Tools Loop Efficiency Deterministic Extraction

/tools-loop-efficiency-deterministic-extraction

End-to-end opportunity automation for the startup-loop efficiency analysis.

Invocation

/tools-loop-efficiency-deterministic-extraction
/tools-loop-efficiency-deterministic-extraction --analysis <path>
/tools-loop-efficiency-deterministic-extraction --audit <path>
/tools-loop-efficiency-deterministic-extraction --model-cost <usd-per-mtok> --engineer-rate <usd-per-hour>
/tools-loop-efficiency-deterministic-extraction --evidence-quality <proxy|observed|measured>
/tools-loop-efficiency-deterministic-extraction --realization-prob <0-1>
/tools-loop-efficiency-deterministic-extraction --dry-run

Default analysis path: docs/plans/startup-loop-token-efficiency-v2/deterministic-extraction-analysis.md

Operating Mode

SCOUT + SCORE + BUILD

• Scout fresh opportunities from latest skill-efficiency-audit-*.md
• Register new opportunities directly in analysis markdown
• Recompute payback ROI, Expected ROI, and decision categories using the payback formula
• Build and execute queue for Implement now and Backlog items (in that order)

Workflow

1. Read modules/scout-and-register.md and run it first.
2. Read modules/auto-implement.md and execute queue items.
3. Keep iterating queue rows until all Implement now and Backlog rows are either Done or Blocked with explicit reasons.

Required Scripts

• scripts/refresh-analysis-and-scout.mjs
• scripts/build-execution-queue.mjs

Run both scripts from repo root.

Safety + Quality Gates

• Never skip validation for implementation changes.
• Keep queue status updated after each row.
• For rows marked Blocked, continue with the next row.
• Never run destructive git commands.

Completion Condition

Complete only when all queue rows in categories Implement now and Backlog are no longer Pending.

References

• references/payback-model.md