What Inspired Me

Traditional CVs frustrate me. You can claim anything — "5 years of React experience," "led a team of 10" — but there's no proof. Hiring managers can't verify it, and talented people get overlooked because they can't sell themselves on paper.

I wanted to build something that turns the work itself into the CV.

What I Built

CoSkill is an AI-powered work performance tracking platform that:

Uses GPT-5.6 to automatically decompose project goals into actionable tasks Tracks how you work — not just what you finish Detects manipulation (suspiciously fast completions trigger AI verification questions) Generates a living CV from verified work history Includes AI Sprint Planner, Team Matching, Judge Mode, and XP/Level system How I Built It Frontend: Next.js + Tailwind CSS → deployed on Vercel Backend: FastAPI (Python) → deployed on Render Database: Supabase (PostgreSQL with RLS) AI: GPT-5.6 for task decomposition, file verification, sprint planning, team matching Built with: OpenAI Codex for core AI modules Challenges I Faced Manipulation detection: Making it hard to game the system without frustrating honest users File verification: Teaching AI to judge if uploaded work is relevant to the task CORS & deployment: Getting FastAPI + Vercel + Render + Supabase all talking to each other Real-time XP: Building a gamification system that feels rewarding but stays fair What I Learned

AI can replace not just the resume — but the entire hiring pipeline. CoSkill proves that your work history, verified by AI, is more valuable than any CV.

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