Why Agentic Systems Need Better Environments
Thoughts on why agents do not just need better models, but better worlds to act inside, with clearer feedback loops, memory, and constraints.
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Writing and notes
Thoughts
Essays and working notes on AI systems, product engineering, and the habits that make technical thinking sharper.
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Building RAG Products That People Actually Trust
Notes from shipping retrieval-backed products: where hallucinations really come from, how to tighten the loop, and what makes a system feel reliable.
Learning in Public as an Engineer
Reflections on sharing unfinished ideas, documenting experiments, and using writing to sharpen technical judgment instead of just broadcasting progress.