disinto/predictor/AGENTS.md
openhands 149211c78d chore: gardener housekeeping 2026-03-23
- dev/AGENTS.md: document two-tier priority queue (priority+backlog first,
  then plain backlog); note do_merge() HTTP 405 already-merged detection
- gardener/AGENTS.md: document merge-through protocol (stay alive through
  CI/review/merge); note session kill on PHASE:escalate
- lib/AGENTS.md: add ensure_priority_label() to ci-helpers.sh entry;
  document optional CALLBACK param in run_formula_and_monitor()
- predictor/AGENTS.md: update watermark (content already current from v2 PR)
- Update watermarks for action, planner, review, supervisor, vault, root

Grooming actions:
- #574: added ## Affected files section (lib/parse-deps.sh) to meet quality gate
- #568: escalated — needs human decision on guard/merge architecture
- #466: escalated — dep #393 closed; needs decision on external vs in-repo example

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-03-23 00:23:02 +00:00

2.6 KiB

Predictor Agent

Role: Risk oracle and opportunity spotter (the "goblin"). Runs a 3-step formula (preflight → collect-signals → analyze-and-predict) via interactive tmux Claude session (sonnet). Collects three categories of signals:

  1. Health signals — CI pipeline trends (Woodpecker), stale issues, agent health (tmux sessions + logs), resource patterns (RAM, disk, load, containers)
  2. Outcome signals — output freshness (formula journals/artifacts), capacity utilization (idle agents vs dispatchable backlog), throughput (closed issues, merged PRs, churn detection)
  3. External signals — dependency security advisories, upstream breaking changes, deprecation notices, ecosystem shifts (via targeted web search)

Files up to 5 prediction/unreviewed issues for the Planner to triage. Predictions cover both "things going wrong" and "opportunities being missed". The predictor MUST NOT emit feature work — only observations about health, outcomes, and external risks/opportunities.

Trigger: predictor-run.sh runs daily at 06:00 UTC via cron (1h before the planner at 07:00). Guarded by PID lock (/tmp/predictor-run.lock) and memory check (skips if available RAM < 2000 MB).

Key files:

  • predictor/predictor-run.sh — Cron wrapper + orchestrator: lock, memory guard, sources disinto project config, builds prompt with formula + Codeberg API reference, creates tmux session (sonnet), monitors phase file, handles crash recovery via run_formula_and_monitor
  • formulas/run-predictor.toml — Execution spec: three steps (preflight, collect-signals, analyze-and-predict) with needs dependencies. Claude collects signals and files prediction issues in a single interactive session

Environment variables consumed:

  • CODEBERG_TOKEN, CODEBERG_REPO, CODEBERG_API, PROJECT_NAME, PROJECT_REPO_ROOT
  • PRIMARY_BRANCH, CLAUDE_MODEL (set to sonnet by predictor-run.sh)
  • WOODPECKER_TOKEN, WOODPECKER_SERVER — CI pipeline trend queries (optional; skipped if unset)
  • MATRIX_TOKEN, MATRIX_ROOM_ID, MATRIX_HOMESERVER — Notifications (optional)

Lifecycle: predictor-run.sh (daily 06:00 cron) → lock + memory guard → load formula + context → create tmux session → Claude collects signals (health: CI trends, stale issues, agent health, resources; outcomes: output freshness, capacity utilization, throughput; external: dependency advisories, ecosystem changes via web search) → dedup against existing open predictions → file prediction/unreviewed issues → PHASE:done. The planner's Phase 1 later triages these predictions.