Implement S03 follow-up draft context loop
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estimated_steps: 4
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estimated_files: 2
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skills_used:
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- test
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# T01: Strengthen follow-up draft context assembly and backend reply/follow-up tests
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**Slice:** S03 — Reply and follow-up drafting from real thread context
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**Milestone:** M001
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## Description
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Make the follow-up draft endpoint use imported correspondence, recruiter details, and saved application package material so the draft reflects the real thread stage and saved job context instead of a generic reminder template.
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## Steps
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1. Audit `GetFollowUpDraft` and nearby helpers in `JobApplicationsController` to identify which imported thread/package signals are currently ignored.
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2. Add or refactor backend context assembly so follow-up drafting consumes recent correspondence, saved package material, recruiter details, and stage-specific cues without crossing the manual-send boundary.
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3. Add focused backend tests proving the follow-up draft output changes in response to thread/package context and still preserves explicit manual-send behavior.
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4. Verify the focused backend behavior with an isolated test path if the broader test project remains blocked by unrelated compile drift.
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## Must-Haves
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- [ ] Follow-up draft context includes imported correspondence and saved application package material deliberately.
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- [ ] The generated follow-up draft reflects thread stage/recruiter context instead of generic job-only phrasing.
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- [ ] Focused backend tests prove the stronger draft grounding.
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## Verification
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- `dotnet test JobTrackerApi.Tests/JobTrackerApi.Tests.csproj --filter JobApplicationsFollowUpDraftTests`
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- Focused isolated harness if needed: run only `JobApplicationsFollowUpDraftTests` against `JobTrackerApi/Controllers/JobApplicationsController.cs`
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## Observability Impact
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- Signals added/changed: richer follow-up draft reason/context surface and clearer thread-aware draft behavior.
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- How a future agent inspects this: `GET /api/jobapplications/{id}/followup-draft` plus `JobTrackerApi.Tests/JobApplicationsFollowUpDraftTests.cs`.
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- Failure state exposed: missing thread/package context should show up as weaker fallback behavior in focused backend tests rather than silent generic output.
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## Inputs
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- `JobTrackerApi/Controllers/JobApplicationsController.cs` — existing follow-up draft and send/log endpoints.
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- `Models/Correspondence.cs` — imported thread/sender/recipient fields from S01.
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- `JobTrackerApi.Tests/JobApplicationsApplicationPackageTests.cs` — current focused test seam style for isolated job-application behavior.
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## Expected Output
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- `JobTrackerApi/Controllers/JobApplicationsController.cs` — stronger follow-up draft context assembly.
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- `JobTrackerApi.Tests/JobApplicationsFollowUpDraftTests.cs` — focused backend proof for thread-aware follow-up drafting.
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