# Co-creating with AI Agents, Starting with Slack and Data 360

Dreamforce 2026 Recap · Nagoya · 2026-10-15

Material dated October 15, 2026. Images, video and backup demos retain their supplied content and language. Availability reflects the supplied material’s date. External videos, sources and live demo environments require network access or permissions.

[Open slides](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/)

## 1. Co-creating with AI Agents, Starting with Slack and Data 360

Dreamforce 2026 Recap
Starting with Slack and Data 360
Co-creating with
AI agents
From Dreamforce announcements to our everyday work
October 15, 2026 · Nagoya

## 2. Takeshi Hiratsuka

![Takeshi Hiratsuka in a red Leave a Nest Knowledge hoodie, used in his introduction.](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/a40c1da81ea83fa3.jpg)
Takeshi Hiratsuka
Leave a Nest Knowledge Co., Ltd.
Executive Vice President
Tableau Ambassador 2026
Salesforce Consultant
Data 360 Specialist
Speaking
Connections 2026
Tableau Conference 2026
TDX 2026
Dreamforce 2025
[@marreta27_jp](https://x.com/marreta27_jp)

- [The speaker’s specified introduction slide](https://docs.google.com/presentation/d/16hP4rbmBTTCQMybNmZFHc9P6fFDEnHXBXOWRXkDCRUI/edit#slide=id.g3efe0dd2a59_0_13)

## 3. Organizations of all industries and sizes trust Tableau

![Organizations of all industries and sizes trust Tableau. The supplied image states that 97% of Fortune 100 companies use Tableau and includes company logos such as Leave a Nest.](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/b30109f0c286208b.png)

## 4. Who We Are

Who We Are
Leave a Nest Group
Advancing science and technology through knowledge creation,
to tackle global challenges
Leave a Nest Knowledge
In the digital world,
helping organizations evolve their knowledge
Our Story
From Leave a Nest’s IT team
to a company helping other organizations

- [The speaker’s specified Who We Are / Our Story slides](https://docs.google.com/presentation/d/16hP4rbmBTTCQMybNmZFHc9P6fFDEnHXBXOWRXkDCRUI/edit?slide=id.g3efe0dd2a59_0_19#slide=id.g3efe0dd2a59_0_19)

## 5. A world where we collaborate with AI

A world where we collaborate with AI

[A 15-second video with audio of a highway ride in Waymo](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/de5e996ebcbd7858.mp4)
Taking the highway with Waymo▶ Play 15-second clip

## 6. Gartner: Three kinds of value from generative AI

Gartner: Three kinds of value from generative AI
The 3 Business Cases of Generative AI Value
Defend
Make everyday
work better
Return on Employee
Value for employees
Extend
Improve results
in existing operations
Return on Investment
Value from investment
Upend
Create opportunities
for new businesses
Return on the Future
Value for the future
AI’s value cannot be measured with a single yardstick
Source:[Gartner, Nate Suda / Hung LeHong, 6 Jan 2025](https://www.gartner.com/en/documents/6055563)　/ Speaker’s summary based on public information

- [Gartner: The 3 Business Cases of Generative AI Value (Nate Suda / Hung LeHong, 2025-01-06, public abstract)](https://www.gartner.com/en/documents/6055563)
- [Gartner: Get AI Ready (Defend / Extend / Upend and types of value)](https://www.gartner.com/en/information-technology/topics/ai-readiness)
- [Gartner ThinkCast: Turn AI Promises Into Measurable Business Outcomes (2025-09-30, public show notes)](https://www.gartner.com/en/podcasts/thinkcast/turn-ai-promises-into-measurable-business-outcomes)

## 7. Leave a Nest Group Architecture

Leave a Nest Group Architecture
Heroku

![Heroku logo](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/29ea2f148a3a4974.png)
Sales Cloud

![Sales Cloud logo](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/545de7d2af9e9d0f.png)
Data 360

![Data 360 logo](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/21facc923a6ea8e1.png)
Marketing Cloud Next

![Marketing Cloud Next logo](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/0345a85553ee1ff6.png)
Tableau Next

![Tableau Next logo](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/46b1e6ad6d4c2408.png)
Slack

