Five package-level failures that can survive a plugin manifest check, and a read-only way to catch them across Codex and Claude Code.
A plugin can pass validation and still fail after install
Five package-level failures that can survive a plugin manifest check, and a read-only way to catch them across Codex and Claude Code.
TL;DR: I originally treated deterministic boundaries around LLMs as a consistency mechanism. I now...
It's no secret that AI models have come a long way since the early days. They've become one of the...
A practical read on Ring-Zero, zero RL at 1T parameters, and why the useful lesson is feedback loops over prompt scaffolding.