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Working Group

AI Technology and Risk

Explore the latest AI tech, predict risks, and ensure innovation meets security in the realm of AI.
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AI Technology and Risk
The AI Technology and Risk Committee is focused on staying abreast of the latest technological advancements in AI while simultaneously identifying, understanding, and forecasting associated risks, threats, and vulnerabilities. This technical committee aims to act as both a knowledge hub and a proactive risk management entity, bridging the gap between innovation and security in the realm of AI.

Working Group Leadership

Josh Buker
Josh Buker

Josh Buker

Research Analyst, CSA

Sean Heide
Sean Heide

Sean Heide

Technical Research Director, CSA

Working Group Co-Chairs

Satish Govindappa
Satish Govindappa

Satish Govindappa

Satish Govindappa, a seasoned cloud security and product architecture professional, has 24+ years of industry experience. His leadership as a Vice President and Chapter Leader of the Cloud Security Alliance (CSA) SFO Chapter showcases his commitment to advancing cybersecurity standards. With a master's degree in computer applications (MCA), an MS in Cybersecurity and Cyberlaw, and an MBA, Satish possesses a unique blend of technical and strate...

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Mark Yanalitis Headshot Missing
Mark Yanalitis

Mark Yanalitis

Chris Kirschke
Chris Kirschke

Chris Kirschke

Cloud Portfolio Information Security Officer at Albertsons Companies

Security Leader with over 20+ years of experience across Financial Services, Streaming, Retail and IT Services with a heavy focus on Cloud, DevSecOps and Threat Modeling. Advises multiple security startups on Product Strategy, Alliances and Integrations. Sits on multiple Customer Advisory Boards helping to drive security product roadmaps, integrations and feature developments. Avid hockey player, backpacker and wine collector in his spare t...

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Publications in ReviewOpen Until
AI Model Risk Management Framework Jun 06, 2024
View all
Who can join?

Anyone can join a working group, whether you have years of experience or want to just participate as a fly on the wall.

What is the time commitment?

The time commitment for this group varies depending on the project. You can spend a 15 minutes helping review a publication that's nearly finished or help author a publication from start to finish.

Virtual Meetings

Attend our next meeting. You can just listen in to decide if this group is a good for you or you can choose to actively participate. During these calls we discuss current projects, and well as share ideas for new projects. This is a good way to meet the other members of the group. You can view all research meetings here.

May

22

Wed, May 22, 8:00am - 9:00am PDT
AI Technology & Risk Working Group
See details
Biweekly AI Tech & Risk Working Group Meeting

https://cloudsecurityalliance.zoom.us/j/82692327755

Helpful links:

If you have any questions, please reach out via the CSA Public Slack.

May

24

Fri, May 24, 11:00am - 12:00pm PDT
Pearl Crew Meeting (AI Tech & Risk)
See details
LLM Authorization Model Best Practices and Design Patterns

Join Zoom Meeting: https://cloudsecurityalliance.zoom.us/j/89661170501?pwd=NOOiskirIrpgTGhswsBpsl38lLvahU.1

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Pearl Crew, please decline this invite.
Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

May

27

Mon, May 27, 9:00am - 10:00am PDT
Sevilla Crew Meeting (AI Tech & Risk)
See details
We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Sevilla Crew, please decline this invite.

Sevilla crew current draft document: Using AI for Risk Reduction through Offensive Security
CSA Public Slack: https://csaurl.org/csa-public-slack
Slack Channel: #ai-tech-risk-sevilla-crew

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

May

30

Thu, May 30, 9:00am - 10:00am PDT
Hinton Crew Meeting (AI Tech & Risk)
See details
AI Transparency: Model Risk Management Drivers

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Hinton Crew, please decline this invite.

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

May

31

Fri, May 31, 11:00am - 12:00pm PDT
Pearl Crew Meeting (AI Tech & Risk)
See details
LLM Authorization Model Best Practices and Design Patterns

Join Zoom Meeting: https://cloudsecurityalliance.zoom.us/j/89661170501?pwd=NOOiskirIrpgTGhswsBpsl38lLvahU.1

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Pearl Crew, please decline this invite.
Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

3

Mon, June 3, 9:00am - 10:00am PDT
Sevilla Crew Meeting (AI Tech & Risk)
See details
We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Sevilla Crew, please decline this invite.

