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Complete S02 application package drafting loop

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cesnimda
2026-03-24 10:36:05 +01:00
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@@ -10,7 +10,7 @@ The product must let one person run a real job search without losing the thread:
## Current State
A substantial brownfield app already exists. The repo has a React frontend, an ASP.NET Core API, and a local FastAPI AI service. Current capabilities already include job tracking, companies, attachments, correspondence, reminders, job import preview, Gmail connection/import, profile CV upload/parsing/rewrite flows, AI-assisted tailored CV and cover-letter generation, candidate-fit/focus-plan/interview-prep/readiness endpoints, and dashboard/system surfaces. S01 has now moved Gmail import from a generic search surface to a job-aware workspace flow: the backend ranks likely Gmail threads/messages for a specific job, imports report duplicate state explicitly, correspondence persists Gmail thread and sender/recipient metadata, and the job workspace renders those ranked suggestions directly. The next phase is not greenfield feature invention; it is continuing to turn existing capability into a more coherent, more trustworthy daily workflow.
A substantial brownfield app already exists. The repo has a React frontend, an ASP.NET Core API, and a local FastAPI AI service. Current capabilities already include job tracking, companies, attachments, correspondence, reminders, job import preview, Gmail connection/import, profile CV upload/parsing/rewrite flows, AI-assisted tailored CV and cover-letter generation, candidate-fit/focus-plan/interview-prep/readiness endpoints, and dashboard/system surfaces. S01 moved Gmail import from a generic search surface to a job-aware workspace flow: the backend ranks likely Gmail threads/messages for a specific job, imports report duplicate state explicitly, correspondence persists Gmail thread and sender/recipient metadata, and the job workspace renders those ranked suggestions directly. S02 then tightened the package loop around that context: backend package generation now consumes imported correspondence plus recruiter/job state, and the Tailored CV tab treats tailored CV, cover letter, recruiter message, and saved application-answer material as one editable workspace tied back to the job instead of a throwaway preview pane. The next phase is not greenfield feature invention; it is continuing to turn existing capability into a more coherent, more trustworthy daily workflow.
## Architecture / Key Patterns