Memory, Routing, and Bounded Ownership in Agent Teams
Why agent teams scale through scoped memory, specialist lanes, explicit routing, and operator-visible handoffs, not by giving every agent more context.
The blog
Writing
Writing on AI development, agentic tools, and building software products.
Operator Control for Agentic Systems
Why I am building OpenClaw around visible work, clear ownership, approvals, and intervention.
I Built an AI Email Pipeline That Sends 450 Emails a Week. It's Manual on Purpose.
Everyone assumes AI plus email equals full automation. I went the other direction. Here's why manual-first beats hands-off for B2B outreach, and how the pipeline actually works.
From Woodshop to Code: Eight Years of Shipping Tables Before Shipping Software
How running my woodworking factory taught me more about building software than I expected, and what the transition to AI engineering looked like from the inside.