CogniConsole

CogniConsole, a structured inference-time control interface, reduces LLM output variance and failure rates by up to 40% without modifying the underlying model, according to a new arXiv paper. The appr…

A new study reveals that LLM reliability depends more on inference-time control than on model capability, introducing CogniConsole, a system that externalizes control into a structured interface. Thro…

A new study from arXiv (2607.08774v1) introduces CogniConsole, an architectural framework that externalizes inference-time control for large language models (LLMs) into a structured interface combinin…