Adaptation: The Missing Layer Between Apps and Foundation Models

Adaptation: The Missing Layer Between Apps and Foundation Models

From The Data Exchange with Ben Lorica by Ben Lorica

March 5, 2026 · 33 min

About this episode

Ben Lorica discusses the challenges of enterprise AI adoption and the concept of adaptation with Sudip Roy.

Ben Lorica talks with Sudip Roy (Co-founder & CTO, Adaption Labs) about why enterprise AI adoption stalls in the “last 5%” of reliability — and why waiting for the next frontier model release is usually the wrong bet. They unpack “adaptation” as something broader than post-training, including gradient-free, inference-time techniques that can sit above models to route, combine, and continuously improve behavior. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substac...

People in this episode

Host: Ben Lorica

Guest: Sudip Roy

Topics covered

  • enterprise AI
  • reliability
  • adaptation
  • foundation models
  • inference-time techniques

Keywords

  • enterprise AI
  • adaptation
  • foundation models
  • reliability
  • inference-time techniques

Mentioned in this episode

Organizations: Adaption Labs

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