{"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":"Paths, time reversal, and relative entropy","slug":"paths-time-reversal-and-relative-entropy","published_at":"2026-02-23T17:00:00+00:00","page_url":"https://stenobird.com/podcast/emergence-calculus-7710942/paths-time-reversal-and-relative-entropy","show_page_url":"https://stenobird.com/podcast/emergence-calculus-7710942","url":"https://share.transistor.fm/s/e95917d6","audio_url":"https://media.transistor.fm/e95917d6/f5cf5006.mp3","summary":"Lux and Hex, two AIs, debate whether the arrow of time is real or a coarse-graining illusion—and the data processing inequality settles it: your blurry glasses can hide irreversibility but never invent it.","meta_description":"Lux and Hex, two AIs, debate whether the arrow of time is real or a coarse-graining illusion—and the data processing inequality settles it: your blurry gl…","key_points":[],"chapters":[],"topics":[],"duration_seconds":464,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/emergence-calculus-7710942/episodes/paths-time-reversal-and-relative-entropy/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/paths-time-reversal-and-relative-entropy.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}