# Building a Career Co-pilot for Disadvantaged Students: How Zero Gravity Bridges Knowing and Doing Page: https://stenobird.com/podcast/just-now-possible-7481489/building-a-career-co-pilot-for-disadvantaged-students-how-zero-gravity-bridges-knowing-and-doing Text version: https://stenobird.com/podcast/just-now-possible-7481489/building-a-career-co-pilot-for-disadvantaged-students-how-zero-gravity-bridges-knowing-and-doing.md Podcast: [Just Now Possible](https://stenobird.com/podcast/just-now-possible-7481489) Published: 2026-01-08T09:00:00+00:00 Episode link: https://justnowpossible.podigee.io/15-building-a-career-co-pilot-at-zero-gravity Audio file: https://audio.podigee-cdn.net/2287519-m-979e8aa33b4d3b3ac1043a95d076e5e7.mp3?source=feed Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/just-now-possible-7481489/episodes/building-a-career-co-pilot-for-disadvantaged-students-how-zero-gravity-bridges-knowing-and-doing Duration seconds: 4184 ## Resource How do you help disadvantaged students take action on opportunities they don't even know exist? In this episode of _Just Now Possible_, Teresa Torres talks with Elliot Little (Product Manager) and Dan St. Paul (Software Engineer) from Zero Gravity, a UK-based platform that helps state school students access elite career opportunities through mentoring, community, and learning pathways. They've built an AI career co-pilot that acts as an orchestrator—not an automation tool—bridging the gap between knowing what to do and actually doing it. You'll hear how they: - Started with grand visions of AI mentors and synthetic avatars, then scaled back to something simpler and more effective - Discovered that hiding the "LLM magic" backfired—students needed to feel the personalization - Built context management strategies to handle multi-month student journeys without blowing up token counts - Approached safeguarding as a first-class concern when building AI for 16-year-olds - Used application logic rather than complex RAG architectures to manage tool availability and context freshness It's a practical look at building AI products that augment human relationships rather than replace them—from a team navigating the unique challenges of educational technology. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/just-now-possible-7481489/episodes/building-a-career-co-pilot-for-disadvantaged-students-how-zero-gravity-bridges-knowing-and-doing/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/just-now-possible-7481489/building-a-career-co-pilot-for-disadvantaged-students-how-zero-gravity-bridges-knowing-and-doing.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.