![Slack logo](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/be7fa602d153fd85.png)
MCP
Data 360 connects the products. Slack connects to Sales Cloud and to Data 360 through MCP.
View original diagram
[Original slides ↗](https://docs.google.com/presentation/d/1n8yu_7Su8MmTnfx4LH8m6jQDOZN-twYgZ9SXG1b137M/edit?slide=id.g3fa7223c2f3_0_0#slide=id.g3fa7223c2f3_0_0)Slack–Data 360 connection added

- [Leave a Nest Group Architecture (speaker-specified original diagram)](https://docs.google.com/presentation/d/1n8yu_7Su8MmTnfx4LH8m6jQDOZN-twYgZ9SXG1b137M/edit?slide=id.g3fa7223c2f3_0_0#slide=id.g3fa7223c2f3_0_0)
- [Salesforce: Tableau Next MCP](https://developer.salesforce.com/docs/platform/hosted-mcp-servers/references/reference/tableau-next.html)
- [Slack: Connecting Slackbot and Data 360 through MCP (reviewed 2026-10-15)](https://slack.com/help/articles/52462858006675-Connect-Slackbot-to-Salesforce-with-MCP)

## 8. AI becomes the entry point for work

AI becomes the entry point for work

![AI becomes the entry point for work](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/36b869d56cd925ec.jpg)

[Official video: Slack Keynote · 15:31](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=931s)Describe the work, then check the result

- [Slack Keynote　15:31](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=931s)
- [Slack: Dreamforce 2026 announcements and availability](https://slack.com/blog/news/ai-powered-interface-for-work)

## 9. Dreamforce 2026: Four layers

Dreamforce 2026: Four layers

![Dreamforce 2026: Four layers](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/36293a3ac31d78d6.jpg)

[Official video: Main Keynote · 34:47](https://www.youtube.com/watch?v=wYFt9NCYaVI&t=2087s)Data, business, agents and the entry point for work

- [Dreamforce Main Keynote 2026　34:47](https://www.youtube.com/watch?v=wYFt9NCYaVI&t=2087s)

## 10. Slack is a team’s workspace

Slack isa team’s workspace
Channels
Where conversations and materials come together
Slackbot
The entry point for asking AI to do work

- [Slack: What is a channel?](https://slack.com/help/articles/360017938993-What-is-a-channel)
- [Slack: Dreamforce 2026 announcements and availability](https://slack.com/blog/news/ai-powered-interface-for-work)

## 11. Slack Keynote: Using AI as a team

Slack Keynote: Using AI as a team

![Using AI as a team in Slack](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/f968b6302e0fa22f.jpg)

[Official video: Slack Keynote · 05:48](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=348s)People ask, AI works, and the team checks

- [Slack Keynote　05:48](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=348s)
- [Slack: Dreamforce 2026 announcements and availability](https://slack.com/blog/news/ai-powered-interface-for-work)

## 12. Return on Employee

Return on Employee

## 13. Slackbot: From conversation to business data and tools

Slackbot: From conversation to business data and tools

![Slackbot’s MCP client](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/e8cbfe781d2175ea.jpg)

[Official video: Slack Keynote · 17:00](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=1020s)MCP connects AI with business systems

- [Slack: Connecting Salesforce / Tableau Next MCP](https://slack.com/help/articles/52462858006675-Connect-Slackbot-to-Salesforce-with-MCP)
- [Salesforce: Tableau Next MCP](https://developer.salesforce.com/docs/platform/hosted-mcp-servers/references/reference/tableau-next.html)

## 14. Demos that show the power of Slack

Demos that show the power of Slack

01Dynamic reports
Surface Report / Slack HTML

02Dynamic applications
Purupuru Chain

03Dashboards
Tableau Next

04Actions with Slackbot
Data analysis / Segment creation

## 15. Slackforce Surfaces: Work interfaces in the conversation

Slackforce Surfaces: Work interfaces in the conversation

![A Surface summarizing a customer account](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/557f0e9132c090d8.jpg)

[Official video: Slack Keynote · 19:34](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=1174s)Turn requested information into a screen the team can use

- [Slack: Dreamforce 2026 announcements and availability](https://slack.com/blog/news/ai-powered-interface-for-work)
- [Slack: Slackforce Surfaces](https://slack.com/blog/productivity/slack-surfaces)

## 16. Demo 1 | Dynamic reports

Demo 1 | Dynamic reports

![The Data 360 MCP use case briefing in Japanese, created September 2, 2026.](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/7974bb4c83569f3e.jpg)

