From e2dcf4ff46e3b49332bd2710a3e18e2554793f9c Mon Sep 17 00:00:00 2001 From: Reza Kopaee Date: Mon, 12 Feb 2024 14:04:38 -0500 Subject: [PATCH 01/35] Update owaspaiexchange.md just testing Risk Management. --- owaspaiexchange.md | 1 + 1 file changed, 1 insertion(+) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 8f9ea88e..7063ea82 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -48,6 +48,7 @@ Table of contents: - [2. Threats through use](#2-threats-through-use) - [3. Development-time threats](#3-development-time-threats) - [4. Runtime Application security threats](#4-runtime-application-security-threats) +- [5. Risk Management](#5-risk-management) - [References](#references) - [Expanded Table of contents](#expanded-table-of-contents) From 6d8b24f5919b0e9e052455fbd54c7462ccfbdd49 Mon Sep 17 00:00:00 2001 From: Reza Kopaee Date: Mon, 12 Feb 2024 14:10:36 -0500 Subject: [PATCH 02/35] Update owaspaiexchange.md --- owaspaiexchange.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 7063ea82..ac7680ce 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1657,5 +1657,9 @@ Misc.: - See General controls - MODELINPUTCONFIDENTIALITY (runtime appsec) + + +- [5. Risk Management](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#5.risk-management) + 5.1. Introduction. - [References](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#references) - [Expanded Table of contents](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#expanded-table-of-contents) From 18903d4e6deedbfffb6676239bd4d5ae6bcd5458 Mon Sep 17 00:00:00 2001 From: Reza Kopaee Date: Mon, 12 Feb 2024 14:13:54 -0500 Subject: [PATCH 03/35] Update owaspaiexchange.md --- owaspaiexchange.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index ac7680ce..63b8ddac 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1659,7 +1659,7 @@ Misc.: -- [5. Risk Management](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#5.risk-management) - 5.1. Introduction. +- [5. Risk Management](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#5-risk-management) + 5.1. Introduction... - [References](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#references) - [Expanded Table of contents](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#expanded-table-of-contents) From 8f5f02db2a82580c010d8b0735793196a3328741 Mon Sep 17 00:00:00 2001 From: Reza Kopaee Date: Mon, 12 Feb 2024 14:16:09 -0500 Subject: [PATCH 04/35] Update owaspaiexchange.md --- owaspaiexchange.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 63b8ddac..d09dc158 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1660,6 +1660,9 @@ Misc.: - [5. Risk Management](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#5-risk-management) - 5.1. Introduction... + + 5.1. Introduction... + + - testing - [References](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#references) - [Expanded Table of contents](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#expanded-table-of-contents) From 1989063ad68eecbb23a00c0b0c9f8dc27ebd260f Mon Sep 17 00:00:00 2001 From: Reza Kopaee Date: Mon, 12 Feb 2024 14:19:59 -0500 Subject: [PATCH 05/35] Update owaspaiexchange.md --- owaspaiexchange.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index d09dc158..2c4e16fd 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1439,6 +1439,13 @@ GenAI models mostly live in the cloud - often managed by an external party, whic - **#MODELINPUTCONFIDENTIALITY** (runtime appsec). Model input confidentiality: see SECDEVPROGRAM to attain application security, with the focus on protecting the transport and storage of model parameters (e.g. access control, encryption, minimize retention) +# 5. Risk Management + +--- + +## 5.1. 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z!;A+0i6MSUyq07&TPRQ&r8Z#iJn7!D!=K4dx>7n!)5k6rY7F<&ECL5;2*gO!5M+`M zzIFs;|DAe#4qe8LuzMaX^qp3YKgij2PvW@--?;{ zB{PMvDu?`fJ8Rm;K^GW4LWw&xToOM^m}TT=DCF@|!}KC}BsAZz0Sqkvx6YBYl`u^s zX0>P1K8VyA9HHD0lUm3O@`J+zrk)3A(^e-5?hI@}?!aJar=Bf(O)X$o5cJ>>O4YQle8zx3`ULMzq3bxm1ht0)|Ky~VrOG9Y GgZ~%oHlum~ literal 0 HcmV?d00001 From 2eec55982d53c3c7eb2d08a89ee4175e8ee6e77e Mon Sep 17 00:00:00 2001 From: Reza Kopaee Date: Mon, 12 Feb 2024 14:30:39 -0500 Subject: [PATCH 08/35] Update owaspaiexchange.md --- owaspaiexchange.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 2c4e16fd..de788308 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1445,6 +1445,11 @@ GenAI models mostly live in the cloud - often managed by an external party, whic ## 5.1. Introduction +## 5.2. Establishing Context: +• External Context: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. +• Internal Context: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. +• Risk Management Context: Define the scope and objectives of risk management activities, considering the stakes involved in deploying AI systems, such as ethical implications, bias, and potential for misuse. +![Establishing Context](image_url) # References @@ -1666,10 +1671,5 @@ Misc.: -- [5. Risk Management](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#5-risk-management) - - 5.1. Introduction... - - - testing - [References](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#references) - [Expanded Table of contents](https://github.com/OWASP/www-project-ai-security-and-privacy-guide/blob/main/owaspaiexchange.md#expanded-table-of-contents) From 392677ca5274363f81efe081e75b462ecb04cc12 Mon Sep 17 00:00:00 2001 From: Reza Kopaee Date: Mon, 12 Feb 2024 14:31:50 -0500 Subject: [PATCH 09/35] Update owaspaiexchange.md --- owaspaiexchange.