feat: add traceable scoped AIOps diagnosis
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# Acceptance: aiops-traceable-diagnosis-entry
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## Verification
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- [x] OpenSpec validates for `aiops-traceable-diagnosis-entry`.
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- [x] Targeted AIOps service tests pass.
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- [x] Compile verification passes.
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- [x] Demo docs describe AIOps request -> session id -> trace query.
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## Result
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Accepted for implementation scope.
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## Known Limits
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- AIOps Verifier integration is deferred.
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- Runtime still depends on configured model and infrastructure.
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- Full browser/SSE runtime verification is not guaranteed in this coding pass.
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# Brief: aiops-traceable-diagnosis-entry
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## Background
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The MVP chat diagnosis path is now traceable through `diagnosis_session`, `agent_step`, `tool_invocation`, and `GET /api/diagnosis/{sessionId}/trace`. The older `/api/ai_ops` endpoint still acts like a standalone SSE demo: it accepts no alert payload, generates an internal session id, and does not make trace replay obvious to callers.
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## Goal
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Turn AIOps into an alert-triggered diagnosis entry point that shares the same evidence and trace story as the main MVP, without rewriting the whole AIOps flow.
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## Scope
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- In scope:
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- Optional AIOps alert request body.
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- Stable request/session id propagation.
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- Persisted AIOps query summary and final answer.
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- SSE session id event.
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- Demo documentation and focused tests.
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- Out of scope:
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- Full AIOps and ChatService unification.
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- AIOps Verifier integration.
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- Database schema changes.
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- Sensitive configuration cleanup.
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- Fully offline runtime.
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## Related OpenSpec
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`openspec/changes/aiops-traceable-diagnosis-entry/`
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# Decisions: aiops-traceable-diagnosis-entry
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## Clarify
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- Entry summary: make the legacy AIOps SSE endpoint a traceable alert diagnosis entry for the Agent Engineer interview MVP.
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- Slug: `aiops-traceable-diagnosis-entry`
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- Scale: standard-light, because this extends one public endpoint and reuses existing persistence/trace infrastructure.
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## Context
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- `mvp-demo-trace-acceptance` already added `GET /api/diagnosis/{sessionId}/trace`.
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- `chat-verifier-agent` made the chat path stronger than the older AIOps path.
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- Current AIOps value is as a second entry point: system alert -> automated diagnosis -> evidence trace.
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## Grill Question Pool
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| # | Dimension | Question | Mode | Status |
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|---|---|---|---|---|
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| Q1 | Positioning | Is AIOps an independent product path or an alert-triggered sibling of Chat Diagnosis? | user-interview | Resolved: sibling entry, unified trace story |
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| Q2 | API | Should we keep `/api/ai_ops` or add a new endpoint? | evidence-driven | Resolved: keep existing endpoint and extend optional body |
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| Q3 | Input | What is the minimum alert payload? | user-interview | Resolved: `sessionId`, `alertName`, `service`, `severity`, `description`, `timeRange`, plus `userRequest` fallback |
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| Q4 | Output | How does the caller learn the trace session id? | evidence-driven | Resolved: first SSE event uses type `session` |
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| Q5 | Trace | Must AIOps be replayable with existing trace API? | evidence-driven | Resolved: yes, this is the main acceptance criterion |
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| Q6 | Verifier | Must this slice add AIOps Verifier? | user-interview | Resolved: no, defer as follow-up |
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| Q7 | Compatibility | Should no-body calls still work? | evidence-driven | Resolved: yes, preserve old demo behavior |
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| Q8 | GitNexus | Should unavailable GitNexus block implementation? | user-interview | Resolved: skip GitNexus by user decision |
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## Evidence-Driven Conclusions
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| Conclusion | Evidence Source | Result |
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|---|---|---|
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| AIOps is currently isolated from request-driven trace replay. | `ChatController.aiOps()` has no request body; `AiOpsService` creates its own random session id. | Extend endpoint and service. |
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| No schema change is needed. | `DiagnosisSession` already has `query`, `agentFlow`, `answer`, counts, and status. | Reuse existing table. |
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| Trace API can already replay AIOps if session id and answer are persisted. | `DiagnosisTraceService` loads by session id and is flow-agnostic. | Keep trace API unchanged. |
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| Blast radius is moderate and local. | `rg` shows only `ChatController` calls `executeAiOpsAnalysis` and `extractFinalReport`. | Change service/controller carefully and add tests. |
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## User-Interview Confirmations
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| Topic | User Words | Decision |
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|---|---|---|
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| Use sm-flow | "可以,改造一下AIOps 接口,用sm-flow流程看看" | Use OpenSpec + devflow. |
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| GitNexus | "跳过gitnexus把" | Record skip and use local impact analysis. |
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| Proceed after Grill | "可以" | Continue with lightweight Grill conclusions. |
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## Key Decisions
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- Keep `/api/ai_ops` and make its body optional.