Sevilla crew current draft document: Using AI for Risk Reduction through Offensive Security
CSA Public Slack: https://csaurl.org/csa-public-slack
Slack Channel: #ai-tech-risk-sevilla-crew

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

5

Wed, June 5, 8:00am - 9:00am PDT
AI Technology & Risk Working Group
See details
Biweekly AI Tech & Risk Working Group Meeting

https://cloudsecurityalliance.zoom.us/j/82692327755

Helpful links:

If you have any questions, please reach out via the CSA Public Slack.

Jun

6

Thu, June 6, 9:00am - 10:00am PDT
Hinton Crew Meeting (AI Tech & Risk)
See details
AI Transparency: Model Risk Management Drivers

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Hinton Crew, please decline this invite.

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

7

Fri, June 7, 11:00am - 12:00pm PDT
Pearl Crew Meeting (AI Tech & Risk)
See details
LLM Authorization Model Best Practices and Design Patterns

Join Zoom Meeting: https://cloudsecurityalliance.zoom.us/j/89661170501?pwd=NOOiskirIrpgTGhswsBpsl38lLvahU.1

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Pearl Crew, please decline this invite.
Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

10

Mon, June 10, 9:00am - 10:00am PDT
Sevilla Crew Meeting (AI Tech & Risk)
See details
We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Sevilla Crew, please decline this invite.

Sevilla crew current draft document: Using AI for Risk Reduction through Offensive Security
CSA Public Slack: https://csaurl.org/csa-public-slack
Slack Channel: #ai-tech-risk-sevilla-crew

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

13

Thu, June 13, 9:00am - 10:00am PDT
Hinton Crew Meeting (AI Tech & Risk)
See details
AI Transparency: Model Risk Management Drivers

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Hinton Crew, please decline this invite.

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

14

Fri, June 14, 11:00am - 12:00pm PDT
Pearl Crew Meeting (AI Tech & Risk)
See details
LLM Authorization Model Best Practices and Design Patterns

Join Zoom Meeting: https://cloudsecurityalliance.zoom.us/j/89661170501?pwd=NOOiskirIrpgTGhswsBpsl38lLvahU.1

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Pearl Crew, please decline this invite.
Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

17

Mon, June 17, 9:00am - 10:00am PDT
Sevilla Crew Meeting (AI Tech & Risk)
See details
We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Sevilla Crew, please decline this invite.

Sevilla crew current draft document: Using AI for Risk Reduction through Offensive Security
CSA Public Slack: https://csaurl.org/csa-public-slack
Slack Channel: #ai-tech-risk-sevilla-crew

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

19

Wed, June 19, 8:00am - 9:00am PDT
AI Technology & Risk Working Group
See details
Biweekly AI Tech & Risk Working Group Meeting

https://cloudsecurityalliance.zoom.us/j/82692327755

Helpful links:

If you have any questions, please reach out via the CSA Public Slack.

Jun

20

Thu, June 20, 9:00am - 10:00am PDT
Hinton Crew Meeting (AI Tech & Risk)
See details
AI Transparency: Model Risk Management Drivers

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Hinton Crew, please decline this invite.

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

21

Fri, June 21, 11:00am - 12:00pm PDT
Pearl Crew Meeting (AI Tech & Risk)
See details
LLM Authorization Model Best Practices and Design Patterns

Join Zoom Meeting: https://cloudsecurityalliance.zoom.us/j/89661170501?pwd=NOOiskirIrpgTGhswsBpsl38lLvahU.1

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Pearl Crew, please decline this invite.
Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

24

Mon, June 24, 9:00am - 10:00am PDT
Sevilla Crew Meeting (AI Tech & Risk)
See details
We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Sevilla Crew, please decline this invite.

Sevilla crew current draft document: Using AI for Risk Reduction through Offensive Security
CSA Public Slack: https://csaurl.org/csa-public-slack
Slack Channel: #ai-tech-risk-sevilla-crew

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

27

Thu, June 27, 9:00am - 10:00am PDT
Hinton Crew Meeting (AI Tech & Risk)
See details
AI Transparency: Model Risk Management Drivers

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Hinton Crew, please decline this invite.

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jun

28

Fri, June 28, 11:00am - 12:00pm PDT
Pearl Crew Meeting (AI Tech & Risk)
See details
LLM Authorization Model Best Practices and Design Patterns

Join Zoom Meeting: https://cloudsecurityalliance.zoom.us/j/89661170501?pwd=NOOiskirIrpgTGhswsBpsl38lLvahU.1

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Pearl Crew, please decline this invite.
Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jul

1

Mon, July 1, 9:00am - 10:00am PDT
Sevilla Crew Meeting (AI Tech & Risk)
See details
We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Sevilla Crew, please decline this invite.

