Projects

A research prototype: hold a button, ask a question about the game you're playing ("where's the next boss?", "what beats this enemy?"), get an answer through your headset in under ten seconds. The work surfaced a research arc on how LLMs fabricate, why grounding only helps when the source schema fits the question, and the runtime-vs-harvest design pattern for grounding LLMs in third-party content.

• Hallucination taxonomy
• Grounding & schema alignment
• Runtime vs. harvest pattern
• Data appendix

• LLMs
• RAG
• Supabase
• STT
• TTS

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• Next.js
• TypeScript
• Tailwind
• MDX