# Notes from the work.

Field notes on operations, AI, and building things that actually ship. Some of these first appeared on LinkedIn.

AI · Memory

### [Your Model and Agentic Flows Are Now a Commodity. Your Memory Is Not.](briefs/memory-is-not-a-commodity.html)

The model improves for your competitor on the same morning it improves for you. The record of what your company decided, and why, is the one curve that belongs to you.

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Kyroco · Launch

### [Why I Started Kyroco](briefs/why-i-started-kyroco.html)

Speed was never the prize. What I had wrong about AI agents for two years, and what Kyroco is here for.

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AI · Memory

### [Why Your AI Forgets What You Just Said](briefs/why-your-ai-forgets.html)

Why language models lose the thread between sessions, and what a real, governed memory layer changes about the way agents work.

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AI · Product

### Building Products with Agents

What shifts when agents do the building, and how to keep humans on the decisions that actually matter.

Coming soon

AI · Research

### Synthetic Users: The Future of Product Research

Using synthetic audiences to pressure-test product decisions before a line of code gets written.

Coming soon