--- schema: 1 type: video title: 'The Multi-Agent Architecture That Actually Ships — Luke Alvoeiro, Factory' description: >- Everyone's building multi-agent systems, but nobody agrees on how. This talk proposes a taxonomy of five frontier multi-agent strategies and shows what happens when you compose them into a single architecture. Drawing from production data at Factory, we walk through a three-role system (orchestrator, workers, validators) that uses validation contracts, structured agent handoffs, and adversarial verification. We cover the case for serial over parallel execution, why model selection per role is a compounding advantage, and how to design systems that get better with each model generation instead of being made obsolete by them. Speaker info: - https://github.com/lukealvoeiro - https://www.linkedin.com/in/lukealvoeiro Timestamp: 0:00 Introduction to multi-agent systems and the bottleneck of human attention 1:50 Taxonomy of five frontier multi-agent frameworks 4:04 Introducing 'Missions': The three-role architecture (Orchestrator, Workers, Validators) 6:34 The importance of validation contracts for consistent quality 8:09 Maintaining long-term context through structured handoffs 9:17 The case for serial execution over parallel execution 10:30 Mission control: Monitoring agent progress 11:22 Strategic model selection per role ('Droid whispering') 13:06 Production data analysis: Building a Slack clone 14:34 Designing systems that improve with each model generation 15:51 Conclusion: The shifting economics of software engineering --- Watch along with the corrected transcript, summary, timestamps and resources on this talk's official AIE page: https://ai.engineer/talks/ow1we5PzK-o-production-multi-agent-architecture Join our upcoming AI Engineer conferences (see https://ai.engineer landing page): - AIEi Shanghai, November 5–6 — the first for meeting top Chinese labs and engineers - AIE CODE in SF, November 10–12 — the top AI Coding conference returns - AIEi Sydney, December 7–8 — the first AIEi run alongside NeurIPS 2026 in Sydney --- canonical: 'https://liquidgold.cc/watch/ow1we5PzK-o' markdown: 'https://liquidgold.cc/watch/ow1we5PzK-o.md' llms: 'https://liquidgold.cc/watch/ow1we5PzK-o/llms.txt' parent: 'https://liquidgold.cc/channel/aidotengineer.md' channel: aidotengineer updated: '2026-10-24T14:12:17.301Z' language: null children: [] videoId: ow1we5PzK-o durationSeconds: 1111 publishedAt: '2026-05-06T15:00:06.000Z' searchChunks: - ordinal: 0 text: null startSeconds: 25 endSeconds: 114 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=25' heldReason: rights - ordinal: 1 text: null startSeconds: 126 endSeconds: 250 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=126' heldReason: rights - ordinal: 2 text: null startSeconds: 126 endSeconds: 250 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=126' heldReason: rights - ordinal: 3 text: null startSeconds: 250 endSeconds: 260 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=250' heldReason: rights - ordinal: 4 text: null startSeconds: 260 endSeconds: 394 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=260' heldReason: rights - ordinal: 5 text: null startSeconds: 260 endSeconds: 394 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=260' heldReason: rights - ordinal: 6 text: null startSeconds: 404 endSeconds: 494 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=404' heldReason: rights - ordinal: 7 text: null startSeconds: 404 endSeconds: 494 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=404' heldReason: rights - ordinal: 8 text: null startSeconds: 504 endSeconds: 557 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=504' heldReason: rights - ordinal: 9 text: null startSeconds: 567 endSeconds: 634 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=567' heldReason: rights - ordinal: 10 text: null startSeconds: 634 endSeconds: 645 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=634' heldReason: rights - ordinal: 11 text: null startSeconds: 688 endSeconds: 700 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=688' heldReason: rights - ordinal: 12 text: null startSeconds: 700 endSeconds: 786 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=700' heldReason: rights - ordinal: 13 text: null startSeconds: 700 endSeconds: 786 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=700' heldReason: rights - ordinal: 14 text: null startSeconds: 796 endSeconds: 885 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=796' heldReason: rights - ordinal: 15 text: null startSeconds: 896 endSeconds: 951 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=896' heldReason: rights - ordinal: 16 text: null startSeconds: 963 endSeconds: 1111 watch: 'https://liquidgold.cc/watch/ow1we5PzK-o?t=963' heldReason: rights --- # The Multi-Agent Architecture That Actually Ships — Luke Alvoeiro, Factory Everyone's building multi-agent systems, but nobody agrees on how. This talk proposes a taxonomy of five frontier multi-agent strategies and shows what happens when you compose them into a single architecture. Drawing from production data at Factory, we walk through a three-role system (orchestrator, workers, validators) that uses validation contracts, structured agent handoffs, and adversarial verification. We cover the case for serial over parallel execution, why model selection per role is a compounding advantage, and how to design systems that get better with each model generation instead of being made obsolete by them. Speaker info: - https://github.com/lukealvoeiro - https://www.linkedin.com/in/lukealvoeiro Timestamp: 0:00 Introduction to multi-agent systems and the bottleneck of human attention 1:50 Taxonomy of five frontier multi-agent frameworks 4:04 Introducing 'Missions': The three-role architecture (Orchestrator, Workers, Validators) 6:34 The importance of validation contracts for consistent quality 8:09 Maintaining long-term context through structured handoffs 9:17 The case for serial execution over parallel execution 10:30 Mission control: Monitoring agent progress 11:22 Strategic model selection per role ('Droid whispering') 13:06 Production data analysis: Building a Slack clone 14:34 Designing systems that improve with each model generation 15:51 Conclusion: The shifting economics of software engineering --- Watch along with the corrected transcript, summary, timestamps and resources on this talk's official AIE page: https://ai.engineer/talks/ow1we5PzK-o-production-multi-agent-architecture Join our upcoming AI Engineer conferences (see https://ai.engineer landing page): - AIEi Shanghai, November 5–6 — the first for meeting top Chinese labs and engineers - AIE CODE in SF, November 10–12 — the top AI Coding conference returns - AIEi Sydney, December 7–8 — the first AIEi run alongside NeurIPS 2026 in Sydney --- Canonical: https://liquidgold.cc/watch/ow1we5PzK-o · Channel: [AI Engineer](https://liquidgold.cc/channel/aidotengineer.md) > Search chunk text is held until public-source provenance is verified. ## Document chunks > Missing: no stored document chunks are available.