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Building for Autonomy

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

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#ai #crevisto #guide #machin #ai-agents #open-source #tutorial #design #devtools #agent-first #ai-engineering #cli #self-hosted #peage #agents #automaintainer #compiler #security #dogfooding #image-generation #image-tools #mfl #remotecmd #art #automation #infrastructure #memgraph #performance #roam #style
Language · July 2026

The Crash You Can Mail

The worst bug report is 'it crashed once in production and I can't reproduce it' — the normal case for concurrency. machin turns a concurrent crash into a byte-for-byte reproducible, self-contained, mailable artifact. It's sound because the language already proved the program race-free.

#machin #concurrency #record-replay #debugging #ai-engineering
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Language · July 2026

Fearless Concurrency Without the Send/Sync Tax

Rust guarantees data-race freedom, but you pay for it in Send/Sync bounds and lifetimes — a tax on the human. I built the same class of guarantee into machin, inferred by the compiler with zero annotations. Here's why a machine-first language makes that tractable.

#machin #concurrency #compiler #ai-engineering
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