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Building for Autonomy

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

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Product · September 2026

A Stranger Filed a Bug. My AI Fixed It While I Slept.

On July 25, a developer I'd never met opened a GitHub issue on my open-source project. On August 8, it was closed — fixed, tested, and merged. I didn't touch it. An AI agent read the issue, diagnosed the root cause, wrote the fix, opened a PR, and got it merged. This is what happened.

#automaintainer #ai-agents #open-source #automation
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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
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Product · July 2026

The Ratchet — How My AI Fleet Merges Its Own PRs

An AI agent that opens PRs is easy. An AI agent that safely merges them is hard. I built a ratchet — four levels of escalating cleverness that let my merger self-unblock 80% of gated PRs before it ever asks me to look. Last night it merged 5 PRs in 7 minutes while I slept.

#automaintainer #ai-agents #devtools #automation #am-operator
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Infrastructure · June 2026

The Self-Hosted Stack That Runs My Infrastructure

AutoMaintainer, mago, SuperCLI, SuperInsights, machin, a2a — each product works alone, but the real story is how they work together. This is the fully self-hosted stack that runs Intrane for ~€60/month. No lock-in, no vendor dependency, no surprise bills.

#self-hosted #infrastructure #automaintainer #machin #a2a
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Product · June 2026

AI That Ships — Why I Built a Verified PR Bot

Every AI coding tool generates suggestions. AutoMaintainer is the one that actually ships — a multi-agent fleet that runs a verified build → test → fix loop on your repos and lands merge-ready PRs. On your keys, on your schedule.

#automaintainer #ai-agents #devtools #ci-cd
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