Data 360 MCP use case report · 2026-09-02 Backup demo

## 17. Demo 2 | Official video: Slackbot builds a game

Demo 2 | Official video: Slackbot builds a game
▶ Watch the official demo

![A game running in Slack](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/cbb4d6b31be3c355.jpg)

[Official video: Slack Keynote · 22:34](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=1354s)Door Buster: Play a game built through conversation in Slack

- [Slack Keynote: Door Buster demo · 22:26–22:57](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=1346s)

## 18. Demo 2 | Dynamic applications

Demo 2 | Dynamic applications

![Purupuru Chain running locally, showing the player and CPU boards in a falling-block puzzle.](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/4c5f3dd4a4f6cf63.jpg)

Purupuru Chain running locally Backup demo

## 19. Demo 3 | Dashboard

Demo 3 | Dashboard: Chunichi Dragons Fan 360

![The Nagoya Fan 360 dashboard in Tableau Next, showing fictional fan metrics, monthly net purchases and city of residence.](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/0930d543f0d22b5d.jpg)

Tableau Next with fictional fan data · As of 2025-10-02[Open the dashboard ↗](https://lnest.lightning.force.com/tableau/dashboard/Nagoya26_Dragons_Fan_Dashboard/view)

- [The Nagoya demo’s Tableau Next dashboard](https://lnest.lightning.force.com/tableau/dashboard/Nagoya26_Dragons_Fan_Dashboard/view)

## 20. Explore Tableau Next questions further with Slackbot

Explore Tableau Next questions further with Slackbot
“They buy their favorite player’s merchandise, but haven’t attended a game.
Who are they, and what invitation would suit them?”
Tableau Next
See the big picture in a dashboard.
Define metrics and establish the analytical foundation.
Slackbot and a Skill
Ask follow-up questions using the same model.
Compare the audience and draft campaign ideas.
Games attended counts distinct games with confirmed entry.
Net purchases means purchases minus refunds.
A Tableau Next MCP connection and access permissions are required. Skills standardize the analysis workflow.

- [Slack: Connecting Salesforce / Tableau Next MCP](https://slack.com/help/articles/52462858006675-Connect-Slackbot-to-Salesforce-with-MCP)
- [Salesforce: Tableau Next MCP](https://developer.salesforce.com/docs/platform/hosted-mcp-servers/references/reference/tableau-next.html)
- [Registered Nagoya data-analysis Skill instructions](https://app.slack.com/client/E03K9HZ7UDA/unified-files/doc/F0C8EAMEMJ7)
- [The dashboard that starts the analysis](https://lnest.lightning.force.com/tableau/dashboard/Nagoya26_Dragons_Fan_Dashboard/view)

## 21. Nagoya demo data and metrics

Combine attributes and activity to understand the audience
InformationWhat to examine
Fan profileLocation, favorite player and marketing consent
Attendance historyDistinct games with confirmed entry
Merchandise purchasesNet purchases after refunds and favorite-player merchandise
Public results2025 game and player statistics

## 22. Slack Skills: Choose a repeatable analysis workflow

Slack Skills: Choose a repeatable analysis workflow

![Slackbot’s Skills tab and the registered Nagoya Data Analysis | Chunichi Dragons Fan 360 instructions. Data 360 and Tableau Next analyze fictional fan attendance and purchases.](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/3ef307b6f168462d.jpg)

Registered Slack Skills · Screen captured 2026-10-15[Open the Skill instructions ↗](https://app.slack.com/client/E03K9HZ7UDA/unified-files/doc/F0C8EAMEMJ7)

- [Slack: Slackbot Skills](https://slack.com/help/articles/51448833927187-Browse-share-and-create-Slackbot-skills/)
- [Registered Nagoya data-analysis Skill instructions](https://app.slack.com/client/E03K9HZ7UDA/unified-files/doc/F0C8EAMEMJ7)

## 23. Explore dashboard questions further with Slackbot

Demo 4 | Slackbot actions: Data analysis
Ask Slackbot about a Tableau Next question
Nagoya Data Analysis | Chunichi Dragons Fan 360
For fans who buy their favorite player’s merchandise but have never attended a game,
show their count and share of all fans.
Compare their locations and favorite players with all fans.
Cite the evidence and suggest two invitations to a first game.
Select the Skill and ask Slackbot

