# Beyond the Specialist: How Istari + AI Expands Who Gets to Drive Innovation in Hardware Page: https://stenobird.com/podcast/cdfam-computational-design-symposium-7077587/beyond-the-specialist-how-istari-ai-expands-who-gets-to-drive-innovation-in-hardware Text version: https://stenobird.com/podcast/cdfam-computational-design-symposium-7077587/beyond-the-specialist-how-istari-ai-expands-who-gets-to-drive-innovation-in-hardware.md Podcast: [CDFAM Computational Design Symposium](https://stenobird.com/podcast/cdfam-computational-design-symposium-7077587) Published: 2026-09-12T21:41:29+00:00 Episode link: https://www.designforam.com/p/beyond-the-specialist-how-istari Audio file: https://api.substack.com/feed/podcast/215419034/8f932a10243c0024aaa390f14c7654da.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/cdfam-computational-design-symposium-7077587/episodes/beyond-the-specialist-how-istari-ai-expands-who-gets-to-drive-innovation-in-hardware Duration seconds: 982 ## Resource CDFAM Computational Design Symposium — Barcelona 2026 Rebeka Melber · Istari Digital AI coding tools didn't just accelerate software development — they changed who gets to build. A comparable shift is underway in hardware. Rebeka Melber examines how AI paired with connected engineering infrastructure is lowering the barrier to hardware innovation. The argument isn't that AI replaces deep expertise. It's that it expands who can contribute meaningfully to the design process — and earlier in it. When more of the right people can engage at the right time, ideas move faster and better solutions emerge from places they otherwise wouldn't. The talk draws on Istari's work with defense and government programs adopting next-generation digital engineering environments, and addresses what it takes to make advanced tools genuinely accessible within complex, mission-critical organizations. Links Watch the talk on YouTube Cite this talk Search the full text of every recorded CDFAM presentation This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit www.designforam.com ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/cdfam-computational-design-symposium-7077587/episodes/beyond-the-specialist-how-istari-ai-expands-who-gets-to-drive-innovation-in-hardware/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/cdfam-computational-design-symposium-7077587/beyond-the-specialist-how-istari-ai-expands-who-gets-to-drive-innovation-in-hardware.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.