# SE Radio 697: Philip Kiely on Multi-Model AI Page: https://stenobird.com/podcast/software-engineering-radio/se-radio-697-philip-kiely-on-multi-model-ai Text version: https://stenobird.com/podcast/software-engineering-radio/se-radio-697-philip-kiely-on-multi-model-ai.md Podcast: [Software Engineering Radio - The Podcast for Professional Software Developers](https://stenobird.com/podcast/software-engineering-radio) Published: 2025-12-03T23:29:00+00:00 Episode link: https://se-radio.net/2025/12/se-radio-697-philip-kiely-on-multi-model-ai/ Audio file: https://traffic.libsyn.com/secure/seradio/697-philip-kiely-multi-agent-ai.mp3?dest-id=23379 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/software-engineering-radio/episodes/se-radio-697-philip-kiely-on-multi-model-ai Duration seconds: 3393 ## Resource Philip Kiely, software developer relations lead at Baseten, speaks with host Jeff Doolittle about multi-agent AI, emphasizing how to build AI-native software beyond simple ChatGPT wrappers. Kiely advocates for composing multiple models and agents that take action to achieve complex user goals, rather than just producing information. He explains the transition from off-the-shelf models to custom solutions, driven by needs for domain-specific quality, latency improvements, and economic sustainability, which introduces the engineering challenge of inference engineering. Kiely stresses that AI engineering is primarily software engineering with new challenges, requiring robust observability and careful consideration of trust and safety through evals and alignment. He recommends an approach of iterative experimentation to get started with multi-agent AI systems. Brought to you by IEEE Computer Society and IEEE Software magazine. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/software-engineering-radio/episodes/se-radio-697-philip-kiely-on-multi-model-ai/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/software-engineering-radio/se-radio-697-philip-kiely-on-multi-model-ai.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.