- [Slack: Slackbot Skills](https://slack.com/help/articles/51448833927187-Browse-share-and-create-Slackbot-skills/)
- [Salesforce: Tableau Next MCP](https://developer.salesforce.com/docs/platform/hosted-mcp-servers/references/reference/tableau-next.html)
- [Registered Nagoya data-analysis Skill instructions](https://app.slack.com/client/E03K9HZ7UDA/unified-files/doc/F0C8EAMEMJ7)
- [The Nagoya demo’s Tableau Next dashboard](https://lnest.lightning.force.com/tableau/dashboard/Nagoya26_Dragons_Fan_Dashboard/view)

## 24. Tell Slackbot the goal and audience criteria

Demo 4 | Slackbot actions: Segment creation
Create a segment for a first-game invitation
Find fans who buy their favorite player’s merchandise
and have attended zero games.
Include only those with marketing consent,
and create a segment for a first-game invitation.
Switch to the standard Slackbot interface

- [Data 360 MCP official reference](https://developer.salesforce.com/docs/platform/hosted-mcp-servers/references/reference/data360-mcp.html)

## 25. AI’s work and human judgment

AI’s work and human judgment
AI’s work
Summarize the audience and evidence
Draft the invitation
Human judgment
Check the audience, evidence and wording
Assign owners and decide the next step

## 26. Return on Investment

Return on Investment

## 27. Slack Code 1: Bring the request and team together

Slack Code 1: Bring the request and team together
▶ Play official demo · 39:17–40:02

![Slack Code: Bring the team and context together](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/4ce925bde47f6c0d.png)

Official video: Slack Keynote　[39:17–40:02](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2357s)Devin: An AI agent that writes code

- [The official Slack Keynote demo](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2357s)
- [Slack: Dreamforce 2026 announcements and availability](https://slack.com/blog/news/ai-powered-interface-for-work)

## 28. Slack Code 2: Give feedback on a working interface

Slack Code 2: Give feedback on a working interface
▶ Play official demo · 40:16–40:45

![Slack Code: Multiple people contribute](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/4a435721616f4d04.png)

Official video: Slack Keynote　[40:16–40:45](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2416s)Preview: A working version of the result to inspect

- [The official Slack Keynote demo](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2416s)
- [Slack: Dreamforce 2026 announcements and availability](https://slack.com/blog/news/ai-powered-interface-for-work)

## 29. Slack Code 3: Experts review the changes

Slack Code 3: Experts review the changes
▶ Play official demo · 40:55–41:22

![Slack Code: Review and revise the diff](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/5f2bda8ac4dd11c6.png)

Official video: Slack Keynote　[40:55–41:22](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2455s)Diff: The changed sections for people to review

- [The official Slack Keynote demo](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2455s)
- [Slack: Dreamforce 2026 announcements and availability](https://slack.com/blog/news/ai-powered-interface-for-work)

## 30. Slack Code 4: Keep the result and decision history

Slack Code 4: Keep the result and decision history
▶ Play official demo · 41:34–41:59

![Slack Code: Preserve the PR and conversation](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/3a7c23ee09e36b81.png)

Official video: Slack Keynote　[41:34–41:59](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2494s)PR: A request to review and merge changes

- [The official Slack Keynote demo](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2494s)
- [Slack: Dreamforce 2026 announcements and availability](https://slack.com/blog/news/ai-powered-interface-for-work)

## 31. Strengthen individuals and organizations with Slack and Data 360

With Slack and Data 360
Strengthen individualsand organizations

## 32. Return on the Future

Return on the Future

## 33. Leave a Nest Knowledge in the field in Hokkaido

Leave a Nest Knowledge in the field in Hokkaido
Working on
automated tractor steering
Invest in the future by working on the farm,
and learning how tools and tasks fit together.
Start with the challenges on the ground
to find work we can tackle with AI.

