Octomind
Open-source runtime for specialist AI agents. 48 pre-wired specialists across legal, medical, finance, engineering, security, devops. One command to install, any model, any domain.
octomind.runARTIFICIAL INTELLIGENCE
Karpathy's LLM wiki lets an agent maintain its own markdown notes. I ran one against octobrain memory on the same sources. Here's where each one wins.
KARPATHYOCTOBRAIN
SOFTWARE AND DATA ENGINEERING
I ran Playwright CLI, Playwright MCP and Chrome DevTools MCP on the same page. The snapshots came out nearly identical; the real cost sits elsewhere.
GOOGLECHROME
SOFTWARE AND DATA ENGINEERING
MCP vs CLI vs skills, measured on our own servers: 14 MCP tools cost 7,553 tokens before a prompt. When a shell command wins and when a server earns it.
OCTOCODEOCTOBRAIN
ARTIFICIAL INTELLIGENCE
We ran open weight models on real pull requests. GLM-5.3 Flash landed 19 of 20 fixes, same as Opus in Claude Code, for $1.64 instead of $41.34.
CARGOES LINT
ARTIFICIAL INTELLIGENCE
Choose an AI coding agent with repo-level tests for autonomy, context, verification, integrations, and cost. Judge working changes, not polished demos.
