Tech Product Manager with 15+ years hands-on experience in AI, ML, and blockchain. Background as a multitime founder and operator across SaaS and fintech, bridging technical execution with business strategy and cross-functional delivery. Proven ability to translate business needs into AI-driven solutions, conduct POCs, and evaluate emerging technologies. Skilled at designing, testing, and integrating LLM workflows using LangChain, Hugging Face, and commercial APIs, with a focus on secure and reliable implementations inc. GenAI methodologies such as retrieval-augmented generation (RAG), prompt guardrails, and vector database search, as well as blockchain platforms and DeFi protocols.
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Aii™- Artificial Investment Intelligence - is the first vertical AI stack built exclusively for investors.
Developed by Zugi.ai, it transforms scattered data and gut instinct into structured reasoning — powering VIBE Investing™ across sourcing, diligence, and thesis alignment
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