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AI Systems
Agents and AI systems that do real work — measured, tested, and kept boring where it matters.
AI · ENGINEERING · RESEARCH
Independent engineering, built one experiment at a time.
status: building things · figuring things out
01 · WHAT I BUILD
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Agents and AI systems that do real work — measured, tested, and kept boring where it matters.
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Tools for building: context, memory, and automation for how I actually work.
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Questions I'm chasing — evaluation, behavior, and where systems fail in the wild.
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The plumbing between things — edge services, tooling, and small systems that stay up.
02 · SELECTED WORK
Systems design and engineering research — where I work problems through before they become tools.
An engineering context and memory layer for AI coding agents — verified facts, decisions, and impact analysis for a codebase. I use it daily.
Measuring how AI systems handle engineering-scale tasks. Early, rough, and getting more rigorous.
03 · ABOUT
EffNine is my workshop — a one-person engineering lab for AI systems, tools, and research that interest me. Some things ship. Some become daily tools. Some are experiments that escape the lab. Everything is built to be simple, durable, and understood.
No investors, no roadmap theater, no noise. Just engineering I want to do, done properly.