# UL NO. 468 | TELOS Patterns, Apple 0-Day, Gumroad Replaces Developers with AI Page: https://stenobird.com/podcast/unsupervised-learning/ul-no-468-telos-patterns-apple-0-day-gumroad-replaces-developers-with-ai Text version: https://stenobird.com/podcast/unsupervised-learning/ul-no-468-telos-patterns-apple-0-day-gumroad-replaces-developers-with-ai.md Podcast: [Unsupervised Learning](https://stenobird.com/podcast/unsupervised-learning) Published: 2025-02-19T19:27:39+00:00 Episode link: https://omny.fm/shows/unsupervised-learning/ul-no-468-telos-patterns-apple-0-day-gumroad-repla Audio file: https://mgln.ai/e/p5837/pscrb.fm/rss/p/traffic.omny.fm/d/clips/070af456-729b-4a0f-9c09-a6c100397b59/3b159371-276d-429e-ae86-a6c1003b01c4/8c0ea74c-01f1-4882-85b4-b289013d377b/audio.mp3?utm_source=Podcast&in_playlist=7b61d4e1-bd3d-4d3f-97c2-a6c1003b01c9 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/unsupervised-learning/episodes/ul-no-468-telos-patterns-apple-0-day-gumroad-replaces-developers-with-ai Duration seconds: 2960 ## Resource Also: A new threat modeling framework for AI, an API security report, and being paralyzed by crisis Subscribe to the newsletter at: https://danielmiessler.com/subscribe Join the UL community at: https://danielmiessler.com/upgrade Follow on X: https://x.com/danielmiessler Follow on LinkedIn: https://www.linkedin.com/in/danielmiessler Become a Member: https://danielmiessler.com/upgrade See omnystudio.com/listener for privacy information. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/unsupervised-learning/episodes/ul-no-468-telos-patterns-apple-0-day-gumroad-replaces-developers-with-ai/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/unsupervised-learning/ul-no-468-telos-patterns-apple-0-day-gumroad-replaces-developers-with-ai.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.