## 1. Prompt Query Construction

- [x] 1.1 Add a deterministic AIOps knowledge query builder from payload fields.
- [x] 1.2 Include the recommended query in payload-targeted task prompts.

## 2. Tests And Docs

- [x] 2.1 Add unit tests for query construction and prompt inclusion.
- [x] 2.2 Update interview/RAG notes to reflect AIOps payload query augmentation.

## 3. Verification

- [x] 3.1 Run focused AIOps service tests.
- [x] 3.2 Validate the OpenSpec change and review git scope.