Fabian G. Williams aka Fabs

Fabian G. Williams

Principal Product Manager, Microsoft Subscribe to my YouTube.

My Agents Left Me 116 Git Repos. So I Built a Source of Truth.

I let agents build software on my Mac for months, and one morning I could not tell one of them where my own project actually lived. This is the eight hours it took to fix that, and the legend that now keeps my agents honest.

Fabian Williams

8-Minute Read

Stat cards: 116 local repos, 165 on GitHub, 113 logical projects, 3 duplicate clusters, and zero sources of truth becoming one

A few weeks ago I asked an agent to pick up work on one of my own projects. It opened a fresh terminal, looked around, found nothing it recognized, and built a brand new copy of a project I already had. That was not the agent being careless. Nothing on the machine had ever told it where the real one lived. The only map of my own work was a memory in my head, and a memory does not survive contact with a machine where agents do the building.

The AI Agent Fleet Works. The Trust Funnel Does Not.

A small autonomous AI agent fleet I run as a volunteer for a 501(c)(3) nonprofit. Week 19 shipped 17 reliability PRs, 2 awareness-day blog posts, and 37 cold introductions — and earned zero human clicks, zero donations. This is the corrections panel I wrote on my own retro before anyone else could.

Fabian Williams

14-Minute Read

Two-panel chart: left shows 17 PRs, 2 blog posts, 1 campaign, 37 cold intros, 98 lifetime intros shipped in green; right shows zero human clicks and zero donations in red

I volunteer with MACONA, a 501©(3) nonprofit that ships food, medicine, feminine hygiene products, donated computers, and clothing to communities and schools in West Africa. For a few few monthis now I have run a small autonomous AI agent fleet for the organization: five named agents, cron-driven, running through OpenClaw on a simple Windows box.

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