feat: implement agent-native architecture (U1-U6)
Implements the agent-native architecture plan (docs/plans/2026-05-01-002-agent-native-architecture-plan.md): - U1: Database query primitives (agent_tools/database.py) - query_motions, query_votes, query_svd_vectors, query_party_positions, query_pipeline_status - U2: Pipeline control primitives (agent_tools/pipeline.py) - pipeline_run_stage, pipeline_run_full, pipeline_check_health, pipeline_get_logs, pipeline_validate_output - U3: Analysis & report generation (agent_tools/analysis.py, reports.py) - analyze_party_shift, analyze_axis_stability, validate_svd_labels, generate_report - U4: Content validation primitives (agent_tools/content.py) - validate_motion_coverage, validate_layman_explanations, suggest_svd_label, check_embedding_quality - U5: System prompt & context injection (SYSTEM_PROMPT.md, context.py, context.md) - U6: Parity verification tests (tests/agent_tools/test_parity.py) Tests: 238 passed, 2 skipped AGENTS.md updated to surface agent_tools/
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@@ -17,6 +17,7 @@ data/*.json
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# Generated output files
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outputs/
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outputs_*/
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reports/
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# Stray temp files
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dummy
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