbol": null, "alternatives": ["ExcelFileParcer"], "confidence": 0.0}, "rag_count": 0, "rag_rows": [], "llm_answer": null, "summary": {"router": {"intent": "CODE_QA", "sub_intent": "EXPLAIN", "confidence": null}, "retrieval": {"profile": "code", "layers_hit": [], "evidence_sufficient": false}, "llm": {"answer_status": "partial", "groundedness": "not_applicable"}}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "EXPLAIN", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C1_SYMBOL_CATALOG", "C0_SOURCE_CHUNKS", "C4_SEMANTIC_ROLES", "C2_DEPENDENCY_GRAPH", "C3_ENTRYPOINTS"], "symbol_kind_hint": "class", "symbol_candidates": ["ExcelFileParcer"], "keyword_hints": ["ExcelFileParcer"], "path_hints": [], "path_scope": [], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/**"], "exclude_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "execution": {"executed_layers": [], "retrieval_mode_by_layer": {}, "top_k_by_layer": {}, "filters_by_layer": {}, "repo_scope": {"repo_id": null, "workspace_id": null}}, "retrieval": null, "constraint_violations": [], "timings_ms": {"router": 0, "symbol_resolution": 0, "retrieval_total": 0, "retrieval_by_layer": {}, "merge_rank": 0, "prompt_build": 0, "llm_call": 0}, "prompt": null, "router": {"conversation_mode": "START", "keyword_hints": ["ExcelFileParcer"], "path_scope": []}, "llm": {"used_evidence_count": 0, "missing_evidence_reason": null}}, "run_info": {"case_id": "code-explain-excel-parser", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START"}, "input_request": {"text": "Объясни класс ExcelFileParcer", "normalized_query": "Объясни класс ExcelFileParcer"}, "steps": [{"step": "intent_router", "input": {"query": "Объясни класс ExcelFileParcer"}, "output": {"intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Объясни класс ExcelFileParcer"}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "EXPLAIN", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C1_SYMBOL_CATALOG", "C0_SOURCE_CHUNKS", "C4_SEMANTIC_ROLES", "C2_DEPENDENCY_GRAPH", "C3_ENTRYPOINTS"], "symbol_kind_hint": "class", "symbol_candidates": ["ExcelFileParcer"], "keyword_hints": ["ExcelFileParcer"], "path_hints": [], "path_scope": [], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/**"], "exclude_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "timings_ms": {"router": 0}}}]}
{"case_id": "code-find-tests-for-context", "text": "Где тесты для Context?", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Где тесты для Context?", "symbol_resolution": {"status": "pending", "resolved_symbol": null, "alternatives": ["Context"], "confidence": 0.0}, "rag_count": 0, "rag_rows": [], "llm_answer": null, "summary": {"router": {"intent": "CODE_QA", "sub_intent": "FIND_TESTS", "confidence": null}, "retrieval": {"profile": "code", "layers_hit": [], "evidence_sufficient": false}, "llm": {"answer_status": "partial", "groundedness": "not_applicable"}}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "FIND_TESTS", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C1_SYMBOL_CATALOG", "C2_DEPENDENCY_GRAPH", "C0_SOURCE_CHUNKS"], "symbol_kind_hint": "class", "symbol_candidates": ["Context"], "keyword_hints": ["Context"], "path_hints": [], "path_scope": [], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/**", "tests/**", "**/test_*.py", "**/*_test.py", "**/conftest.py"], "exclude_globs": [], "prefer_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "test_file_globs": ["tests/**", "**/test_*.py", "**/*_test.py", "**/conftest.py"], "test_symbol_patterns": ["test_context", "TestContext", "Context"], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "execution": {"executed_layers": [], "retrieval_mode_by_layer": {}, "top_k_by_layer": {}, "filters_by_layer": {}, "repo_scope": {"repo_id": null, "workspace_id": null}}, "retrieval": null, "constraint_violations": [], "timings_ms": {"router": 0, "symbol_resolution": 0, "retrieval_total": 0, "retrieval_by_layer": {}, "merge_rank": 0, "prompt_build": 0, "llm_call": 0}, "prompt": null, "router": {"conversation_mode": "START", "keyword_hints": ["Context"], "path_scope": []}, "llm": {"used_evidence_count": 0, "missing_evidence_reason": null}}, "run_info": {"case_id": "code-find-tests-for-context", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START"}, "input_request": {"text": "Где тесты для Context?", "normalized_query": "Где тесты для Context?"