{"podcast":{"title":"CDFAM Computational Design Symposium","slug":"cdfam-computational-design-symposium-7077587","podcast_index_feed_id":7077587,"rss_url":"https://api.substack.com/feed/podcast/798745.rss","website_url":"https://www.designforam.com/podcast","image_url":"https://substackcdn.com/feed/podcast/798745/f2c96dc0f73a38b9580cf546fbfb0454.jpg","author":"Duann Scott","episode_count":176,"summary":"Explorations of Computational Design, AI & Machine Learning for Engineering & Architecture","last_synced_at":"2026-09-22T14:17:07.753459+00:00","page_url":"https://stenobird.com/podcast/cdfam-computational-design-symposium-7077587"},"episode":{"title":"Authoring Autonomy","slug":"authoring-autonomy","published_at":"2026-09-14T09:55:00+00:00","page_url":"https://stenobird.com/podcast/cdfam-computational-design-symposium-7077587/authoring-autonomy","show_page_url":"https://stenobird.com/podcast/cdfam-computational-design-symposium-7077587","url":"https://www.designforam.com/p/authoring-autonomy","audio_url":"https://api.substack.com/feed/podcast/215541432/89f99fc0a63bddc830d07b2a9e851642.mp3","summary":"CDFAM Computational Design Symposium — Washington DC 2026 Brian Ringley · Boston Dynamics Atlas is a general-purpose humanoid aimed squarely at industrial work, and Brian Ringley makes the case that its value is economic rather than technological. Most of the automation gaps on a factory floor could be closed with conventional equipment; what makes that impractical is designing a bespoke solution for each one. A single investment in generalised hardware turns all of those separate problems into one software problem, which is a far cheaper thing to solve. The talk walks through the industrial design decisions that follow from putting a machine into shared human space. Why the robot has a head and a face that turns: perception needs to sit at eye level, and a gaze tells a person nearby that they have been seen and hints at what the robot will do next. Why it reads as equipment rather than as a person. And why only two actuator types appear across the whole machine, giving a blocky, repetitive design language in exchange for cost, reliability and field-replaceable parts, with continuously rotating joints that let it work in ways a human body cannot. The second half is about teaching it to do useful work. Ringley lays out the current stack — reinforcement learning for whole-body control, behaviour cloning from VR teleoperation for manipulation, and a vision-language model above both for reasoning and tool calls — and is candid that the hard constraint is data. There is no internet-scale corpus of action data, so it has to be produced: pilots suited up in VR on real plant floors, training in simulation to remove latency, and supervised correction where a human takes control mid-policy to annotate what went wrong. Running underneath is an argument about authorship, that the…","meta_description":"CDFAM Computational Design Symposium — Washington DC 2026 Brian Ringley · Boston Dynamics Atlas is a general-purpose humanoid aimed squarely at industrial…","key_points":[],"chapters":[],"topics":[],"duration_seconds":2047,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/cdfam-computational-design-symposium-7077587/episodes/authoring-autonomy/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/cdfam-computational-design-symposium-7077587/authoring-autonomy.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}