CareerPilot_AI_Complete_Hackathon_Project_Blueprint_Points_1_to_8

Welcome to CareerPilot AI, your complete hackathon project blueprint. Our goal is to build an intelligent agent for job discovery, skill development, and interview prep.CareerPilot AI is an AI-powered career development agent, connecting job search, CV review, and interview practice into one workflow. We address fragmented support, skill gaps, and unfulfilled applications.Our technical architecture features a Fast API backend and a Llama-powered orchestrator. We have specific agents for job discovery, candidate intelligence, and personalized training, delivering structured output.Reliability and safety are key. We validate model-generated JSON, restrict tool permissions, and record source URLs. We also separate user-provided facts from AI inferences for accuracy.We integrate Meta Llama models, enabling them to extract information and generate customized questions and exercises. Our tool-calling interface streamlines tasks like job searching and skill assessment.Our robust technology stack includes Next.js for the frontend, FastAPI for the backend, and PostgreSQL for the database. We also detail our file storage and background job management.Our database design organizes user, candidate, job, and skill data. We ensure data provenance and trust by storing evidence and using audited credentials, emphasizing privacy and security.To protect your data, we avoid storing sensitive personal information unless absolutely necessary.Our job matching algorithm assigns weight to skill match, education, experience, and certification. This ensures precise matching and provides a clear score, helping you understand your suitability.Our personalized training engine provides a structured learning plan. We analyze job requirements, evaluate candidates, and prioritize skill gaps to deliver adaptive learning modes.