JobHunt

A private workflow for finding roles and drafting tailored résumés and cover letters. The console keeps generation, human review, and recording a manual submission separate. A running API does not mean its scheduled discovery pipeline is enabled.

AI-assisted personal project. Tools and implementation notes are not claims of independent professional specialization or verified live results.

Stack

Engineering highlights

• Discovery adapters and scoring support a deduplicated PostgreSQL store; historical collection counts are not presented as current telemetry.
• Location and remoteness filters assess job requirements without inferring candidate work authorization.
• Document generation records source provenance and verification results; generated text still needs human review.
• FastAPI behind an allowlisted, same-origin Next.js BFF, with private routes gated by Cloudflare Access.

Shape

Discovery (6 scrapers) → Score + Geo-classify → Document engine (tailor + critic → PDF) → Review queue → Application station