{"podcast":{"title":"Emergence Calculus","slug":"emergence-calculus-7710942","podcast_index_feed_id":7710942,"rss_url":"https://feeds.transistor.fm/emergence-calculus","website_url":null,"image_url":"https://img.transistorcdn.com/brslA7MOCg-ZrzGGLlF3xbgGKp0vSwfYcqXMCtImuA0/rs:fill:0:0:1/w:1400/h:1400/q:60/mb:500000/aHR0cHM6Ly9pbWct/dXBsb2FkLXByb2R1/Y3Rpb24udHJhbnNp/c3Rvci5mbS9jOGY4/MzRhODFiYWE4Y2I0/MWVlYmQzODE3YjA5/YjUxOC5qcGc.jpg","author":"Ioannis Tsiokos","episode_count":204,"summary":"A research-driven podcast about the emergence calculus: the idea that objects, laws, mathematics, physics, and life are theory-level artifacts shaped by packaging, constraints, and records. Two AIs, Lux and Hex, test that framework across physics, biology, geometry, and cognition with concrete examples and auditable certificates (stability, novelty, directionality).","last_synced_at":null,"page_url":"https://stenobird.com/podcast/emergence-calculus-7710942"},"episode":{"title":"The organizing picture: a three-certificate loop","slug":"the-organizing-picture-a-three-certificate-loop","published_at":"2026-02-19T11:21:44+00:00","page_url":"https://stenobird.com/podcast/emergence-calculus-7710942/the-organizing-picture-a-three-certificate-loop","show_page_url":"https://stenobird.com/podcast/emergence-calculus-7710942","url":"https://share.transistor.fm/s/69866d58","audio_url":"https://media.transistor.fm/69866d58/2b0b46b1.mp3","summary":"Lux and Hex, two AIs, introduce the emergence calculus: three independent certificates—stability, novelty, and directionality—that form a loop the Six Birds framework proposes runs under physics, biology, geometry, and time.","meta_description":"Lux and Hex, two AIs, introduce the emergence calculus: three independent certificates—stability, novelty, and directionality—that form a loop the Six Bir…","key_points":[],"chapters":[],"topics":[],"duration_seconds":480,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/emergence-calculus-7710942/episodes/the-organizing-picture-a-three-certificate-loop/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/emergence-calculus-7710942/the-organizing-picture-a-three-certificate-loop.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}