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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 · 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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AI & SWE · September 2026

Your Agent's Memory Can't Tell You When It's Wrong

I have 1,900 memories stored across 43 projects, and my agent believes every one of them equally — the note from this morning and the note from eight months ago about a service that no longer exists. So I taught memgraph to check its own claims. The first version reported 75 stale memories out of 380. Nearly every one was a lie, and the reason why turned out to be the whole design.

#ai-agents #memory #memgraph #devtools #open-source #knowledge-graph #cli
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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
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Product · August 2026

I Told My Agent What It Couldn't Do. It Found a Way Anyway.

I built a permission system for AI agents. A live model found the hole in it, on its own, twice — and the destructive-approval gate I thought was the real backstop turned out to need proving too.

#commis #ai-agents #security #dogfooding #open-source #agent-first
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Product · August 2026

Stop Giving AI Agents Your SSH Keys

Your AI agent needs to run commands on your servers. The only credential most people have to give it is an SSH key: everything, forever, with no record. rcmd's answer is a token scoped to named machines, expiring by default, revocable in one command, with every action audited — now one command to mint, and an MCP server to plug into. Includes the two security bugs I found in my own audit trail while building it.

#agent-tokens #ai-agents #devops #infrastructure #mcp #open-source #remotecmd #security #ssh
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Product · August 2026

I Built a Security Auditor for AI Agents. It Has No AI Inside.

machin-secure scans a codebase for secrets, injection, and weak crypto and streams JSONL findings. The interesting part isn't the scanner — it's that it has no LLM client, no report generator, and no sandbox. The calling agent already is the model.

#machin-secure #machin #ai-agents #open-source #self-hosted #security #hart
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Product · July 2026

My Agents Needed a Room, Not a Slack

Two of my agents claimed the same issue last week. Neither was wrong — neither could have known. So I built cuzz: a fleet communication relay in one static binary, with an embedded database, exactly-once reads by watermark, and server-sent events on a server that has no concurrency in it at all.

#cuzz #ai-agents #machin #grange #devtools #sse
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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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Product · July 2026

rcmd: I replaced SSH with a relay so my AI agents can manage my servers

No SSH keys, no open ports, no VPN. A WebSocket relay brokers connections between your machine and remote targets. Cron scheduling, port forwarding, team access with scoped sub-tokens, and agent-first self-discovery.

#ssh #devops #ai-agents #remote-execution
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