Everything is MIT-licensed markdown. No dependencies, no telemetry, works with any agent tool.
Honest limitation: it's discipline, not enforcement — nothing physically stops an agent from ignoring it.
What would enforcement even look like? 👇
https://t.co/B93EHrAqIj
I ran 26+ AI coding agents in parallel on real projects.
Zero code collisions — but only after I stopped learning every failure the hard way.
Here's the governance system that came out of those incidents (open source, just markdown):
https://t.co/B93EHrAqIj 🧵
Free-tier reality: model catalogs rotate weekly.
3 of 8 free models died within ONE day in live testing.
So every session starts with live probing — tiny ~10-token health checks per candidate. Dead models eliminated before work begins, paid models as guaranteed floor.
The core idea: three separate mutexes.
CODE (source files) · LEDGER (tracking docs) · DB-CF (infrastructure)
Docs threads need LEDGER for seconds. Code threads hold CODE for hours.
Separate locks = docs work never queues behind coding. That's the throughput trick.
@KElectricPk Issue not resolved but you people mark it resolved by yourself! Breakdown at 10:56 and came back at 11:00. Breakdown at 11:02 and not back yet!!
@Yayvo_TCS @ProPakistaniPK Well Done, Back UP but Not fair Was about to buy Hair Straightener. Its Gone. Was about to play hangman. Its gone BTW you forgot adding YOU!