}, "steps": [{"step": "intent_router", "input": {"query": "Где тесты для Context?"}, "output": {"intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Где тесты для Context?"}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "FIND_TESTS", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C1_SYMBOL_CATALOG", "C2_DEPENDENCY_GRAPH", "C0_SOURCE_CHUNKS"], "symbol_kind_hint": "class", "symbol_candidates": ["Context"], "keyword_hints": ["Context"], "path_hints": [], "path_scope": [], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/**", "tests/**", "**/test_*.py", "**/*_test.py", "**/conftest.py"], "exclude_globs": [], "prefer_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "test_file_globs": ["tests/**", "**/test_*.py", "**/*_test.py", "**/conftest.py"], "test_symbol_patterns": ["test_context", "TestContext", "Context"], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "timings_ms": {"router": 0}}}]}
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{"case_id": "code-open-abstract-task", "text": "Покажи файл src/mail_order_bot/task_processor/abstract_task.py", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Покажи файл src/mail_order_bot/task_processor/abstract_task.py", "symbol_resolution": {"status": "not_requested", "resolved_symbol": null, "alternatives": [], "confidence": 0.0}, "rag_count": 0, "rag_rows": [], "llm_answer": null, "summary": {"router": {"intent": "CODE_QA", "sub_intent": "OPEN_FILE", "confidence": null}, "retrieval": {"profile": "code", "layers_hit": [], "evidence_sufficient": false}, "llm": {"answer_status": "partial", "groundedness": "not_applicable"}}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "OPEN_FILE", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C0_SOURCE_CHUNKS"], "symbol_kind_hint": "unknown", "symbol_candidates": [], "keyword_hints": [], "path_hints": ["src/mail_order_bot/task_processor/abstract_task.py"], "path_scope": ["src/mail_order_bot/task_processor/abstract_task.py"], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/mail_order_bot/task_processor/abstract_task.py"], "exclude_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": false, "max_distance": 2, "top_k": 5}}}, "execution": {"executed_layers": [], "retrieval_mode_by_layer": {}, "top_k_by_layer": {}, "filters_by_layer": {}, "repo_scope": {"repo_id": null, "workspace_id": null}}, "retrieval": null, "constraint_violations": [], "timings_ms": {"router": 0, "symbol_resolution": 0, "retrieval_total": 0, "retrieval_by_layer": {}, "merge_rank": 0, "prompt_build": 0, "llm_call": 0}, "prompt": null, "router": {"conversation_mode": "START", "keyword_hints": [], "path_scope": ["src/mail_order_bot/task_processor/abstract_task.py"]}, "llm": {"used_evidence_count": 0, "missing_evidence_reason": null}}, "run_info": {"case_id": "code-open-abstract-task", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START"}, "input_request": {"text": "Покажи файл src/mail_order_bot/task_processor/abstract_task.py", "normalized_query": "Покажи файл src/mail_order_bot/task_processor/abstract_task.py"}, "steps": [{"step": "intent_router", "input": {"query": "Покажи файл src/mail_order_bot/task_processor/abstract_task.py"}, "output": {"intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Покажи файл src/mail_order_bot/task_processor/abstract_task.py"}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "OPEN_FILE", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C0_SOURCE_CHUNKS"], "symbol_kind_hint": "unknown", "symbol_candidates": [], "keyword_hints": [], "path_hints": ["src/mail_order_bot/task_processor/abstract_task.py"], "path_scope": ["src/mail_order_bot/task_processor/abstract_task.py"], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/mail_order_bot/task_processor/abstract_task.py"], "exclude_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": false, "max_distance": 2, "top_k": 5}}}, "timings_ms": {"router": 0}}}]}
