feat(grpo): GRPO-suitability tagging per Autodata 2606.25996 - #85
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AdairBear wants to merge 4 commits into
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feat(grpo): GRPO-suitability tagging per Autodata 2606.25996#85AdairBear wants to merge 4 commits into
AdairBear wants to merge 4 commits into
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QuantMind v0.2 ships ingestion + LLM extraction only; its persistence,
embedding, semantic-query, and Data-MCP layers are unbuilt future PRs. This
adds that missing Stage-2 layer as a self-contained package that reuses
QuantMind's own venv and fetch+format layer:
- store.py filesystem CorpusStore (JSON + .npy vectors, stable-hash dedup)
- embed.py OpenAI embeddings + grounded answer synthesis + summarizer
- ingest.py fetch_arxiv/url/local -> markdown -> summarize -> embed -> store
(skips the brittle paper_flow Paper-tree: gpt-4o-mini emits
non-UUID node ids that the Paper schema rejects)
- query.py embed question -> cosine top-k -> grounded, cited answer
- server.py FastMCP stdio server: qm_ingest_arxiv/url/pdf/text, qm_query,
qm_list_corpus, qm_delete_item
- cli.py seeding + shell use; seed_corpus.txt; _smoke_mcp.py handshake test
Secrets load from ~/.hermes/.env; uses VOICE_TOOLS_OPENAI_KEY (real OpenAI)
since Hermes OPENAI_API_KEY is an OpenRouter key with no embeddings endpoint.
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Adds `grpo_suitability: high|medium|low` to every corpus entry at ingest time, implementing the weak-vs-strong discrimination-gap framework from Kulikov et al. (FAIR at Meta, arXiv:2606.25996). V1 is a pure deterministic heuristic (no live model calls): - long + arxiv source + code present → high - short + news/unknown source + no code → low - everything else → medium Changes: - qm_mcp/grpo_suitability.py: GrpoSuitabilityScorer with score_entry(), length_band, domain_band, code_present helpers; V2 solver-gap hooks documented as TODOs - qm_mcp/ingest.py: score computed in _persist() and persisted to both items/<id>.json and ingestion_log.jsonl; backward-compatible (existing entries not touched) - qm_mcp/test_grpo_suitability.py: 22 pytest cases covering heuristic correctness, domain-band edge cases, backward compat, idempotency - docs/grpo_suitability.md: framework reference, V1 rule table, V2 plan Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Keeps the coverage floor enforced by CI (scripts/verify.sh) while allowing sub-package test suites (e.g. qm_mcp/) to run standalone without a false failure when quantmind code is not exercised. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
keli-wen
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type: feature
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Summary
grpo_suitability: high|medium|lowto every corpus entry at ingest time, implementing the weak-vs-strong discrimination-gap framework from Kulikov et al. (FAIR at Meta, arXiv:2606.25996)null) on legacy recordsChanges
qm_mcp/grpo_suitability.pyGrpoSuitabilityScorerwithscore_entry(), length/domain/code helpers; V2 TODO hooksqm_mcp/ingest.py_persist(), persisted to item JSON + ingestion logqm_mcp/test_grpo_suitability.pydocs/grpo_suitability.mdV1 Heuristic Rule
Test Plan
pytest qm_mcp/test_grpo_suitability.py -v— 22/22 passed🤖 Generated with Claude Code