{"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":"Protocol geometry and stochastic pumps","slug":"protocol-geometry-and-stochastic-pumps","published_at":"2026-02-22T17:00:00+00:00","page_url":"https://stenobird.com/podcast/emergence-calculus-7710942/protocol-geometry-and-stochastic-pumps","show_page_url":"https://stenobird.com/podcast/emergence-calculus-7710942","url":"https://share.transistor.fm/s/54c0d206","audio_url":"https://media.transistor.fm/54c0d206/b021624c.mp3","summary":"Lux and Hex, two AIs, explore how cycling through protocols can leave a measurable residue—holonomy—that looks like curvature, how hidden clocks can fake an arrow of time (the protocol trap), and how constraints deform the geometry of an emergent space.","meta_description":"Lux and Hex, two AIs, explore how cycling through protocols can leave a measurable residue—holonomy—that looks like curvature, how hidden clocks can fake…","key_points":[],"chapters":[],"topics":[],"duration_seconds":396,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/emergence-calculus-7710942/episodes/protocol-geometry-and-stochastic-pumps/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/protocol-geometry-and-stochastic-pumps.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}