{"case_id": "code-explain-handle-errors", "text": "Теперь объясни функцию handle_errors", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Теперь объясни функцию handle_errors", "symbol_resolution": {"status": "pending", "resolved_symbol": null, "alternatives": ["handle_errors"], "confidence": 0.0}, "rag_count": 0, "rag_rows": [], "llm_answer": null, "summary": {"router": {"intent": "CODE_QA", "sub_intent": "EXPLAIN", "confidence": null}, "retrieval": {"profile": "code", "layers_hit": [], "evidence_sufficient": false}, "llm": {"answer_status": "partial", "groundedness": "not_applicable"}}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "EXPLAIN", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C1_SYMBOL_CATALOG", "C0_SOURCE_CHUNKS", "C4_SEMANTIC_ROLES", "C2_DEPENDENCY_GRAPH", "C3_ENTRYPOINTS"], "symbol_kind_hint": "function", "symbol_candidates": ["handle_errors"], "keyword_hints": ["handle_errors"], "path_hints": [], "path_scope": [], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/**"], "exclude_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "execution": {"executed_layers": [], "retrieval_mode_by_layer": {}, "top_k_by_layer": {}, "filters_by_layer": {}, "repo_scope": {"repo_id": null, "workspace_id": null}}, "retrieval": null, "constraint_violations": [], "timings_ms": {"router": 0, "symbol_resolution": 0, "retrieval_total": 0, "retrieval_by_layer": {}, "merge_rank": 0, "prompt_build": 0, "llm_call": 0}, "prompt": null, "router": {"conversation_mode": "START", "keyword_hints": ["handle_errors"], "path_scope": []}, "llm": {"used_evidence_count": 0, "missing_evidence_reason": null}}, "run_info": {"case_id": "code-explain-handle-errors", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "CODE_QA", "actual_intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START"}, "input_request": {"text": "Теперь объясни функцию handle_errors", "normalized_query": "Теперь объясни функцию handle_errors"}, "steps": [{"step": "intent_router", "input": {"query": "Теперь объясни функцию handle_errors"}, "output": {"intent": "CODE_QA", "graph_id": "CodeQAGraph", "conversation_mode": "START", "query": "Теперь объясни функцию handle_errors"}, "diagnostics": {"router_plan": {"intent": "CODE_QA", "sub_intent": "EXPLAIN", "graph_id": "CodeQAGraph", "retrieval_profile": "code", "conversation_mode": "START", "layers": ["C1_SYMBOL_CATALOG", "C0_SOURCE_CHUNKS", "C4_SEMANTIC_ROLES", "C2_DEPENDENCY_GRAPH", "C3_ENTRYPOINTS"], "symbol_kind_hint": "function", "symbol_candidates": ["handle_errors"], "keyword_hints": ["handle_errors"], "path_hints": [], "path_scope": [], "doc_scope_hints": [], "retrieval_constraints": {"include_globs": ["src/**"], "exclude_globs": ["tests/**", "**/test_*.py", "**/*_test.py"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "timings_ms": {"router": 0}}}]}
{"case_id": "docs-about-readme-deploy", "text": "Что сказано в README_DEPLOY.md?", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "DOCS_QA", "actual_intent": "DOCS_QA", "graph_id": "DocsQAGraph", "conversation_mode": "START", "query": "Что сказано в README_DEPLOY.md?", "symbol_resolution": {"status": "not_requested", "resolved_symbol": null, "alternatives": [], "confidence": 0.0}, "rag_count": 0, "rag_rows": [], "llm_answer": null, "summary": {"router": {"intent": "DOCS_QA", "sub_intent": "EXPLAIN", "confidence": null}, "retrieval": {"profile": "docs", "layers_hit": [], "evidence_sufficient": false}, "llm": {"answer_status": "partial", "groundedness": "not_applicable"}}, "diagnostics": {"router_plan": {"intent": "DOCS_QA", "sub_intent": "EXPLAIN", "graph_id": "DocsQAGraph", "retrieval_profile": "docs", "conversation_mode": "START", "layers": ["D3_SECTION_INDEX", "D2_FACT_INDEX"], "symbol_kind_hint": "unknown", "symbol_candidates": [], "keyword_hints": ["README_DEPLOY.md", "readme_deploy.md", "deploy", "deployment", "docker", "compose", "env", "config", "production", "ci/cd"], "path_hints": ["README_DEPLOY.md"], "path_scope": ["README_DEPLOY.md"], "doc_scope_hints": ["README_DEPLOY.md", "README*", "docs/**", "**/*.md"], "retrieval_constraints": {"include_globs": ["README_DEPLOY.md", "docs/**", "README*", "**/*.md"], "exclude_globs": [".venv/**", "node_modules/**", "**/*.bin", "**/*.png", "**/*.jpg"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "execution": {"executed_layers": [], "retrieval_mode_by_layer": {}, "top_k_by_layer": {}, "filters_by_layer": {}, "repo_scope": {"repo_id": null, "workspace_id": null}}, "retrieval": null, "constraint_violations": [], "timings_ms": {"router": 