![A post about automated tractor steering on a farm in Hokkaido](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/187f81f0a8feb7e7.jpg)

Source:[X @tomiyasu16 · 2026-10-08 ↗](https://x.com/tomiyasu16/status/2108132652515799457)
[Working with Leave a Nest Knowledge · 10-09 ↗](https://x.com/tomiyasu16/status/2108345410284843295)

- [Tomiyasu: Installing AgOpenGPS (2026-10-08)](https://x.com/tomiyasu16/status/2108132652515799457)
- [Tomiyasu: Working on the farm with Leave a Nest Knowledge (2026-10-09)](https://x.com/tomiyasu16/status/2108345410284843295)

## 34. How do we measure a professional’s skills?

How do we measure a professional’s skills?
Learn the workflow
by peeling green onions
Record the task with a head-mounted camera.
Decide what to measure with the people doing the work.
People define the question and purpose,
then work with AI.

![A post about Leave a Nest Knowledge engineers starting their farm work by peeling green onions](https://marreta27.me/dreamforce-2026-nagoya-ai-cocreation/assets/fc6748375216e3ae.jpg)

Source:[X @tomiyasu16 · 2026-10-06 ↗](https://x.com/tomiyasu16/status/2107237456068448653)
The camera-based work-recording example comes from the speaker.

- [Tomiyasu: Farm-based FDE starts with peeling green onions (2026-10-06)](https://x.com/tomiyasu16/status/2107237456068448653)

## 35. Three kinds of value from co-creating with AI

Three kinds of value from co-creating with AI

Return on Employee
Work with AI on individual tasks

Return on Investment
Welcome AI agents into the team

Return on the Future
Invest in field work for the future

Speaker’s interpretation of Gartner’s framework.

- [Gartner: The 3 Business Cases of Generative AI Value (Nate Suda / Hung LeHong, 2025-01-06, public abstract)](https://www.gartner.com/en/documents/6055563)
- [Gartner: Get AI Ready (Defend / Extend / Upend and types of value)](https://www.gartner.com/en/information-technology/topics/ai-readiness)
- [Gartner ThinkCast: Turn AI Promises Into Measurable Business Outcomes (2025-09-30, public show notes)](https://www.gartner.com/en/podcasts/thinkcast/turn-ai-promises-into-measurable-business-outcomes)

## 36. Together with AI agents, let’s move toward a more exciting future

Together with AI agents,
let’s move toward
a more exciting future

## 37. Thank you

Thank you
[](https://x.com/marreta27_jp)[X · @marreta27_jp](https://x.com/marreta27_jp)

- [X · @marreta27_jp](https://x.com/marreta27_jp)

## 38. Sources, availability and demo assumptions

Sources, availability and demo assumptions
Gartner’s three business cases
[The 3 Business Cases of Generative AI Value](https://www.gartner.com/en/documents/6055563)
Nate Suda / Hung LeHong
January 6, 2025
Based on the public abstract and Gartner’s public explanations.
The summary and demo applications are the speaker’s interpretation.
The original diagram is not reproduced.
[Gartner: Public AI Readiness guidance](https://www.gartner.com/en/information-technology/topics/ai-readiness)
[Gartner ThinkCast: Measuring AI value](https://www.gartner.com/en/podcasts/thinkcast/turn-ai-promises-into-measurable-business-outcomes)
Open primary sources and captures
Official demos and our demonstrations
Official Main Keynote and Slack Keynote videos
Tableau Now V4 design and reference images
A real screen of registered Slack Skills
Hokkaido farm: Tomiyasu’s posts and the speaker’s examples
Public 2025 statistics plus fictional fan activity
Fixed reference date: October 2, 2025
Distinguish the launch of Code / Surfaces from the Channels early pilot.
Actual access depends on plans, connections and permissions.
Prepared HTML differs from a Surface generated during a demo.
Links to the specified Slack posts and backup HTML are included. Demo behavior is separate from evidence of business outcomes or ROI.

- [Gartner: The 3 Business Cases of Generative AI Value (Nate Suda / Hung LeHong, 2025-01-06, public abstract)](https://www.gartner.com/en/documents/6055563)
- [Gartner: Get AI Ready (Defend / Extend / Upend and types of value)](https://www.gartner.com/en/information-technology/topics/ai-readiness)
- [Gartner ThinkCast: Turn AI Promises Into Measurable Business Outcomes (2025-09-30, public show notes)](https://www.gartner.com/en/podcasts/thinkcast/turn-ai-promises-into-measurable-business-outcomes)

## Sources and availability

In Slack’s Dreamforce 2026 article, Slack Code and Slackforce Surfaces are launched, while Slackbot in Channels is in early pilot. Automatic Surface updates are planned. Access varies by workspace, plan and additional licenses. Skills are for paid-plan members with Slackbot access. Data 360 and Tableau Next MCP require connections, licenses and permissions.

