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Building for Autonomy

Thoughts on agent-first infrastructure, self-hosted systems, and owning the stack.

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AI & SWE · September 2026

Your Agent's Memory Can't Tell You When It's Wrong

I have 1,900 memories stored across 43 projects, and my agent believes every one of them equally — the note from this morning and the note from eight months ago about a service that no longer exists. So I taught memgraph to check its own claims. The first version reported 75 stale memories out of 380. Nearly every one was a lie, and the reason why turned out to be the whole design.

#ai-agents #memory #memgraph #devtools #open-source #knowledge-graph #cli
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Engineering · August 2026

15 Lines of Bash Beat My 3,000-Line Search Engine

I built a Go search engine with TF-IDF, graph theory, and bidirectional stemming. It lost to a shell script embedded in a 79 KB binary. Then I made the Go engine learn from the shell script. Here's what happened.

#memgraph #supercli #skills.match #search #irony #ai-engineering
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Product · July 2026

The Skill Graph — Why My Agent Was Using the Wrong Skill

I have 197 skills across 67 namespaces. My agents were finding the wrong one half the time — or missing it entirely. memgraph is a skill discovery engine that builds a knowledge graph from SKILL.md files and ranks them by relevance to the task at hand. TF-IDF + graph boost, a galaxy visualization, and a feedback command that dual-writes to a central relay. One Go binary, MIT, agent-first.

#memgraph #agent-first #skill-discovery #cli #devtools
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