# AI Isn’t Replacing You—It’s Changing the Rules with Sheamus McGovern Page: https://stenobird.com/podcast/breaking-math-podcast-325661/ai-isn-t-replacing-you-it-s-changing-the-rules-with-sheamus-mcgovern Text version: https://stenobird.com/podcast/breaking-math-podcast-325661/ai-isn-t-replacing-you-it-s-changing-the-rules-with-sheamus-mcgovern.md Podcast: [Breaking Math Podcast](https://stenobird.com/podcast/breaking-math-podcast-325661) Published: 2026-04-26T03:08:34+00:00 Episode link: https://rss.com/podcasts/breaking-math/2767616 Audio file: https://content.rss.com/episodes/369257/2767616/breaking-math/2026_04_26_02_57_44_c382cd22-4a39-476d-b898-dd9741d1d0f5.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/breaking-math-podcast-325661/episodes/ai-isn-t-replacing-you-it-s-changing-the-rules-with-sheamus-mcgovern Duration seconds: 2133 ## Resource In this episode we sit down with Sheamus McGovern, founder of the Open Data Science Conference (ODSC AI), to unpack what AI actually looks like. Sheamus shares what’s really happening behind the scenes of the AI boom and why the biggest shift isn’t job loss, but a complete transformation of skills. From explaining why AI is reshaping—not replacing—jobs, to breaking down the gap between hype and real-world applications, this conversation explores how early algorithmic trading foreshadowed today’s AI revolution, why open-source tools like TensorFlow and PyTorch changed everything, what the “AI Skill Flip” means for your career, and why even data scientists are questioning their future. Along the way, the biggest mistake people make when trying to learn AI, and why the smartest approach isn’t to learn everything—but to start intentionally and build from there. Timestamps 00:00 – The biggest misconception about AI 02:00 – Algorithmic trading and the origins of AI in finance 05:00 – The birth of ODSC AI and the data science movement 09:30 – Breakthrough moments in AI 16:30 – Democratization of AI and open-source tools 19:00 – The AI Skill Flip 24:00 – The truth about AI replacing jobs 27:00 – Real-world AI success stories 32:30 – How to actually start learning AI today Follow Sheamus McGovern on LinkedIn ( https://www.linkedin.com/in/sheamus/ ) ODSC Website ( https://odsc.ai/ ) Follow Breaking Math on Substack ( https://breakingmath.substack.com/ ) Twitter ( https://x.com/breakingmathpod ) Instagram ( https://www.instagram.com/breakingmathmedia/ ) Bluesky ( https://bsky.app/profile/breakingmath.bsky.social ) Website ( https://www.breakingmath.io/ ) YouTube ( https://www.youtube.com/@BreakingMathPod ) Follow Noah on Instagram ( https://www.instagram.com/profnoahgian/ ) Twitt… ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/breaking-math-podcast-325661/episodes/ai-isn-t-replacing-you-it-s-changing-the-rules-with-sheamus-mcgovern/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/breaking-math-podcast-325661/ai-isn-t-replacing-you-it-s-changing-the-rules-with-sheamus-mcgovern.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.