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Inner loop — produce → verify → (rollback) → repeat

Exit: PLATEAU — no further deterministic fix available — shipped the best version; the residual is escalated to a human Severity: start 47 → best 18 → shipped 18 · 4 iteration(s) · trajectory 47 → 45 → 19 → 18

Introspection log — WHAT · WHY · PATTERN (audit trail)

Iter Severity Δ Pattern What changed / why
0 47 0 baseline fixed hardcoded-secret · worst fixable finding: hardcoded-secret (critical) — hardcoded secret literal
1 45 -2 converging fixed empty-catch · worst fixable finding: empty-catch (high) — empty catch — swallows the error it pretends to handle
2 19 -26 converging fixed ai-tone-filler · worst fixable finding: ai-tone-filler (low) — 8 AI-tone filler tell(s) — reads generic
3 18 -1 converging worst fixable finding: ai-tone-filler (low) — 7 AI-tone filler tell(s) — reads generic

Residual — escalated to a human (not faked)

Severity 18 · 0C/0H/1M/1L. The deterministic loop fixes what it can prove; the rest is surfaced, never silently "resolved":

  • MEDIUM claim with no number: "leverage cutting-edge synergy to deliver a robust, enterprise-grade retry flow" → asserts a benefit with no number — attach ROI / cost / conversion / % or time saved
  • LOW 7 AI-tone filler tell(s) — reads generic → cut the filler; say the specific thing

The producer is pluggable: in-harness it is a deterministic remediator (monotone — it converges to a floor). Wire a host LLM as the producer and the overshoot-rollback guard above is what keeps it honest. The verifier, rollback, iron-laws and budget are deterministic ~0-token control.