# Rebuilding IT From the Ground Up for the AI Age: Serval's Jake Stauch Page: https://stenobird.com/podcast/training-data/rebuilding-it-from-the-ground-up-for-the-ai-age-serval-s-jake-stauch Text version: https://stenobird.com/podcast/training-data/rebuilding-it-from-the-ground-up-for-the-ai-age-serval-s-jake-stauch.md Podcast: [Training Data](https://stenobird.com/podcast/training-data) Published: 2026-05-19T09:00:00+00:00 Episode link: https://pscrb.fm/rss/p/traffic.megaphone.fm/CPUAI4526751506.mp3 Audio file: https://pscrb.fm/rss/p/traffic.megaphone.fm/CPUAI4526751506.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/training-data/episodes/rebuilding-it-from-the-ground-up-for-the-ai-age-serval-s-jake-stauch Duration seconds: 2303 ## Resource Jake Stauch, founder and CEO of Serval, is building a ServiceNow for the AI era. His most contrarian bet is that the product should look like boring old enterprise software, but with unlimited intelligence. Serval's architecture splits work between two agents: an admin agent that uses code generation to spin up workflows from natural language, and a help desk agent that can only act through the tools admins explicitly approve. Jake explains why his team uses OpenAI models for end-user interaction and Anthropic models for code generation, why new model releases sometimes have to be rolled back when prompt tuning breaks, and why he's not worried the foundation labs will come downmarket. He also makes the case for "fewer, better" hiring as the only durable moat in a world where products may need to be rebuilt every six months. Hosted by Pat Grady, Sequoia Capital ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/training-data/episodes/rebuilding-it-from-the-ground-up-for-the-ai-age-serval-s-jake-stauch/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/training-data/rebuilding-it-from-the-ground-up-for-the-ai-age-serval-s-jake-stauch.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.