[Feature]: Local web review dashboard at localhost:3001

[Aditya-00a]

What problem does this solve?

Right now reviewing the queue means running python apply_now.py in a terminal. A simple local web dashboard would make this much more usable for non-engineers.

What to do

1. Build a single-file FastAPI app at agent/dashboard.py. Routes:
   • GET / → HTML page listing all packet_generated jobs from data/jobs.db
   • GET /job/{id} → detail view with the JD, the drafted resume, the drafted cover letter
   • POST /job/{id}/apply → kick off apply_now.py flow for that job
   • POST /job/{id}/skip → mark as skipped with a reason
2. Reuse agent/backend/static/dashboard.html as the template (it exists from the lift).
3. Add python setup.py dashboard (or a separate script) that opens http://localhost:3001 in the browser.

Proposed solution

Acceptance

• python dashboard.py serves on localhost:3001
• Clicking a job opens the detail view
• Clicking "Apply" opens the same Playwright flow apply_now.py uses
• No accounts, no auth — only listens on localhost

Notes

• Keep it under 300 lines total. Single file. No SPA framework.
• FastAPI + Jinja2 + a tiny bit of vanilla JS is fine

Alternatives you considered

No response

Are you up for contributing this?

• Yes, I'd like to send a PR
• Yes, with some guidance
• No, just suggesting