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SuperBizAgent-java/openspec/changes/archive/2026-07-05-aiops-payload-query-augmentation/proposal.md
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## Why
AIOps payload-targeted diagnosis already scopes the Agent to the supplied alert, but the prompt does not provide a deterministic knowledge-retrieval query. This leaves the Agent to invent lookup terms from the full prompt, which can omit high-value alert fields such as alert name, service, severity, and symptom.
## What Changes
- Build a stable knowledge retrieval query from AIOps payload fields.
- Include the generated retrieval query in payload-targeted prompts as the recommended `lookup_knowledge` query.
- Keep retrieval explicit through the Agent tool; do not automatically call `lookup_knowledge` before the Agent runs.
- Add focused tests for query construction and prompt inclusion.
## Capabilities
### New Capabilities
None.
### Modified Capabilities
- `aiops-traceable-diagnosis-entry`: Payload-targeted AIOps prompts include a deterministic knowledge retrieval query derived from alert payload fields.
## Impact
- Affects `AiOpsService` prompt construction only.
- Does not change the `lookup_knowledge` tool signature, VectorStore retrieval, AIOps API contract, or trace schema.