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AI interview prep agent that logs questions as a personal career asset

An AI agent that helps job seekers prepare for interviews by predicting questions based on their CV and target job description. After each interview, users log actual questions and lessons learned, which the system stores to build a personalized, compounding knowledge base over a 30-year career.

2 engagement·1 source·Sun, Jul 12, 2026, 08:01 PM
The concept uses a Predictive RAG approach: given a CV and target job description, the AI predicts highly contextual questions tailored to the user's profile gaps. After an interview, users can log actual questions and lessons learned in an 'Upsert Loop', turning each rejection into a data point that improves future preparation. The system is described as a private side project; no tech stack or traction signals are mentioned.

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