v0.1.11 — sharper recall

Sharper recall — entity-aware disambiguation, answer-quality ranking, and both-sides capture in headless Claude Code.

Recall quality

• Entity-aware recall (#17) — recall now uses each fact's subject entity to separate semantically-adjacent but distinct subjects, so a query about one project no longer pulls in another project's notes that merely share vocabulary. Adds an optional subject scope to hard-filter recall to a single entity. Default-on; tune/disable with MEMNOS_RECALL_ENTITY_BOOST / MEMNOS_RECALL_ENTITY_SCOPE.
• Answer-quality ranking (#2) — candidate dedup, fact-first context rendering, and a bounded fact preference so distilled answers surface ahead of verbose meta-turns for list/broad queries. Verbatim queries still lead with the raw turn.
• Deterministic ordering — stable tie-break in the hybrid-RRF queries; recall order is now identical across PostgreSQL query plans.

Capture

• Headless Claude Code (#18) — claude -p (print mode) now captures both the user prompt and the assistant reply; previously only the user turn was saved.

Fixes

• Long/pathological queries are clamped to the embedder and reranker and return fast.
• memnos status no longer reports a false "STALE pid file" under autostart.

Quality

• LoCoMo 64–65% band held (65% on the release gate, gpt-4o judge). LongMemEval 78.4% (500q).

Upgrade: memnos upgrade (or uv tool install -U memnos).