# correctness/

Synthesized guidance for correctness problems.

## Files

| File              | What                         | When to read                       |
| ----------------- | ---------------------------- | ---------------------------------- |
| `sampling.md`     | Multi-sample aggregation     | Model gives inconsistent answers   |
| `verification.md` | Explicit checking techniques | Model produces unverified claims   |
| `refinement.md`   | Iterative improvement loops  | Output needs iterative improvement |
