Blog
Thoughts on AI, memory, and software development.
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Scan vs Seek: The Architecture Gap Nobody's Talking About
There are two ways to give an AI the context it needs. The industry picked one. I think they picked wrong.
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Release 0.4.1: Shaped by Your Feedback
VSCode session management, file attachments, smarter file search, and a dozen fixes — all driven by what you told us.
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You Don't Need 47 Agents. You Need One That Remembers.
The agent explosion is a confession that your AI doesn't know enough. We built the agent zoo, maintained it, and then realized the zoo was the problem.
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1M Tokens: It's Not the Size, It's How You Use It
Bigger context windows solve the wrong problem. 500 tokens of the right knowledge outperforms 500K tokens of raw transcript.
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Your AI Coding Tool Has Amnesia
Every session, from scratch. The most capable AI models forget everything the moment the session ends. Why this is the only problem worth solving.
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It Started with a Compaction Warning
How an accidental event, a personal loss, and an obsessive question led to the world's first organizational intelligence platform.