About

SpeedHands is a small personal blog about AI systems, product patterns, and engineering decisions that still feel worth reading a few months later.

I tend to write after the noise has dropped a little. Most entries start as short notes saved during the week, then get rewritten once I know which parts still feel true after the first wave of excitement passes. That is why the posting cadence is slow and the archive leans more toward essays, checklists, and review notes than hot takes.

The topics here stay fairly consistent: model evaluation, retrieval systems, agent workflows, interface patterns, and the practical limits that shape real deployments. I am usually less interested in who launched first than in what teams keep doing three months later.

The site itself is intentionally static and lightweight. No comment system, no heavy scripts, no elaborate publishing stack. It is meant to feel closer to a maintained notebook than to a media property.