Sevilla crew current draft document: Using AI for Risk Reduction through Offensive Security
CSA Public Slack: https://csaurl.org/csa-public-slack
Slack Channel: #ai-tech-risk-sevilla-crew

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jul

3

Wed, July 3, 8:00am - 9:00am PDT
AI Technology & Risk Working Group
See details
Biweekly AI Tech & Risk Working Group Meeting

https://cloudsecurityalliance.zoom.us/j/82692327755

Helpful links:

If you have any questions, please reach out via the CSA Public Slack.

Jul

4

Thu, July 4, 9:00am - 10:00am PDT
Hinton Crew Meeting (AI Tech & Risk)
See details
AI Transparency: Model Risk Management Drivers

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Hinton Crew, please decline this invite.

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jul

5

Fri, July 5, 11:00am - 12:00pm PDT
Pearl Crew Meeting (AI Tech & Risk)
See details
LLM Authorization Model Best Practices and Design Patterns

Join Zoom Meeting: https://cloudsecurityalliance.zoom.us/j/89661170501?pwd=NOOiskirIrpgTGhswsBpsl38lLvahU.1

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Pearl Crew, please decline this invite.
Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jul

8

Mon, July 8, 9:00am - 10:00am PDT
Sevilla Crew Meeting (AI Tech & Risk)
See details
We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Sevilla Crew, please decline this invite.

Sevilla crew current draft document: Using AI for Risk Reduction through Offensive Security
CSA Public Slack: https://csaurl.org/csa-public-slack
Slack Channel: #ai-tech-risk-sevilla-crew

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jul

11

Thu, July 11, 9:00am - 10:00am PDT
Hinton Crew Meeting (AI Tech & Risk)
See details
AI Transparency: Model Risk Management Drivers

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Hinton Crew, please decline this invite.

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jul

12

Fri, July 12, 11:00am - 12:00pm PDT
Pearl Crew Meeting (AI Tech & Risk)
See details
LLM Authorization Model Best Practices and Design Patterns

Join Zoom Meeting: https://cloudsecurityalliance.zoom.us/j/89661170501?pwd=NOOiskirIrpgTGhswsBpsl38lLvahU.1

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Pearl Crew, please decline this invite.
Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jul

15

Mon, July 15, 9:00am - 10:00am PDT
Sevilla Crew Meeting (AI Tech & Risk)
See details
We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Sevilla Crew, please decline this invite.

Sevilla crew current draft document: Using AI for Risk Reduction through Offensive Security
CSA Public Slack: https://csaurl.org/csa-public-slack
Slack Channel: #ai-tech-risk-sevilla-crew

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jul

17

Wed, July 17, 8:00am - 9:00am PDT
AI Technology & Risk Working Group
See details
Biweekly AI Tech & Risk Working Group Meeting

https://cloudsecurityalliance.zoom.us/j/82692327755

Helpful links:

If you have any questions, please reach out via the CSA Public Slack.

Jul

18

Thu, July 18, 9:00am - 10:00am PDT
Hinton Crew Meeting (AI Tech & Risk)
See details
AI Transparency: Model Risk Management Drivers

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Hinton Crew, please decline this invite.

Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Jul

19

Fri, July 19, 11:00am - 12:00pm PDT
Pearl Crew Meeting (AI Tech & Risk)
See details
LLM Authorization Model Best Practices and Design Patterns

Join Zoom Meeting: https://cloudsecurityalliance.zoom.us/j/89661170501?pwd=NOOiskirIrpgTGhswsBpsl38lLvahU.1

We are inviting the wider working group to all three crew meetings for better visibility and ease of calendar management. If you are not interested in participating in Pearl Crew, please decline this invite.
Crew meetings are for coordinating and connecting contributors, while writing is primarily done between calls.

Please reach out over Slack if you have any questions!

Open Peer Reviews

Peer reviews allow security professionals from around the world to provide feedback on CSA research before it is published.

Learn how to participate in a peer review here.

AI Model Risk Management Framework

Open Until: 06/06/2024

This paper explores the importance of model risk management in ensuring the responsible development, deployment, and use of...