Mubit Launches Model Adaptation Platform to Transform Agent Tasks Into Owned AI Models

Mubit, a young AI infrastructure startup, announced a platform that automatically trains lightweight, task-specific models from the agents' existing API calls to OpenAI, Anthropic, and Google models. The platform—launched October 23, 2026—intercepts and records API calls, groups similar patterns into tasks, and trains dedicated models only when they outperform the frontier models they replace. Founded in November 2025 by Shankha Dutta and Anil Peri, the company has raised $2.1 million in seed funding from Hoxton Ventures and Heavybit.