A successful health check proves reachability, not coding-agent readiness. Use this reusable probe for system prompts, tool calls, and streaming before enabling a new model.
Before Adding Gemma 4 to MonkeyCode, Run a Model Capability Contract
A successful health check proves reachability, not coding-agent readiness. Use this reusable probe for system prompts, tool calls, and streaming before enabling a new model.
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.