May 11, 2026/8 min read
Symphony Is the Manager Above the Agents
What clicked for me when I stopped thinking about Codex as a chat and started thinking about it as a worker inside a managed system.
Writing
Latest writing.
Notes from building AI products, workflows, and communities.
Coming soon/In the shadows
How Technology Can Change the World
Technology alone does not reshape society. The intent behind it does. A look at what it means to build for abundance instead of scarcity.
Coming soon/In the shadows
The Smallest Capable Model I Could Find
How I built an AI chatbot for my website that runs entirely in the browser — 0.5B parameters, WebGPU inference, and nothing leaves your device.
Coming soon/In the shadows
Small Communities Can Move Fast
The people willing to show up and build together are usually the same people who help a real ecosystem emerge.