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- Emit `SseMessage.type=session` before long-running analysis starts.
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- Store AIOps request summary in `diagnosis_session.query`.
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- Store final report in `diagnosis_session.answer`.
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- Defer AIOps Verifier to a later change so this slice stays focused.
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## Architecture Audit
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```text
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POST /api/ai_ops
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-> optional AIOpsRequest
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-> resolve sessionId
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-> create diagnosis_session(agentFlow=AI_OPS)
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-> run ai_ops_supervisor(planner, executor)
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-> AgentLoggingHook persists steps
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-> tools persist invocations under SessionContextHolder
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-> extract final report
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-> persist answer
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-> GET /api/diagnosis/{sessionId}/trace replays the run
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```
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Risk level: medium. The endpoint is public and SSE-based, but the change is additive and does not change the chat diagnosis path or database schema.
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# Evidence: aiops-traceable-diagnosis-entry
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## Local Impact Analysis
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- `ChatController.aiOps()` is the only caller of `AiOpsService.executeAiOpsAnalysis(...)`.
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- `ChatController.aiOps()` is the only caller of `AiOpsService.extractFinalReport(...)`.
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- `AIOpsRequest` exists but only has `userRequest`; no current controller consumes it.
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- `DiagnosisTraceService` is flow-agnostic and reads persisted session/step/tool records by `sessionId`.
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## GitNexus
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GitNexus MCP tools were not exposed in this session. The user explicitly approved skipping GitNexus for this change. Local impact analysis and targeted tests are used instead.
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## Expected Verification
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- Focused unit tests for AIOps request/session/report helper behavior.
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- Compile verification.
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- OpenSpec validation if CLI is available.
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## Verification Results
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- `openspec.cmd validate aiops-traceable-diagnosis-entry --strict`: passed.
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- `mvn -q "-Dtest=AiOpsServiceTest,DiagnosisTraceServiceTest" test`: passed after rerun with approved Maven access.
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- `mvn -q -DskipTests compile`: passed.
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## Demo Alignment
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- Added `knowledge_base/troubleshooting/aiops-alert-runbook.md` so mock AIOps alerts have matching knowledge-base guidance.
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- Aligned the documented AIOps demo with mock data: `HighCPUUsage` on `payment-service`, using `system-metrics` evidence.
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## Metric Alignment Follow-up
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- Runtime verification showed `diagnosis_session.tool_call_count` counted agent steps with tool calls, while trace returned actual `tool_invocation` records.
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- Updated `ChatService` and `AiOpsService` metric backfill to use `ToolInvocationRepository.countBySessionId(sessionId)`.
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- Targeted verification:
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- `mvn -q "-Dtest=AiOpsServiceTest,ChatServiceSequentialAgentTest,DiagnosisTraceServiceTest" test`: passed.
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- `mvn -q -DskipTests compile`: passed.
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