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🔍 bot_lense – Turns model outputs into bot-readable, structured agent actions.
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⚡ turbo_chat – A minimal, extensible chat scaffold for building AI-native interfaces fast.
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🧩 langchainrb – Ruby LLM interface for building and orchestrating AI workflows.
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🔗 ruby-sdk (MCP) – Model Context Protocol integration for structured tool execution.
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🧠 Nanochat - Minimal self training LLM
- 🏎️ f1 – Full-stack Rails app for F1 stats, Elo ratings, fantasy leagues, and race predictions.
- 📫 Email ajphaumer@gmail.com