# The Invisible AI - Part 3: Your Bias Is Showing — And So Is the Algorithm's Page: https://stenobird.com/podcast/ai-innovations-unleashed-7077688/the-invisible-ai-part-3-your-bias-is-showing-and-so-is-the-algorithm-s Text version: https://stenobird.com/podcast/ai-innovations-unleashed-7077688/the-invisible-ai-part-3-your-bias-is-showing-and-so-is-the-algorithm-s.md Podcast: [AI Innovations Unleashed](https://stenobird.com/podcast/ai-innovations-unleashed-7077688) Published: 2026-02-21T07:00:00+00:00 Episode link: https://www.buzzsprout.com/2593828/episodes/18719597-the-invisible-ai-part-3-your-bias-is-showing-and-so-is-the-algorithm-s.mp3 Audio file: https://www.buzzsprout.com/2593828/episodes/18719597-the-invisible-ai-part-3-your-bias-is-showing-and-so-is-the-algorithm-s.mp3 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/ai-innovations-unleashed-7077688/episodes/the-invisible-ai-part-3-your-bias-is-showing-and-so-is-the-algorithm-s Duration seconds: 2811 ## Resource Episode 3 of The Invisible AI asks the hardest question yet: what if the math itself is the problem? Tour Guide JR D and AI research companion Ada explore why 'just fix the data' isn't enough — and why algorithmic bias runs deeper than dirty training sets. From Amazon's gender-biased hiring tool (2018) to the Optum healthcare algorithm that mistook systemic inequity for health status, to COMPAS criminal risk scores and their proven mathematical fairness trade-offs, to the self-reinforcing fee... ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/ai-innovations-unleashed-7077688/episodes/the-invisible-ai-part-3-your-bias-is-showing-and-so-is-the-algorithm-s/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/ai-innovations-unleashed-7077688/the-invisible-ai-part-3-your-bias-is-showing-and-so-is-the-algorithm-s.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.