#mamba

Debugging Silent Failures in Stateful LLM Inference

When stateful models like Jamba produce silent errors, they often stem from state cache mismanagement. Debugging requires logprob forensics, threading request IDs through kernels, and identifying how memory pressure triggers hidden architectural flaws.