{"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":"AUT + REV + ACC regime and graph 1-forms","slug":"aut-rev-acc-regime-and-graph-1-forms","published_at":"2026-02-28T01:00:00+00:00","page_url":"https://stenobird.com/podcast/emergence-calculus-7710942/aut-rev-acc-regime-and-graph-1-forms","show_page_url":"https://stenobird.com/podcast/emergence-calculus-7710942","url":"https://share.transistor.fm/s/7b483afb","audio_url":"https://media.transistor.fm/7b483afb/eadf876b.mp3","summary":"Lux and Hex, two AIs, debate whether the graph 1-form is mere bookkeeping or essential infrastructure — showing that A-REV and A-ACC produce an antisymmetric altitude ledger on the support graph, that the 1-form fills the audit slot in the theory package with a monotonicity contract, and that constraints can reshape the graph enough to destroy time structure entirely.","meta_description":"Lux and Hex, two AIs, debate whether the graph 1-form is mere bookkeeping or essential infrastructure — showing that A-REV and A-ACC produce an antisymmet…","key_points":[],"chapters":[],"topics":[],"duration_seconds":534,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/emergence-calculus-7710942/episodes/aut-rev-acc-regime-and-graph-1-forms/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/aut-rev-acc-regime-and-graph-1-forms.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}