# 963: Reinforcement Learning for Agents, with Amazon AGI Labs’ Antje Barth Page: https://stenobird.com/podcast/super-data-science/963-reinforcement-learning-for-agents-with-amazon-agi-labs-antje-barth Text version: https://stenobird.com/podcast/super-data-science/963-reinforcement-learning-for-agents-with-amazon-agi-labs-antje-barth.md Podcast: [Super Data Science: ML & AI Podcast with Jon Krohn](https://stenobird.com/podcast/super-data-science) Published: 2026-02-03T12:00:00+00:00 Episode link: https://www.podtrac.com/pts/redirect.mp3/chrt.fm/track/E581B9/arttrk.com/p/VI4CS/pscrb.fm/rss/p/traffic.megaphone.fm/SUPERDATASCIENCEPTYLTD2620397856.mp3?updated=1770108226 Audio file: https://www.podtrac.com/pts/redirect.mp3/chrt.fm/track/E581B9/arttrk.com/p/VI4CS/pscrb.fm/rss/p/traffic.megaphone.fm/SUPERDATASCIENCEPTYLTD2620397856.mp3?updated=1770108226 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/super-data-science/episodes/963-reinforcement-learning-for-agents-with-amazon-agi-labs-antje-barth Duration seconds: 3069 ## Resource Bestselling author and Gen AI instructor Antje Barth talks to Jon Krohn about her work at Amazon’s AGI Labs and their newest product Nova Act, as well as where we will see the most success with AI agents and how AI developers can reap those rewards. This episode is brought to you by the ⁠⁠Dell⁠⁠, by ⁠⁠Intel⁠⁠, by Fabi and by Cisco. Additional materials: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠www.superdatascience.com/963⁠⁠⁠⁠⁠⁠⁠⁠⁠ Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information. In this episode you will learn: (01:23) Amazon’s latest product, Nova Act (11:05) How Nova Act tests reliability (24:01) Where Amazon’s 1000s of gen AI deployments succeed (31:32) How Nova Act maintains its security (36:32) The increasing value of agentic AI developers ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/super-data-science/episodes/963-reinforcement-learning-for-agents-with-amazon-agi-labs-antje-barth/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/super-data-science/963-reinforcement-learning-for-agents-with-amazon-agi-labs-antje-barth.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.