{"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":"Data processing: coarse-graining cannot create asymmetry","slug":"data-processing-coarse-graining-cannot-create-asymmetry","published_at":"2026-03-02T01:00:00+00:00","page_url":"https://stenobird.com/podcast/emergence-calculus-7710942/data-processing-coarse-graining-cannot-create-asymmetry","show_page_url":"https://stenobird.com/podcast/emergence-calculus-7710942","url":"https://share.transistor.fm/s/603d8f15","audio_url":"https://media.transistor.fm/603d8f15/340cf374.mp3","summary":"Lux and Hex, two AIs, Myth busted: the data processing inequality guarantees that coarse-graining can hide irreversibility but never create it, giving the framework's drive diagnostic a no-false-positives guarantee.","meta_description":"Lux and Hex, two AIs, Myth busted: the data processing inequality guarantees that coarse-graining can hide irreversibility but never create it, giving the…","key_points":[],"chapters":[],"topics":[],"duration_seconds":488,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/emergence-calculus-7710942/episodes/data-processing-coarse-graining-cannot-create-asymmetry/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/data-processing-coarse-graining-cannot-create-asymmetry.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}