Anto01 9366ba7879 feat: length-aware reinforcement + batch triage CLI + off-host backup ...

- Reinforcement matcher now handles paragraph-length memories via a
  dual-mode threshold: short memories keep the 70% overlap rule,
  long memories (>15 stems) require 12 absolute overlaps AND 35%
  fraction so organic paraphrase can still reinforce. Diagnosis:
  every active memory stayed at reference_count=0 because 40-token
  project summaries never hit 70% overlap on real responses.
- scripts/atocore_client.py gains batch-extract (fan out
  /interactions/{id}/extract over recent interactions) and triage
  (interactive promote/reject walker for the candidate queue),
  matching the Phase 9 reflection-loop review flow without pulling
  extraction into the capture hot path.
- deploy/dalidou/cron-backup.sh adds an optional off-host rsync step
  gated on ATOCORE_BACKUP_RSYNC, fail-open when the target is offline
  so a laptop being off at 03:00 UTC never reds the local backup.
- docs/next-steps.md records the retrieval-quality sweep: project
  state surfaces, chunks are on-topic but broad, active memories
  never reach the pack (reflection loop has no retrieval outlet yet).

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

2026-04-11 11:20:03 -04:00

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