b77c8b0044
Design foundation for POC. Monorepo: FastAPI+Postgres backend, Vue 3 frontend, Python packages (llm-gateway, artifacts, connectors). Approval gate and token budgets are architectural constraints per measured prototype findings.
48 lines
2.4 KiB
Markdown
48 lines
2.4 KiB
Markdown
# Jobhunt Platform
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An AI-assisted job-hunt platform where **you stay in control**. The system discovers jobs, scores them against your profile, drafts application material and prepares sends — but nothing external ever happens without your explicit approval.
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Open source. Self-hosted. Single-user first, multi-user later.
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## Core ideas
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1. **Approval gate, architecturally enforced.** Every external action (send email, submit application) requires a server-side confirmed `Approval` referencing the exact artifact hash. No approval row, no send. This is a hard constraint, not a style guide.
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2. **State machine owns the flow, LLM answers questions inside it.** Pipeline transitions live in a table. The LLM scores, extracts, critiques and suggests — it never picks the next step. Deterministic orchestration, probabilistic judgment.
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3. **Per-task model routing with token budgets.** Cheap model for extraction/scoring, strong model for prose review, budgets enforced per task so the bill stays boring.
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4. **The user drafts, the system reviews.** Measured reality: human-drafted prose outperforms full AI drafts. Default cover-letter flow is user-writes, AI-reviews with tracked suggestions.
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## Architecture
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```
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apps/web Vue 3 + Vite + Tailwind — tabs: CV editor, Research, Applications (kanban), Application detail
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apps/api FastAPI + PostgreSQL — REST API, state machine, scheduler, approval enforcement
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packages/
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llm-gateway/ Model routing, per-task budgets, structured JSON IO, retry/fallback policy
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connectors/ Job source adapters -> normalized JobPosting (LinkedIn read-focused, jobindex, paste-a-URL)
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artifacts/ CV + cover-letter generation: Jinja templates -> PDF (fpdf2), versioning, hashing
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docs/ ADRs, data model, API contract, worker task cards
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```
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## Pipeline
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```
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discovered -> scored -> approved -> drafting -> sent -> interviewing -> offer -> closed
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\-> rejected (by user) \-> expired
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```
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External comms are only possible from `approved`/`drafting` states, and only with a matching confirmed `Approval`.
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## Quick start (POC)
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```bash
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cp .env.example .env # add LLM provider keys
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docker compose up -d postgres
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cd apps/api && uv venv .venv && . .venv/bin/activate && uv pip install -e .
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pytest # backend tests
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uvicorn app.main:app --reload
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cd apps/web && npm install && npm run dev
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```
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## Status
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POC scaffolding in progress. See `docs/` for the design.
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