my take: own your learning loop or cede the value to a few frontier models — AI should amplify human capital, not extract it.

Hi — I'm Stan. Welcome in.
I'm a software engineer and a YC founder, building AI-powered tools for how people work. This is where I write essays on architecture, AI engineering, and product building, share what I'm reading, and leave tools out on the bench for anyone to use. Stay a while.
follow via rss →or find me on github ·twitter ·mastodon
writing/essays, monthly-ish
★ latest · 2026-07-05 · 7 min readThe Great Token ArbitrageA look at the emerging pricing gap between AI subscriptions and model APIs, and what it could mean for AI SaaS companies.2026-06-24User Experience Is No Longer Just for Users2026-06-19Beyond RAG: Agentic Context Construction2026-01-15Announcing @taskade/temporal-parserall 20 essaysbrowse →
reading/links + my take, weekly
jun 25, 2026snscratchpad.com ↗
A Frontier Ecosystem for Human Learning Loopsjan 15, 2024jamesclear.com ↗
The Power of Small Habitsmy take: systems over goals — the compound-interest framing fits codebases and teams as well as personal habits.
2–3 links a weekfull log →
▚ Workbench
all tools →Free tools and playgrounds, born from real problems. Use them here, or embed any of them on your own site.
every tool is embeddable — one iframe snippet, free, no tracking.browse embeds →