| ID | Date | Correction or preference | Reason class | How it was applied |
|---|---|---|---|---|
| FB-001 | 2026-08-20 | Zaid's standing preferences: no filler; facts and grounded information; state assumptions and confidence in everything; ask for clarification before answering; offer alternatives where his way is not the best route. | Style and assurance | Applied throughout: one batched clarification set before work started (GOV-F8.3), a confidence level on every source row, an assumptions register, and a trade study rather than a single recommendation. |