Building PC
How I sourced parts for a local training rig — components, prices, and lessons from the used market.
Blog
My thougts on lessons from building.
Building small language models that are actually useful
A working note on data, post-training, retrieval, and knowing when a smaller model is enough.
Evaluation beyond the benchmark
How to test an AI system for the messy conditions it will meet outside the lab.
Robots make software honest
What physical systems teach us about uncertainty, interfaces, and graceful failure.
Beyond scale: the swarm intelligence ant approach
Why the future of AI may be structure, not scale — lessons from ant colonies for building agentic, composable, trustworthy systems.