# 0072: Thirty Days with Agentic AI, From Whispered Prompts to Working Systems Page: https://stenobird.com/podcast/thetechhustle-podcast-6701182/0072-thirty-days-with-agentic-ai-from-whispered-prompts-to-working-systems Text version: https://stenobird.com/podcast/thetechhustle-podcast-6701182/0072-thirty-days-with-agentic-ai-from-whispered-prompts-to-working-systems.md Podcast: [#TheTechHustle Podcast 🎙](https://stenobird.com/podcast/thetechhustle-podcast-6701182) Published: 2025-10-02T22:00:00+00:00 Episode link: https://www.buzzsprout.com/2282128/episodes/17947736-0072-thirty-days-with-agentic-ai-from-whispered-prompts-to-working-systems.mp3 Audio file: https://www.buzzsprout.com/2282128/episodes/17947736-0072-thirty-days-with-agentic-ai-from-whispered-prompts-to-working-systems.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/thetechhustle-podcast-6701182/episodes/0072-thirty-days-with-agentic-ai-from-whispered-prompts-to-working-systems Duration seconds: 3760 ## Resource What if you could stop hand-coding and still ship production-ready features at speed? We walk through a focused 30-day sprint where an agentic AI—treated like a junior engineer—helped us recreate the majority of a complex edge-compute toolkit by pairing goal-first prompts with test-driven development. Instead of micromanaging steps, we defined outcomes, wrote tests, and “whispered” constraints the agent used to plan, code, and iterate. The results weren’t just fast; they were reviewable, modu... ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/thetechhustle-podcast-6701182/episodes/0072-thirty-days-with-agentic-ai-from-whispered-prompts-to-working-systems/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/thetechhustle-podcast-6701182/0072-thirty-days-with-agentic-ai-from-whispered-prompts-to-working-systems.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.