The CAFE(S) framework is a research-backed definition of context quality for AI agents.
DX collaborated with researchers at Capital One, Google, and UVic to give teams a shared standard for reviewing agent context by breaking it into five properties: clarity, actionability, fidelity, efficiency, and security.
Your agent is only as good as its context and the CAFE(S) framework establishes a shared language around context to help you better understand how & why agents go wrong.
Check it out here !
SHOW NOTES:
- Introducing Nick & his journey from sensor research to Archetype AI (1:47)
- What Archetype AI is building / bringing intelligence to existing sensors (3:24)
- Use cases for physical AI across industries (5:33)
- Lessons from Project Soli & the early conviction behind Archetype AI (7:19)
- Knowing when to question experts & trust your technical conviction (11:32)
- How a clear vision helps teams push through uncertainty (13:34)
- Balancing ambitious research with real customer needs (15:49)
- Avoiding pilot purgatory / delivering customer value & designing for edge deployment (17:19)
- Using the two-bucket approach & steel cable framework to navigate ambiguity (21:28)
- Recognizing customer patterns & knowing when to apply engineering rigor (25:25)
- How Google, Adidas & FIFA connected a smart insole to a mobile game (27:12)
- Matching talent to exploratory research vs. production engineering (30:25)
- Intentionally pairing algorithm & software experts for fast iteration (33:10)
- Why sequential R&D handoffs break down in zero-to-one work (34:23)
- Choosing to build sensor expertise & leverage open-source language models (35:52)
- Rapid fire questions (38:10)
This episode wouldn’t have been possible without the help of our incredible production team:
Jerry Li - Host
Noah Olberding - Associate Producer, Audio & Video Editor https://www.linkedin.com/in/noah-olberding/ Dan Overheim - Audio Engineer, Dan’s also an avid 3D printer - https://www.bnd3d.com/ Ellie Coggins Angus - Copywriter, Check out her other work at https://elliecoggins.com/about/