- [Slack: Dreamforce 2026 announcements and availability](https://slack.com/blog/news/ai-powered-interface-for-work)
- [Slack: Interactive HTML file rendering](https://slack.com/whats-new): Interactive HTML rendering on iOS and Android, with the same sandbox approach as desktop.
- [Slack: Slackbot Skills](https://slack.com/help/articles/51448833927187-Browse-share-and-create-Slackbot-skills/)
- [Slack: Connecting Salesforce / Tableau Next MCP](https://slack.com/help/articles/52462858006675-Connect-Slackbot-to-Salesforce-with-MCP)
- [Data 360 MCP official reference](https://developer.salesforce.com/docs/platform/hosted-mcp-servers/references/reference/data360-mcp.html)
- [Salesforce: Tableau Next MCP](https://developer.salesforce.com/docs/platform/hosted-mcp-servers/references/reference/tableau-next.html)
- [Slack: What is a channel?](https://slack.com/help/articles/360017938993-What-is-a-channel)
- [Registered Nagoya data-analysis Skill instructions](https://app.slack.com/client/E03K9HZ7UDA/unified-files/doc/F0C8EAMEMJ7)
- [Dreamforce Main Keynote 2026　34:47](https://www.youtube.com/watch?v=wYFt9NCYaVI&t=2087s)
- [Leave a Nest Group Architecture (speaker-specified original diagram)](https://docs.google.com/presentation/d/1n8yu_7Su8MmTnfx4LH8m6jQDOZN-twYgZ9SXG1b137M/edit?slide=id.g3fa7223c2f3_0_0#slide=id.g3fa7223c2f3_0_0)
- [Gartner: The 3 Business Cases of Generative AI Value (Nate Suda / Hung LeHong, 2025-01-06, public abstract)](https://www.gartner.com/en/documents/6055563)
- [Gartner: Get AI Ready (Defend / Extend / Upend and types of value)](https://www.gartner.com/en/information-technology/topics/ai-readiness)
- [Gartner ThinkCast: Turn AI Promises Into Measurable Business Outcomes (2025-09-30, public show notes)](https://www.gartner.com/en/podcasts/thinkcast/turn-ai-promises-into-measurable-business-outcomes)
- [Tomiyasu: Installing AgOpenGPS (2026-10-08)](https://x.com/tomiyasu16/status/2108132652515799457)
- [Tomiyasu: Working on the farm with Leave a Nest Knowledge (2026-10-09)](https://x.com/tomiyasu16/status/2108345410284843295)
- [Tomiyasu: Farm-based FDE starts with peeling green onions (2026-10-06)](https://x.com/tomiyasu16/status/2107237456068448653)
- [The speaker’s specified introduction slide](https://docs.google.com/presentation/d/16hP4rbmBTTCQMybNmZFHc9P6fFDEnHXBXOWRXkDCRUI/edit#slide=id.g3efe0dd2a59_0_13)
- [The speaker’s specified Who We Are / Our Story slides](https://docs.google.com/presentation/d/16hP4rbmBTTCQMybNmZFHc9P6fFDEnHXBXOWRXkDCRUI/edit?slide=id.g3efe0dd2a59_0_19#slide=id.g3efe0dd2a59_0_19)
- [Slack Keynote　15:31](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=931s)
- [Slack Keynote　05:48](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=348s)
- [Slack: Slackforce Surfaces](https://slack.com/blog/productivity/slack-surfaces)
- [Slack Keynote: Door Buster demo · 22:26–22:57](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=1346s)
- [The Nagoya demo’s Tableau Next dashboard](https://lnest.lightning.force.com/tableau/dashboard/Nagoya26_Dragons_Fan_Dashboard/view)
- [The official Slack Keynote demo](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2357s)
- [The official Slack Keynote demo](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2416s)
- [The official Slack Keynote demo](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2455s)
- [The official Slack Keynote demo](https://www.youtube.com/watch?v=hWFSqUz1xkU&t=2494s)
- [X · @marreta27_jp](https://x.com/marreta27_jp)
