Sudip Roy
Co-founder and CTO of Adaption Labs, focused on techniques for adapting foundation models to enterprise needs using gradient-free and inference-time approaches to improve reliability and reduce adaptation cost.
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Mar 5, 2026 • 33min
Adaptation: The Missing Layer Between Apps and Foundation Models
Sudip Roy, Co-founder and CTO of Adaption Labs known for building systems that adapt foundation models to real-world enterprise needs. He discusses why projects fail in the last 5% of reliability. He explores gradient-free, inference-time techniques for routing and combining models. He compares adaptation to fine-tuning and outlines practical tradeoffs for cost, deployment, and continuous improvement.
