Phase 4 follow-up: the outcome-backfill hook the kei-model-router
needs to learn from. Without an outcome signal the Beta posterior
sees 205 NULL rows and can never converge → router falls back to
top-tier on every spawn. This hook closes that loop.
Spawned by orchestrator as a code-implementer agent (Sonnet 4.6 by
default after the manifest refactor in cb1fdde — first dogfood proof
that the tier system works end-to-end). Agent returned cleanly with
STATUS-TRUTH MARKER `shipped: functional, stubs: 0`.
Files (3):
- `~/.claude/hooks/agent-outcome-backfill.sh` (73 LOC, /bin/sh) —
reads PostToolUse:Agent stdin JSON, parses STATUS-TRUTH MARKER from
`tool_response`, runs `UPDATE agents SET outcome = ?, stubs_count = ?
WHERE id = ?` via sqlite3 CLI. Defensive on every step (never blocks,
exits 0 on missing jq / sqlite3 / DB / marker). Bypass:
`OUTCOME_BACKFILL_BYPASS=1`. Lives outside the kit (system-level).
- `tests/hook-outcome-backfill-test.sh` (79 LOC, /bin/sh) — 8 assertions
cover: 4 valid outcomes, idempotent re-run, missing marker, bypass
env, missing sqlite3 (PATH stripped). Run via
`sh tests/hook-outcome-backfill-test.sh` → "Passed: 8 Failed: 0".
- `_blocks/path-user-hooks.md` — third path-atom following
user-memory / user-rules convention. Resolves to `~/.claude/hooks/`.
Lets future manifests reference hook files via
`path:user-hooks/<file>.sh` opaquely. Registered in registry as
`atom::md::331b9a34::023e5a08`.
Wiring:
- `~/.claude/settings.json` PostToolUse:Agent matcher chain — appended
the hook idempotently (jq update preserves existing
`agent-stub-scan.sh`, `task-timer.sh`, `agent-fork-done.sh`).
- DNA-INDEX regenerated; new path-atom appears in `## Atom (120)`
section.
Effect: every Agent tool call from now on writes outcome + stubs to
ledger. After ~10-20 invocations the Beta posterior has a usable
prior; after ~50 the router stops defaulting Sonnet to Opus on
unfamiliar tasks. The advisor hook (`model-router-advisor.sh`)
already prints stderr when current model > recommended — orchestrator
needs to actually pass `model:` parameter on next spawn (behavioural,
not a code change).
=== STATUS-TRUTH MARKER ===
shipped: functional
stubs: 0
cargo-check: NOT-RUN
behaviour-verified: yes
follow-up-required:
- PR feat/substrate-path-atoms-2026-05-01 → main when ready
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
