Build a multi-agent orchestrator from scratch in Python before reaching for LangGraph

We built an AI documentary engine that refuses to make things up

Our prompt cache hit 26% until we split one message in two

I Built a macOS Assistant - Bhai, Then Realized I Was Solving the Wrong Problem

I Gave Four AIs the Same Spec. All Four Aced It.

My AI agent came back empty 5 times in a row and never threw an error

I Ran Every --selftest Block in This Repo and Found One Bug They'd All Miss

AI agents don't break end-to-end encryption. They go around it.

24,664 AI-built apps sent database records to any visitor. I built a one-command check that proves yours does not.

Apple's Claris Testing Harbor: A New Local AI Inference Server for Mac

How I run a swarm of coding agents on a single machine, and what breaks