Blog

Building for Autonomy

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

#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 Port That Found a 30,000× Bug in My Own Language

SuperCLI already ran in Node.js and Zig. I ported it to my own language, machin, to dogfood — 10,158 plugins, one 69 KB binary, 24 tests. Then the live test hung for 30 seconds. The bug wasn't in my code; it was in my language's string model. Fixed it: 30,000× faster. This is why you dogfood.

#machin #supercli #dogfooding #performance #ai-engineering
Read more
Engineering · July 2026

A 7-billion-parameter LLM at the speed of a 1B — in pure MFL

I ran OLMoE-1B-7B — a 7-billion-parameter Mixture-of-Experts model — in pure MFL, token-identical to the fp32 reference, streamed from disk, at 14.5 tok/s on a laptop. The disruption wasn't in the engine; it was in the model.

#machin #llm #moe #inference #pure-mfl
Read more
Language · July 2026

The compiler that hands you the murder weapon

An AI writes most of the code now — and its failure mode is the plausible-but-wrong function. So I taught the machin compiler to be an adversary: it hunts for the exact input that breaks your code, hands it back with a runnable repro, and — when the input space is small enough — proves there isn't one. Honestly.

#machin #compiler #verification #ai-engineering #design-by-contract
Read more
Product · July 2026

Tailwind Without Node: 172 kB, 16 ms, and a Way to Prove It

My agent-first design system compiles its stylesheet in 16 ms from a 172 kB binary — no Node. The trick isn't the rewrite: it's differential-testing every emitted rule against the real tailwindcss binary, so “100% compatible” is a green check, not a claim.

#machin #tailwind #design-system #wasm #ai-engineering
Read more
Language · July 2026

A 1B-parameter LLM at 20 tokens/second, in a language you've never heard of

I challenged machin — my machine-first language — to run TinyLlama-1.1B at 20 tok/s on a laptop CPU, pure MFL, no C kernels. It hit 21.8, token-identical to llama2.c, and 4x faster than the reference C single-threaded. Here's the 2.1 -> 21.8 arc and what it drove into the compiler.

#machin #llm #inference #performance #ai-engineering
Read more
AI Engineering · July 2026

The Agent That Built a Game While I Watched the Filesystem

I handed a whole task — build a small physics game, then ship it — to an autonomous AI agent and walked away. For six minutes it looked completely dead. Here's the debugging story, the game it built (playable in your browser), and why the engineering around the agent is the part that matters.

#machin #ai-agents #webassembly #roam #game-dev
Read more
Product · July 2026

The CRM That Maintains Itself

Every CRM dies of stale data because humans won't do data entry. So I built the one you never open — an agent runs it, cold-mail and cold-calls send themselves, replies and call outcomes log themselves. One binary, open source, hosted from €19/mo.

#crm-cli #crmd #agent-first #open-source #machin
Read more
Product · July 2026

An AI Agent Audits Your LinkedIn Profile — In Public

A free tool: paste your LinkedIn URL and an autonomous agent audits your profile in public — as a GitHub issue, a pull request, and a shareable report. It's a live demo of three things I've been building: mago (agents that run companies), hart (self-hosted artifacts), and machin (one binary, no Node).

#ai-agents #mago #machin #linkedin
Read more
AI & SWE · July 2026

AI Only Executes What We Imagine — Why Deep Thinking Beats Execution Now

AI can only execute work that someone has imagined. Value has shifted from execution to imagination—deep thinking is now the competitive advantage.

#ai #software-engineering #creativity #deep-work
Read more
Language · July 2026

The Language That Maintains Itself

First machin compiled itself. Then I handed its maintenance to an autonomous agent fleet: 104 merged PRs in three days, 40 issues cleared, trust score 57→100. Here's the honest version — the five systems bugs autonomy actually required, the gates that held, and the fix an agent claimed that a repro disproved.

#machin #ai-agents #autonomous-maintenance #compiler #ai-engineering
Read more
← Previous 1 ... 8 9 10 11 12 Next →