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Building for Autonomy

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

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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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