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Storage/window/exclusion split (#7): ISO-week journal rotation with safety fuse replaces size-based rotation (fixes silent under-counting when clusters straddle boundaries). Per-signal sliding windows via adam-window.mjs guard against stale signal accumulation. Legacy YYYY-MM-DD-<ts>.jsonl files remain readable. Error fingerprint normalization (#3): adam-observe.mjs extracts canonical error codes (ENOENT, ECONNREFUSED, etc.) and normalizes paths/timestamps/hex before hashing. 'Connection refused' and 'ECONNREFUSED' now cluster identically. Correction corpus expansion (#1): strong tokens (stop, wrong, undo, try again, different approach, etc.) fire on any occurrence. Weak tokens (no, actually, wait) require negation/contrast co-occurrence within 8 tokens. Kills the 'actually, I think...' false positive. Analyst observability (#6): mandatory clustering trace block; adam-explain.mjs parses to summary/full/json. Cluster decisions now surface rejection reasons (threshold, contradiction, window). Persisted to ~/.claude/adam/last-trace.txt. Dead_end nudge proposal type (#2): single-session auto-apply gate (>=3 dead_end events). Action appends to active-nudges.json, surfaced via adam-nudge.mjs at next SessionStart. Lower blast than skill_edit. Per-(skill, fingerprint) cooldown (#4): adam-cooldown.mjs replaces coarse per-skill check. proposal_fingerprint = djb2(skill_slug + cluster_id + normalized_diff_body). Legacy applied/rejected records gate via 'legacy' fingerprint fallback through resolveSkill helper (handles target_skill, skill, or target: <path>). task_completed scoring integration (#8): adam-score.mjs computes per-session urgency dampener (3 task_completed -> 0.5) and reinforcement candidates (skills cited in >=3 clean completions). New 'reinforcement' proposal type appends to reinforcements.jsonl on apply (no code/memory mutation). A/B effectiveness measurement (#5): every auto-applied edit appends to ab-tracking.jsonl. adam-ab-measure.mjs computes 7d pre/post signal-count delta per entry (improved / neutral / regressed / no_baseline / pending). Analyst surfaces regressions at top of /reflect output. Upgrade UX overhaul (#9): adam-upgrade.mjs implements --list/--diff/--accept /--accept-all. SessionStart nudge prints pending-merge warning when .adam-new files exist (latency ~20ms via fixed shortlist). install.sh emits unmissable final-message hint after creating any .adam-new file. Simplify pass: adam-utils.mjs deduplicates readJsonlSafe / listJsonlFiles / parseFrontmatter across 8 scripts. Net -46 LOC. Test coverage: 30 -> 87 tests. Every new feature has feature-validating assertions (false-case coverage included). T77 statically verifies install.sh references every adam-*.mjs source script (would have caught the missing adam-utils inclusion that review #2 surfaced).