Tech Blog

Insights on SME automation, production AI, and reliable engineering systems.

AI/ML

I Ran Karpathy's Autoresearch on a $1,299 MacBook — Here's What Happened

Head-to-head MLX vs PyTorch MPS comparison of Karpathy's autoresearch on an M2 MacBook Pro 16GB. Includes stability tests, a real autonomous agent loop that found a 5% improvement, and a cost analysis of Mac vs cloud GPU.

Productivity

Two Weeks, 40 Commits, and an AI That Remembers My Preferences

First-hand account of shipping 40+ commits across multiple projects with Claude Code. Covers the memory system, sub-agent patterns, testing culture, and honest reflections on where AI coding assistants shine and stumble.

AI/ML

Claude Code Skills: How to Set Them Up and Use Them

Learn how to create and use Claude Code skills: folder structure, YAML frontmatter, progressive disclosure, and when skills beat repeating yourself.

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