Live from DevDay — the OpenAI Podcast Ep. 7

The OpenAI Podcast is live for the first time. Host Andrew Mayne sits down with startups Cursor, Abridge, SchoolAI, and Jam.dev—each reimagining how AI can transform their industries. From healthcare and education to coding and collaboration, we explore how these builders are putting AI to work in the real world. Subscribe to the OpenAI Podcast on Spotify and Apple Podcasts

Andrew Maynehost

Oct 5, 20251h 1mWatch on YouTube ↗

WHAT IT’S REALLY ABOUT

DevDay highlights: agents, evals, and domain tools transforming work

Host Andrew Mayne interviews leaders from SchoolAI, Jam.dev, Abridge, and Cursor about what DevDay announcements unlock for their products and customers.
Across domains, the conversation centers on moving beyond “models” to reliable products: orchestration/agents, guardrails and permissions, evaluations, and faster iteration loops.
Education and healthcare emphasize trust, safety, and domain-specific definitions of failure (e.g., “hallucination”), while Jam.dev and Cursor focus on empowering non-engineers and speeding software creation.
A recurring theme is that better tooling (Agent/Agent Builder, apps, MCP integrations, evals/optimizers) shifts advantage from raw engineering capacity toward domain expertise, product design, and customer understanding.

IDEAS WORTH REMEMBERING

5 ideas

AI adoption in schools is moving from bans to literacy to embedded tutoring.

Caleb Hicks describes a common progression: initial prohibition, then teacher productivity, and now recognition that students must learn AI to stay competitive—culminating in classroom-connected tutors that reflect actual lessons and goals.

Teachers shouldn’t need to become prompt engineers.

SchoolAI “enriches” teacher prompts and packages common tasks as forms and tools (lesson plans, adapted readings), reserving complexity (orchestration/meta-prompting) for the platform rather than the educator.

The real product is outcomes and workflows—not the AI tools themselves.

Mayne and Hicks stress that DevDay primitives are a platform layer; winning products come from deep understanding of educator needs (dashboards, exit tickets, actionable student support), not just wiring APIs.

Guardrailed, observable tutoring enables a “GPS for impact.”

SchoolAI’s managed, one-time tutors produce real-time insight into student understanding and social-emotional status, helping teachers prioritize attention—especially when they may support hundreds of students.

Evals become non-optional when usage scales; small error rates explode.

A 2–3% issue rate becomes massive with millions of users; speakers highlight integrated eval tooling as crucial because teams often defer building eval suites despite their importance.

WORDS WORTH SAVING

5 quotes

Teachers should never have to become prompt engineers.

— Caleb Hicks (SchoolAI)

When you have five million students using your platform, 2 to 3% means a whole ton of issues every day.

— Caleb Hicks (SchoolAI)

It lets any PM, designer, marketer… fix what's broken instantly without writing code.

— Dani Grant (Jam.dev)

I think we just saw a new way to browse the web… read, write, think.

— Dani Grant (Jam.dev)

‘I actually got to have dinner with my family every night this week for the first time in like 10 years’… ‘Abridge is saving my marriage.’

— Zach Lipton (Abridge)

Safe, managed AI in classroomsTeacher workflows: prompts, tools, dashboardsAgent Builder / Agents SDK and permissionsMCP servers and partner integrationsEvals, monitoring, and quality at scaleNon-engineers shipping changes via PRsHealthcare documentation burden and ambient listeningIDE/agent workflows and context engineeringDogfooding and internal product-market fitDisposable one-off software vs long-lived apps

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