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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
Product · August 2026

My headset was connected but not recognized. So I built a one-click app.

A USB headset that shows up in lsusb but never appears as an audio device is the most frustrating Linux desktop bug there is. Here's the debug, the three-line fix (pulseaudio -k), and the 900 kB one-click app I built in machin so nobody else has to remember it.

#machin #pulseaudio #linux #desktop-app #raylib #dogfooding
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Product · July 2026

My Windows PC Died at 1% SSD Life — Here's How Linux + AI Saved Everything

My Windows laptop refused to boot with 'no boot device'. SMART showed 1% remaining write endurance on the SSD. With an AI assistant (GLM-5.2) guiding every step, I diagnosed, backed up, shrunk, cloned, and fixed three separate boot errors — entirely from Linux, no Windows recovery media.

#linux #ssd #data-recovery #windows #dd #ntfsresize #proxmox #ai-assistant
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