8 min read
Claude Opus 4.8 Is a Complete Yapper
Why Opus 4.8's overthinking feels like a regression from Opus 4.6, and why Sonnet 4.6 remains my daily driver.
Thoughts
Ideas from building AI products and the systems around them.
Long-form notes on applied AI, frontend architecture, design systems, evaluation, and the decisions that help software hold up in production.
Views expressed here are my own and do not represent those of my employer or any organization I'm affiliated with.
Latest thoughts
4 articles
9 min readThree LeetCode Problems Won't Find You a Great Engineer
One coding problem can establish a useful baseline. Three in 45 minutes test interview preparation more than the judgment experienced engineers use at work.
7 min readEvery Website Should Have an llms.txt
Why agent-readable Markdown makes websites cheaper to navigate, easier to search, and more useful, and why my portfolio now has a résumé for agents.
14 min readTurning Design-System Documentation Into a Reliable Knowledge Base
What I learned turning Mach Core documentation from a browsable website into trustworthy context for people, AI assistants, and agentic tools.