A practical read on Ring-Zero, zero RL at 1T parameters, and why the useful lesson is feedback loops over prompt scaffolding.
The Trillion-Parameter RL Paper Is Really About Letting the Model Find the Workflow
A practical read on Ring-Zero, zero RL at 1T parameters, and why the useful lesson is feedback loops over prompt scaffolding.
Le matin où mon propre fichier m'a menti Mercredi 21 mai, début de session, café à côté du...
The model proposes, the engine disposes. Verifying every LLM-built circuit against the real simulator before it reaches the canvas.
I Built a Dead-Simple API Gateway for My Local LLMs in 50 Lines of Python I run three...