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Stellar Work · Monday · 40 min

#69 Brian Houck - Treat context like code

Most teams spend their AI budget on models and harnesses. Brian Houck thinks the weak link is the context we hand the agent. Brian is a Distinguished Scientist at DX and spent 20 years researching developer productivity at Microsoft. With Margaret-Anne Storey, Max Kanat-Alexander, Eirini Kalliamvakou and Nicole Forsgren he wrote CAFE(S), a framework for what makes context good enough for an agent to use. What you'll hear: - The five CAFE(S) properties: clarity, actionability, fidelity, efficiency, and security - Why "order me food" fails as a prompt, and what a 25-year-old ramen post has to do with it - Why 88% of engineers in Brian's research regularly lose time to out-of-date documentation, and how AI makes that worse - The productivity-experience paradox: developers ship more and feel worse about it - The easiest productivity win for an engineering manager. It involves the calendar. Links: CAFE(S) paper (ACM Queue): https://queue.acm.org/doi/10.1145/3847288 Brian Houck on LinkedIn: https://www.linkedin.com/in/brianhouck/ DX: https://getdx.com More episodes & all platforms: https://stellarwork.start.page Newsletter: https://substack.com/@stellarwork Host: Ben, founder of Stellar Work

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show notes

Most teams spend their AI budget on models and harnesses. Brian Houck thinks the weak link is

the context we hand the agent.

Brian is a Distinguished Scientist at DX and spent 20 years researching developer productivity at

Microsoft. With Margaret-Anne Storey, Max Kanat-Alexander, Eirini Kalliamvakou and Nicole

Forsgren he wrote CAFE(S), a framework for what makes context good enough for an agent to use.

What you'll hear:

- The five CAFE(S) properties: clarity, actionability, fidelity, efficiency, and security

- Why "order me food" fails as a prompt, and what a 25-year-old ramen post has to do with it

- Why 88% of engineers in Brian's research regularly lose time to out-of-date documentation, and

how AI makes that worse

- The productivity-experience paradox: developers ship more and feel worse about it

- The easiest productivity win for an engineering manager. It involves the calendar.

Links:

CAFE(S) paper (ACM Queue): https://queue.acm.org/doi/10.1145/3847288

Brian Houck on LinkedIn: https://www.linkedin.com/in/brianhouck/

DX: https://getdx.com

More episodes & all platforms: https://stellarwork.start.page

Newsletter: https://substack.com/@stellarwork

Host: Ben, founder of Stellar Work