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refactor(skills): execute the audit retire wave — 8 skills retired/merged, 66 -> 58, spine 15 -> 13 (age-skills-audit-fable-l6ic.12)
Executes the age-e3zk decision (fresh disposition pass: docs/audits/ skills-audit-2026-07-06.md; council 2026-07-06 parked this behind age-p2c7, which landed as d7f950ca8; operator directive 2026-07-07 authorized finishing all filed work). RETIRED: red-team (validate --debate absorbs), perf (frontier-generic, zero repo bindings), flywheel (ao flywheel status CLI is the surface). MERGED: eval-outcomes -> validate (--mode=pre-impl --target=scenario), review -> validate (--mode=pr), compile + curate -> post-mortem (mining half; mechanical surfaces stay ao compile / ao lookup), recover -> status (--recover mode; deep playbook preserved at status/references/ recovery-playbook.md; delivers l6ic.7 and the l6ic.13 row reconcile). Mechanics: ao skills retire x8 (trees incl. images/*/skills, terminal ledger rows via --into, .agy-plugin review bundle removed); absorption tombstones in docs/SKILLS.md + SKILL-TIERS.md (56 user-facing + 2 internal = 58, counted); spine gate re-anchored 15 -> 13 (l6ic.11 minimal consistency: review + red-team leave; membrane 7 + bookkeeper 6); bespoke twins post-mortem/status hand-mirrored per AGENTS-CODEX; manifest pruned of orphan twin rows (62 -> 57); overrides catalog pruned of 8 retired rows; gemini verify core_skills + claude/codex image manifests updated; retired-subject eval red-team-adversarial-validation.json removed (not canary-listed). Gates: spine-integrity 13 PASS; wiring-closure PASS; skill-frontmatter 58/58; codex manifest+artifacts+parity PASS; regen-check ALL GREEN; SKILL-TIERS also fixed Opus 4.6 -> 4.8, GOALS.yaml -> GOALS.md, flywheel diagram to CLI truth (l6ic.6 pre-work). Residual prose mentions in non-gated docs are the l6ic.2 debris sweep's scope.
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@@ -55,7 +55,7 @@ When a harness move produces feedback (a gate result, a tool observation, a revi
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- **R?** Is this new, or a repeat of an observation already in the trace? (repeat → discount/stop)
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- **M?** Will this change a later decision, and is it captured where the later decision will see it? (else it evaporates)
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A feedback event that fails any of these is `C_raw` masquerading as progress. This lens is the operational test behind `/validate`, `/review`, the gates, and the ratchet.
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A feedback event that fails any of these is `C_raw` masquerading as progress. This lens is the operational test behind `/validate` (incl. the folded `/review` mode), the gates, and the ratchet.
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## Trace-observable scoring recipe (for the future `ao efc`)
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@@ -154,7 +154,7 @@ is advisory doctrine for swarm runs.
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### D12 — Inference mines and codifies; deterministic code reconciles forever
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The steady-state control loop is deterministic and cheap; inference lives in the learning loop
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(mine → codify into controllers), never inside the control loop it is meant to make reliable.
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**Doctrine** — and the core AgentOps shape: the knowledge flywheel (`/curate`, `ao
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**Doctrine** — and the core AgentOps shape: the knowledge flywheel (`/curate` — retired, folded into `/post-mortem`; `ao
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lookup`) is the learning loop; the deterministic gates/scripts are the control loop. Keep models
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out of the reconcile path; let them propose new deterministic checks, not run inside the gate.
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