0, "symbol_resolution": 0, "retrieval_total": 0, "retrieval_by_layer": {}, "merge_rank": 0, "prompt_build": 0, "llm_call": 0}, "prompt": null, "router": {"conversation_mode": "START", "keyword_hints": ["README_DEPLOY.md", "readme_deploy.md", "deploy", "deployment", "docker", "compose", "env", "config", "production", "ci/cd"], "path_scope": ["README_DEPLOY.md"]}, "llm": {"used_evidence_count": 0, "missing_evidence_reason": null}}, "run_info": {"case_id": "docs-about-readme-deploy", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "DOCS_QA", "actual_intent": "DOCS_QA", "graph_id": "DocsQAGraph", "conversation_mode": "START"}, "input_request": {"text": "Что сказано в README_DEPLOY.md?", "normalized_query": "Что сказано в README_DEPLOY.md?"}, "steps": [{"step": "intent_router", "input": {"query": "Что сказано в README_DEPLOY.md?"}, "output": {"intent": "DOCS_QA", "graph_id": "DocsQAGraph", "conversation_mode": "START", "query": "Что сказано в README_DEPLOY.md?"}, "diagnostics": {"router_plan": {"intent": "DOCS_QA", "sub_intent": "EXPLAIN", "graph_id": "DocsQAGraph", "retrieval_profile": "docs", "conversation_mode": "START", "layers": ["D3_SECTION_INDEX", "D2_FACT_INDEX"], "symbol_kind_hint": "unknown", "symbol_candidates": [], "keyword_hints": ["README_DEPLOY.md", "readme_deploy.md", "deploy", "deployment", "docker", "compose", "env", "config", "production", "ci/cd"], "path_hints": ["README_DEPLOY.md"], "path_scope": ["README_DEPLOY.md"], "doc_scope_hints": ["README_DEPLOY.md", "README*", "docs/**", "**/*.md"], "retrieval_constraints": {"include_globs": ["README_DEPLOY.md", "docs/**", "README*", "**/*.md"], "exclude_globs": [".venv/**", "node_modules/**", "**/*.bin", "**/*.png", "**/*.jpg"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "timings_ms": {"router": 0}}}]}
{"case_id": "docs-generic-question", "text": "Что сказано в документации по деплою?", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "DOCS_QA", "actual_intent": "DOCS_QA", "graph_id": "DocsQAGraph", "conversation_mode": "START", "query": "Что сказано в документации по деплою?", "symbol_resolution": {"status": "not_requested", "resolved_symbol": null, "alternatives": [], "confidence": 0.0}, "rag_count": 0, "rag_rows": [], "llm_answer": null, "summary": {"router": {"intent": "DOCS_QA", "sub_intent": "EXPLAIN", "confidence": null}, "retrieval": {"profile": "docs", "layers_hit": [], "evidence_sufficient": false}, "llm": {"answer_status": "partial", "groundedness": "not_applicable"}}, "diagnostics": {"router_plan": {"intent": "DOCS_QA", "sub_intent": "EXPLAIN", "graph_id": "DocsQAGraph", "retrieval_profile": "docs", "conversation_mode": "START", "layers": ["D1_MODULE_CATALOG", "D2_FACT_INDEX", "D3_SECTION_INDEX", "D4_POLICY_INDEX"], "symbol_kind_hint": "unknown", "symbol_candidates": [], "keyword_hints": ["documentation", "docs"], "path_hints": [], "path_scope": [], "doc_scope_hints": ["README*", "docs/**", "**/*.md"], "retrieval_constraints": {"include_globs": ["docs/**", "README*", "**/*.md"], "exclude_globs": [".venv/**", "node_modules/**", "**/*.bin", "**/*.png", "**/*.jpg"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "execution": {"executed_layers": [], "retrieval_mode_by_layer": {}, "top_k_by_layer": {}, "filters_by_layer": {}, "repo_scope": {"repo_id": null, "workspace_id": null}}, "retrieval": null, "constraint_violations": [], "timings_ms": {"router": 0, "symbol_resolution": 0, "retrieval_total": 0, "retrieval_by_layer": {}, "merge_rank": 0, "prompt_build": 0, "llm_call": 0}, "prompt": null, "router": {"conversation_mode": "START", "keyword_hints": ["documentation", "docs"], "path_scope": []}, "llm": {"used_evidence_count": 0, "missing_evidence_reason": null}}, "run_info": {"case_id": "docs-generic-question", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "DOCS_QA", "actual_intent": "DOCS_QA", "graph_id": "DocsQAGraph", "conversation_mode": "START"}, "input_request": {"text": "Что сказано в документации по деплою?", "normalized_query": "Что сказано в документации по деплою?"