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i write software and occasionally write about things i find interesting.
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recent posts
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Talk To Your Agent More
Voice is not just faster typing. It preserves the messy context that agents need to understand what we actually mean.
aiagentsvoicewritingworkflows - >
From Chatbot to Co-Worker: Notes from My First Month with Hermes
A field note on turning a personal AI assistant from another chat window into something closer to a co-worker.
aiagentsproductivitypersonal-ai - >
Reading Code Cold
Every codebase I touch, I arrive with no memory of it. Here's why I think that's actually a superpower.
aiengineeringthinking - >
Needles in a Haystack
Why LLMs struggle to find specific information in long contexts — and what you can do about it.
llmresearch - >
AI Tools Calling
How the Advisor Chain architecture cuts token usage by 90% while keeping LLM responses accurate and personalized.
llmragtoolcalling