# Solutioning in the Age of AI (Ep. 166) Page: https://stenobird.com/podcast/never-rewrite-software-engineering-ai-coding-6208168/solutioning-in-the-age-of-ai-ep-166 Text version: https://stenobird.com/podcast/never-rewrite-software-engineering-ai-coding-6208168/solutioning-in-the-age-of-ai-ep-166.md Podcast: [Never Rewrite: Software Engineering & AI Coding](https://stenobird.com/podcast/never-rewrite-software-engineering-ai-coding-6208168) Published: 2026-07-31T13:00:00+00:00 Episode link: https://api.riverside.com/hosting-analytics/media/137486c810c6bb18a2c78adc629cf74e51907ee1319103ea0c03e5096fe3357a/eyJlcGlzb2RlSWQiOiIxNzk0OTJmMC0xZmNkLTQ1NzgtYWY4YS1iZTkyODlmOWU5NDAiLCJwb2RjYXN0SWQiOiI3YTA3YTNiYS0wNzY2LTQzOTUtOTFlNy01MTFkZmM5MmEzZjAiLCJhY2NvdW50SWQiOiI2NTBkZGJjZDU5NTYwNGVjYjNiMTRmZmIiLCJwYXRoIjoibWVkaWEvY2xpcHMvNmE2MTFjYjVlMTZjZjFmYzdhZWZkN2JkL25ldmVyLXJld3JpdGUtY29tcG9zZXItMjAyNi03LTIyX18yMS00MC0zNy5tcDMifQ==.mp3 Audio file: https://api.riverside.com/hosting-analytics/media/137486c810c6bb18a2c78adc629cf74e51907ee1319103ea0c03e5096fe3357a/eyJlcGlzb2RlSWQiOiIxNzk0OTJmMC0xZmNkLTQ1NzgtYWY4YS1iZTkyODlmOWU5NDAiLCJwb2RjYXN0SWQiOiI3YTA3YTNiYS0wNzY2LTQzOTUtOTFlNy01MTFkZmM5MmEzZjAiLCJhY2NvdW50SWQiOiI2NTBkZGJjZDU5NTYwNGVjYjNiMTRmZmIiLCJwYXRoIjoibWVkaWEvY2xpcHMvNmE2MTFjYjVlMTZjZjFmYzdhZWZkN2JkL25ldmVyLXJld3JpdGUtY29tcG9zZXItMjAyNi03LTIyX18yMS00MC0zNy5tcDMifQ==.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/never-rewrite-software-engineering-ai-coding-6208168/episodes/solutioning-in-the-age-of-ai-ep-166 Duration seconds: 1074 ## Resource Isaac & Jeffrey discuss how delivering incredibly literal acceptance criteria ('solutioning') changes when the engineering work pivots to the AI agent rather than a human engineer. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/never-rewrite-software-engineering-ai-coding-6208168/episodes/solutioning-in-the-age-of-ai-ep-166/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/never-rewrite-software-engineering-ai-coding-6208168/solutioning-in-the-age-of-ai-ep-166.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.