Mubit

Mubit builds software infrastructure for production AI agents. It captures agent decisions, context, and outcomes, links each outcome to the decision that caused it, and helps teams compare runs to identify what led to success or failure. The platform turns those findings into lessons and versioned, reversible adapters to calibrate open-weight models; its operational memory and shared-state tools are intended to improve agent reliability without constant human intervention.