Install any skill in seconds. Free to start, no credit card required.
Get Started Free →Audit a report, plan, or handoff by re-deriving every load-bearing claim from primary sources. Use before trusting subagent/lane reports, before building decisions on unverified claims, or when reviewing a conclusion written earlier (including your own). Distinct from running the app to verify behavior or reviewing a diff — this audits claims.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | 34% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 67% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 41% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 39% | 0% |
| case-19 | ✗→✓ | ▲ Improved | -24% | 0% |
Take a report — a subagent's, a lane's, a plan's, or your own from earlier — and re-derive its load-bearing claims instead of trusting how they sound. Full doctrine: docs/agent-craft.md §4.
For claims of backward, forward, mixed-version, upgrade, or rollback compatibility, use skills/happier-compatibility. Re-derive the claim against the exact released tag/artifact or applicable predecessor worktree basis, the real old/new component roles, and every claimed direction. A current-code fixture or mock that merely agrees with the current implementation is not independent compatibility evidence.
Each audited claim in one of three bins, with the evidence:
Confident propagation of a wrong premise: reasoning chains valid at every link and false in total because link one was hearsay.
Other measured skills in the registry, with their headline benchmark lift.