## Summary

Describe the change in one or two sentences.

## Type of change

- [ ] Docs only
- [ ] CLI / example
- [ ] Benchmark / evidence
- [ ] Code / tests
- [ ] Security-sensitive

## Verification

- [ ] Validation commands were run or marked not applicable.
- [ ] Claim hygiene checked.
- [ ] No unsupported production, API-cost, benchmark, broad workload, or energy claims added.
- [ ] No raw benchmark JSON artifacts committed.
- [ ] No local absolute paths introduced.
- [ ] No release, tag, package-version, or release-asset changes unless explicitly approved.

List commands run and results:

```text

```

Useful references: [CONTRIBUTING.md](../CONTRIBUTING.md), [SECURITY.md](../SECURITY.md), [experiments/README.md](../experiments/README.md), and [docs/README.md](../docs/README.md).

## Scope check

- [ ] No unrelated refactors
- [ ] No public surface expansion without discussion
- [ ] Deterministic-first behavior preserved
- [ ] No hidden model calls introduced
- [ ] README, docs, examples, and templates remain factual and alpha-scoped

## Notes for reviewer

Call out risk, follow-up work, or anything intentionally left out of scope.