}, "steps": [{"step": "intent_router", "input": {"query": "Что сказано в документации по деплою?"}, "output": {"intent": "DOCS_QA", "graph_id": "DocsQAGraph", "conversation_mode": "START", "query": "Что сказано в документации по деплою?"}, "diagnostics": {"router_plan": {"intent": "DOCS_QA", "sub_intent": "EXPLAIN", "graph_id": "DocsQAGraph", "retrieval_profile": "docs", "conversation_mode": "START", "layers": ["D1_MODULE_CATALOG", "D2_FACT_INDEX", "D3_SECTION_INDEX", "D4_POLICY_INDEX"], "symbol_kind_hint": "unknown", "symbol_candidates": [], "keyword_hints": ["documentation", "docs"], "path_hints": [], "path_scope": [], "doc_scope_hints": ["README*", "docs/**", "**/*.md"], "retrieval_constraints": {"include_globs": ["docs/**", "README*", "**/*.md"], "exclude_globs": [".venv/**", "node_modules/**", "**/*.bin", "**/*.png", "**/*.jpg"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "timings_ms": {"router": 0}}}]}
{"case_id": "docs-open-readme-ref", "text": "Что про это в docs и README?", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "DOCS_QA", "actual_intent": "DOCS_QA", "graph_id": "DocsQAGraph", "conversation_mode": "START", "query": "Что про это в docs и README?", "symbol_resolution": {"status": "not_requested", "resolved_symbol": null, "alternatives": [], "confidence": 0.0}, "rag_count": 0, "rag_rows": [], "llm_answer": null, "summary": {"router": {"intent": "DOCS_QA", "sub_intent": "EXPLAIN", "confidence": null}, "retrieval": {"profile": "docs", "layers_hit": [], "evidence_sufficient": false}, "llm": {"answer_status": "partial", "groundedness": "not_applicable"}}, "diagnostics": {"router_plan": {"intent": "DOCS_QA", "sub_intent": "EXPLAIN", "graph_id": "DocsQAGraph", "retrieval_profile": "docs", "conversation_mode": "START", "layers": ["D1_MODULE_CATALOG", "D2_FACT_INDEX", "D3_SECTION_INDEX", "D4_POLICY_INDEX"], "symbol_kind_hint": "unknown", "symbol_candidates": [], "keyword_hints": ["docs", "README"], "path_hints": [], "path_scope": [], "doc_scope_hints": ["README*", "docs/**", "**/*.md", "README"], "retrieval_constraints": {"include_globs": ["docs/**", "README*", "**/*.md"], "exclude_globs": [".venv/**", "node_modules/**", "**/*.bin", "**/*.png", "**/*.jpg"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "execution": {"executed_layers": [], "retrieval_mode_by_layer": {}, "top_k_by_layer": {}, "filters_by_layer": {}, "repo_scope": {"repo_id": null, "workspace_id": null}}, "retrieval": null, "constraint_violations": [], "timings_ms": {"router": 0, "symbol_resolution": 0, "retrieval_total": 0, "retrieval_by_layer": {}, "merge_rank": 0, "prompt_build": 0, "llm_call": 0}, "prompt": null, "router": {"conversation_mode": "START", "keyword_hints": ["docs", "README"], "path_scope": []}, "llm": {"used_evidence_count": 0, "missing_evidence_reason": null}}, "run_info": {"case_id": "docs-open-readme-ref", "mode": "router_only", "run_started_at": "2026-03-12T23:12:21", "rag_session_id": "849fc2c9-e17c-4034-b3b5-2e13d535bb94", "expected_intent": "DOCS_QA", "actual_intent": "DOCS_QA", "graph_id": "DocsQAGraph", "conversation_mode": "START"}, "input_request": {"text": "Что про это в docs и README?", "normalized_query": "Что про это в docs и README?"}, "steps": [{"step": "intent_router", "input": {"query": "Что про это в docs и README?"}, "output": {"intent": "DOCS_QA", "graph_id": "DocsQAGraph", "conversation_mode": "START", "query": "Что про это в docs и README?"}, "diagnostics": {"router_plan": {"intent": "DOCS_QA", "sub_intent": "EXPLAIN", "graph_id": "DocsQAGraph", "retrieval_profile": "docs", "conversation_mode": "START", "layers": ["D1_MODULE_CATALOG", "D2_FACT_INDEX", "D3_SECTION_INDEX", "D4_POLICY_INDEX"], "symbol_kind_hint": "unknown", "symbol_candidates": [], "keyword_hints": ["docs", "README"], "path_hints": [], "path_scope": [], "doc_scope_hints": ["README*", "docs/**", "**/*.md", "README"], "retrieval_constraints": {"include_globs": ["docs/**", "README*", "**/*.md"], "exclude_globs": [".venv/**", "node_modules/**", "**/*.bin", "**/*.png", "**/*.jpg"], "prefer_globs": [], "test_file_globs": [], "test_symbol_patterns": [], "max_candidates": 20, "fuzzy_symbol_search": {"enabled": true, "max_distance": 2, "top_k": 5}}}, "timings_ms": {"router": 0}}}]}