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Building for Autonomy

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

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All Product Language Engineering AI & SWE Infrastructure Open Source AI Engineering Framework data

#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

AI & SWE · September 2026

Felipe — The AI CEO That Reviews My Pull Requests

I had 20 pull requests stuck in a human-in-the-loop queue, some for 29 days. So I built Felipe — an AI CEO persona that reads each PR's diff, makes a decision, and posts it to GitHub. The existing merger picks it up and applies it. Cost: $0, using GLM-5.2's free tier. Here's how it works.

#ai-agents #automation #fleet-cli #am-fleet #devtools #glm-5.2 #open-source

Product · July 2026

I Put a Graph Engineering Layer on AutoMaintainer — With GLM-5.2 as the Architect

AutoMaintainer ships PRs autonomously. But when a PR needs a human decision, the fleet used to stall for hours. So I built a graph engineering layer on top — mago for HITL, a deterministic merger, live dashboards — and the whole thing was crafted with GLM-5.2 as the architect. It works. Honestly.

#automaintainer #glm-5.2 #ai-agents #graph-engineering #devtools #human-in-the-loop