User observation that triggered this: 'AtoCore was meant to remember
and triage by its own, not me specifically asking to remember things'.
Correct — the system IS capturing autonomously (Stop hook + OpenClaw
plugin), but extraction was nightly-only. So 'I talked about APM
today' didn't show up in memories until the next 03:00 UTC cron run.
Fix: split the lightweight extraction + triage into a new hourly cron.
The heavy nightly (backup, rsync, OpenClaw import, synthesis, harness,
integrity, emerging detector) stays at 03:00 UTC — no reason to run
those hourly.
hourly-extract.sh does ONLY:
- Step A: batch_llm_extract_live.py (limit 50, ~1h window)
- Step B: auto_triage.py (3-tier, max_batches=3)
Lock file prevents overlap on rate-limit retries.
After this lands: latency from 'you told me X' to 'X is an active
memory' drops from ~24h to ~1h (plus the ~5min it takes for
extraction + triage to complete on a typical <20 interactions/hour).
The 'atocore_remember' MCP tool stays as an escape hatch for
conversations that happen outside captured channels (Claude Desktop
web, phone), NOT as the primary capture path. The primary path is
automatic: Claude Code / OpenClaw captures → hourly extract → 3-tier
triage → active memory.
Install cron entry manually:
0 * * * * /srv/storage/atocore/app/deploy/dalidou/hourly-extract.sh \
>> /home/papa/atocore-logs/hourly-extract.log 2>&1
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>