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Get Started Free →Before compaction Loopkit extracts decisions into claude-decisions.json (machine-readable). Read it alongside claude-progress.txt at session start — prose is for humans, JSON is for the loop.
.claude/skills/archive228-active-memory-reminder/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-15 | ✗→✓ | ▲ Improved | -22% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -5% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 18% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -23% | 0% |
Loopkit splits shift-notes across two files on purpose:
claude-progress.txt — free-form prose. Human-readable narrative of what the last session did, what is in flight, what to pick up next. Wins for context and intent. Loses when the model needs to decide whether a decision was made.claude-decisions.json — machine-readable array of {ts, decision} entries, appended by the loopkit pre-compact hook every time the transcript is about to be compacted. Wins for durability of specific choices ("chose Postgres over SQLite because…", "rejected the polling approach", "tried htmx and switched to Alpine").Compaction is where reasoning dies. The summarizer keeps the shape of the work but strips the why. claude-decisions.json is the durable side-channel that survives that. This is the same pattern Meta's NapMem paper calls out for behavioral-state-decay in long-running agents: prose degrades faster than structured facts because the model rewrites prose freely and edits structured data carefully (also why loopkit uses JSON for feature_list.json; see feature-list-json]]).
claude-decisions.json right after claude-progress.txt and before you look at code. If both files disagree, the JSON is the more recent hard record of a specific choice; the prose gives you the reason.claude-decisions.json first. If a prior session already rejected X and wrote it down, don't burn the token budget re-deriving that.claude-decisions.json is a JSON array. Every entry is {ts, decision}:
json[ {"ts": "2026-07-14T18:22:09Z", "decision": "chose Playwright MCP over Puppeteer because Puppeteer's alert-modal blind spot bit us in run 41"}, {"ts": "2026-07-14T20:04:11Z", "decision": "rejected the daemon-per-project approach; switched to a single supervisor with per-project subdirs"}, {"ts": "2026-07-15T09:31:44Z", "decision": "tried and failed to cache the plan across sessions — plan went stale within two sessions, dropped"} ]
Constraints:
pre-compact hook appends; sessions read.claude-progress.txt so the reason is captured..claude/hooks/pre-compact runs on both manual (/compact) and auto compaction. It skims the transcript for phrases matching decided|chose|rejected|tried and failed|switched from .* to|going with|not going to, dedupes, caps at 20 per compaction, timestamps each, and appends. It is silent-safe: any failure logs to stderr and exits 0 so compaction is never blocked.
claude-progress.txt and skipping claude-decisions.json. You will re-open settled questions. The prose file often omits why we didn't do the other thing — that's what the JSON is for.feature_list.json steps and descriptions: durable structured records are load-bearing. Contradict them in a new entry; don't erase the old one.claude-decisions.json. It is not a second progress file. Entries are single decisions with a timestamp, nothing else.Other measured skills in the registry, with their headline benchmark lift.