# Is AI Cycling's Next Marginal Gain?

Page: https://stenobird.com/podcast/beyond-the-peloton-podcast-7315974/is-ai-cycling-s-next-marginal-gain
Text version: https://stenobird.com/podcast/beyond-the-peloton-podcast-7315974/is-ai-cycling-s-next-marginal-gain.md
Podcast: [Beyond the Peloton Podcast](https://stenobird.com/podcast/beyond-the-peloton-podcast-7315974)
Published: 2026-05-02T13:46:43+00:00
Episode link: https://beyondthepeloton.substack.com/p/is-ai-cyclings-next-marginal-gain
Audio file: https://api.substack.com/feed/podcast/196217343/d66296a8a42150668ac1e1a0f965dd3a.mp3
Processing state: not_requested
JSON: https://stenobird.com/v1/public/podcasts/beyond-the-peloton-podcast-7315974/episodes/is-ai-cycling-s-next-marginal-gain
Duration seconds: 4499

## Resource

Spencer Martin and co-host Andrew Vontz discuss Tadej Pogačar’s incredible ride to beat Paul Seixas at Sunday’s Liège-Bastogne-Liège, and wonder if the nineteen-year-old Frenchman will eventually crack the code to defeating Pogačar. They break down the Ineos-Netcompany partnership, and wonder if AI is the next frontier in the battle for cycling supremacy. Follow Andrew’s path to beating cancer here See the breakdowns of the latest pro cycling races in the BTP Newsletter ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Listen to Andrew’s Choose the Hard Way Podcast Follow Spencer & Andrew on Strava This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit beyondthepeloton.substack.com/subscribe

## Actions

- request_transcript: `POST https://stenobird.com/v1/public/podcasts/beyond-the-peloton-podcast-7315974/episodes/is-ai-cycling-s-next-marginal-gain/transcription-requests` — Idempotently request low-priority transcript generation for this episode.
- read_markdown: `GET https://stenobird.com/podcast/beyond-the-peloton-podcast-7315974/is-ai-cycling-s-next-marginal-gain.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.