Work / Lab
LinkLeap AI
My Nov 2025 pitch deck for an auto-apply job agent for new grads, later rebuilt properly as JobApp.
- Flask
- Socket.IO
- Selenium
- spaCy
- React
TL;DR
- In November 2025 I wrote the pitch deck for LinkLeap AI, a set-it-and-forget-it job agent for new grads.
- That same month I built a one-afternoon prototype that matched job listings to a profile and filled a résumé template.
- Ten months later I rebuilt the idea properly as JobApp, and the rebuild reverses the prototype’s shortcuts.
The pitch
Connect your profile, upload a master résumé and name a target role. The agent finds openings, tailors the résumé per role, applies, and surfaces interview requests on a dashboard. The deck covers problem, solution, product, business model, market sizing, competition and go-to-market.
The prototype
Flask with Socket.IO, Selenium, spaCy for matching, and a React front end, built in an afternoon.
What changed in the rebuild
JobApp, built by directing Claude Code, keeps the goal and drops the shortcuts:
- public applicant-tracking feeds instead of scraping;
- your own sign-in in your own browser instead of a password form;
- a truthfulness gate on every tailored line;
- review-then-submit as the default, not auto-apply.