CogniConsole

A new study introduces CogniConsole, a system that improves LLM reliability through inference-time control rather than scaling model capability. Testing with 489 probes showed reduced output variance …

Researchers introduced CogniConsole, an architecture that externalizes inference-time control for LLMs through a structured interface combining programmatic coordination with bounded prompt-based reas…