About this project
In one sentence, what are you building?
A coaching platform where 6 expert personas deliver personalized advice grounded in the collective wisdom of 303 Lenny's Podcast episodes and their guests.
What problem are you solving?
Lenny's 303 podcast episodes contain thousands of insights from world-class product, growth, and leadership experts. Listening to all of them would be time consuming, and keyword search alone could not surface the right wisdom at the right moment. > This project solves the accessibility and actionability gap: it transforms a passive, linear archive into an interactive coaching experience where users get personalized, context-aware advice that quotes and attributes the actual guests, whenever needed. < Data processing > Processed 303 transcripts into 16,007 indexed segments with 28,517 keywords < AI architecture> RAG pipeline: keyword search → passage retrieval → context-augmented generation with persona constraints < Personalization> 6 distinct AI personas with unique vocabularies, coaching styles, MBTI-driven behaviors, and behavioral safeguards < Domain modeling > 6 theme clusters, episode-to-theme mapping, guest attribution, source transparency