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fix: update Planner future-direction note to reflect live Predictor

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Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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openhands 2026-03-19 23:30:30 +00:00
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AGENTS.md
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@ -161,7 +161,7 @@ highest-leverage gaps.
- `planner/planner-poll.sh` — Cron wrapper: lock, memory guard, runs planner-agent.sh
- `planner/planner-agent.sh` — Phase 1: uses `claude -p --model sonnet --max-turns 30` (one-shot with tool access) to read/update AGENTS.md files. Phase 1.5: fetches `prediction/unreviewed` issues and uses `claude -p --model sonnet` to triage each prediction (ACCEPT_ACTION, ACCEPT_BACKLOG, or DISMISS); creates corresponding action/backlog issues and relabels predictions to `prediction/backlog` or closes them. Phase 2: uses `claude -p --model sonnet` to compare AGENTS.md tree vs VISION.md (plus accepted predictions from Phase 1.5) and create gap issues. All phases are one-shot (`claude -p`), not interactive sessions
**Future direction**: The planner will read an `evidence/` directory of structured JSON written by sense/mutation processes (see `docs/EVIDENCE-ARCHITECTURE.md`). This replaces human "ship it" decisions with evidence-gated deployment across dimensions: holdout, red-team, user-test, evolution fitness, protocol metrics, funnel. Not yet implemented.
**Future direction**: The [Predictor](#predictor-planner) already reads `evidence/` JSON and files prediction issues for the planner to triage. The next step is evidence-gated deployment (see `docs/EVIDENCE-ARCHITECTURE.md`): replacing human "ship it" decisions with automated gates across dimensions (holdout, red-team, user-test, evolution fitness, protocol metrics, funnel). Not yet implemented.
**Environment variables consumed**:
- `CODEBERG_TOKEN`, `CODEBERG_REPO`, `CODEBERG_API`, `PROJECT_NAME`, `PROJECT_REPO_ROOT`