--- schema: 1 type: video title: How to Build a Multi-Agent Review Swarm description: >- Ryan Nystrom, a software engineer on Notion AI, shows Every CEO Dan Shipper how he turns a spoken brief into a sourced Notion task, working code, and a passing pull request. Ryan talks through a real model-picker migration, lets Notion AI explore the codebase and write the plan, then hands that plan to an agent. Before anyone reviews the code, a custom multi-agent review swarm checks the frontend and backend for accuracy and sustainability. The agent opens the pull request, watches the tests, and fixes failures while Ryan is in meetings. Ryan’s key to success: Defining the goal, constraints, tools, and verification system before the agent starts on the work. Every All Access members can get six months of Notion Business for eligible workspaces through the Builder Pack: https://every.to/builder-pack Chapters 0:00 Intro 1:01 Start every task by talking 1:54 Give Notion AI a coding environment 3:45 Turn research into a detailed task 5:56 Build, review, and open a pull request 7:06 Why planning beats one-shot prompting 7:53 Use Notion as the source of truth 9:49 Build a multi-agent review swarm 11:23 Make a custom skill for your standards canonical: 'https://liquidgold.cc/watch/qtKkzsQjAy0' markdown: 'https://liquidgold.cc/watch/qtKkzsQjAy0.md' llms: 'https://liquidgold.cc/watch/qtKkzsQjAy0/llms.txt' parent: 'https://liquidgold.cc/channel/everyinc.md' channel: everyinc updated: '2026-10-23T22:21:39.149Z' language: null children: [] videoId: qtKkzsQjAy0 durationSeconds: 721 publishedAt: '2026-07-24T15:35:00.000Z' searchChunks: - ordinal: 0 text: null startSeconds: 80 endSeconds: 121 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=80' heldReason: rights - ordinal: 1 text: null startSeconds: 131 endSeconds: 228 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=131' heldReason: rights - ordinal: 2 text: null startSeconds: 131 endSeconds: 228 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=131' heldReason: rights - ordinal: 3 text: null startSeconds: 239 endSeconds: 360 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=239' heldReason: rights - ordinal: 4 text: null startSeconds: 239 endSeconds: 360 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=239' heldReason: rights - ordinal: 5 text: null startSeconds: 371 endSeconds: 426 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=371' heldReason: rights - ordinal: 6 text: null startSeconds: 371 endSeconds: 426 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=371' heldReason: rights - ordinal: 7 text: null startSeconds: 426 endSeconds: 437 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=426' heldReason: rights - ordinal: 8 text: null startSeconds: 489 endSeconds: 593 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=489' heldReason: rights - ordinal: 9 text: null startSeconds: 489 endSeconds: 593 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=489' heldReason: rights - ordinal: 10 text: null startSeconds: 604 endSeconds: 691 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=604' heldReason: rights - ordinal: 11 text: null startSeconds: 604 endSeconds: 691 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=604' heldReason: rights - ordinal: 12 text: null startSeconds: 604 endSeconds: 691 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=604' heldReason: rights - ordinal: 13 text: null startSeconds: 691 endSeconds: 702 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=691' heldReason: rights - ordinal: 14 text: null startSeconds: 239 endSeconds: 360 watch: 'https://liquidgold.cc/watch/qtKkzsQjAy0?t=239' heldReason: rights --- # How to Build a Multi-Agent Review Swarm Ryan Nystrom, a software engineer on Notion AI, shows Every CEO Dan Shipper how he turns a spoken brief into a sourced Notion task, working code, and a passing pull request. Ryan talks through a real model-picker migration, lets Notion AI explore the codebase and write the plan, then hands that plan to an agent. Before anyone reviews the code, a custom multi-agent review swarm checks the frontend and backend for accuracy and sustainability. The agent opens the pull request, watches the tests, and fixes failures while Ryan is in meetings. Ryan’s key to success: Defining the goal, constraints, tools, and verification system before the agent starts on the work. Every All Access members can get six months of Notion Business for eligible workspaces through the Builder Pack: https://every.to/builder-pack Chapters 0:00 Intro 1:01 Start every task by talking 1:54 Give Notion AI a coding environment 3:45 Turn research into a detailed task 5:56 Build, review, and open a pull request 7:06 Why planning beats one-shot prompting 7:53 Use Notion as the source of truth 9:49 Build a multi-agent review swarm 11:23 Make a custom skill for your standards Canonical: https://liquidgold.cc/watch/qtKkzsQjAy0 · Channel: [Every](https://liquidgold.cc/channel/everyinc.md) > Search chunk text is held until public-source provenance is verified. ## Document chunks --- #### Chunk 0: Document excerpt (0:07 to 1:09) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 1: Document excerpt (1:09 to 2:01) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 2: Document excerpt (2:01 to 3:48) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 3: Document excerpt (3:48 to 6:00) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 4: Document excerpt (6:00 to 7:06) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 5: Document excerpt (7:06 to 7:59) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 6: Document excerpt (7:59 to 9:53) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 7: Document excerpt (9:53 to 11:31) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 8: Document excerpt (11:31 to 12:01) > Held: transcript rights do not permit this chunk's text.