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I’ve built two AI based apps. Earlier this year, I wanted clarity on some issues. I knew several of my books held keys to the answers I was seeking, but finding those felt impossible. I wanted an AI based tool I could use to talk to my books. I built https://www.asklibrary.ai to enable this, implementing tons of RAG tech like query fanout, query understanding and breakdown, multi step retrieval, reranking, etc., and I pull in dozens of pages of text for each answer.

Secondly I love Claude and also use TypingMind but missed the memory feature from ChatGPT. I made MemoryPlugin (https://www.memoryplugin.com) that adds long-term memory to ChatGPT, Claude, Gemini, TypingMind, and LibreChat on desktop and mobile browsers. This got me really interested in AI memory in general, I’ve played around with fine tuning AI models with memories (results = some data learned, way more hallucinations).






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