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index de788308..ff1b184f 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1449,7 +1449,7 @@ GenAI models mostly live in the cloud - often managed by an external party, whic • External Context: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. • Internal Context: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. • Risk Management Context: Define the scope and objectives of risk management activities, considering the stakes involved in deploying AI systems, such as ethical implications, bias, and potential for misuse. -![Establishing Context](image_url) +![Establishing Context](assets/images/RiskManagement2.png) # References From 62a857b574205c5756a26a486c081f09b65cde7c Mon Sep 17 00:00:00 2001 From: Reza Kopaee Date: Mon, 12 Feb 2024 14:40:14 -0500 Subject: [PATCH 10/35] Update owaspaiexchange.md --- owaspaiexchange.md | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index ff1b184f..eb43b126 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1446,10 +1446,11 @@ GenAI models mostly live in the cloud - often managed by an external party, whic ## 5.1. Introduction ## 5.2. Establishing Context: -• External Context: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. -• Internal Context: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. -• Risk Management Context: Define the scope and objectives of risk management activities, considering the stakes involved in deploying AI systems, such as ethical implications, bias, and potential for misuse. -![Establishing Context](assets/images/RiskManagement2.png) +![Establishing Context] +- External Context: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. +- Internal Context: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. +- Risk Management Context: Define the scope and objectives of risk management activities, considering the stakes involved in deploying AI systems, such as ethical implications, bias, and potential for misuse. + # References From 6b5efb456e2df71d8e566c40504c6f2d6fde8844 Mon Sep 17 00:00:00 2001 From: Reza Kopaee Date: Mon, 12 Feb 2024 14:42:14 -0500 Subject: [PATCH 11/35] Update owaspaiexchange.md --- owaspaiexchange.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index eb43b126..a726ba07 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1446,7 +1446,7 @@ GenAI models mostly live in the cloud - often managed by an external party, whic ## 5.1. Introduction ## 5.2. Establishing Context: -![Establishing Context] + - External Context: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. - Internal Context: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. - Risk Management Context: Define the scope and objectives of risk management activities, considering the stakes involved in deploying AI systems, such as ethical implications, bias, and potential for misuse. From 75013a3c0bde46746ca72e5bfab47597c919feef Mon Sep 17 00:00:00 2001 From: Reza Kopaee Date: Mon, 12 Feb 2024 14:44:33 -0500 Subject: [PATCH 12/35] Update owaspaiexchange.md --- owaspaiexchange.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index a726ba07..ab047a86 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1446,7 +1446,8 @@ GenAI models mostly live in the cloud - often managed by an external party, whic ## 5.1. Introduction ## 5.2. Establishing Context: - + + - External Context: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. - Internal Context: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. - Risk Management Context: Define the scope and objectives of risk management activities, considering the stakes involved in deploying AI systems, such as ethical implications, bias, and potential for misuse. From aeecdd6ab9b01928833a088d1c7ecacf6c7e6107 Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Mon, 12 Feb 2024 21:05:12 +0100 Subject: [PATCH 13/35] Update owaspaiexchange.md --- owaspaiexchange.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index ab047a86..0ef18d6a 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -4,7 +4,7 @@ The content of the OWASP AI Exchange has moved to a new website with more advanc If that link still takes you to THIS page on github, then your browser is caching locations. If so, you can go to the new website and content using [this link](https://owasp-ai-exchange.web.app/). Or perhaps you were taken here by an older version of the Navigator. If so, you can get a new one at the new website. . -. +. test . . . 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zY;)=R29sOVIGzlkrw-ha_j3|B@fg{(?QNhKz5Q2w^Pg|MugdhX)C;&I5benrJ^%^yh}0RvRACa!O9W+CEUsqwB-0e zI!`Z^AqNw#aDZ7)OCfqz`*i4B8YU&z{Or+=ZvUxZRS_BH+0gFIor^y@DsaenrJ35R zY8N0Jf>mU)&BrZvOd?dY^}2 zL5E+bw~4-yULb>4s(VYL{mK%5MP-q!TJX@KqV3+ekD_^%kZWixGga6j$8xUM5xwB% zrEyPB+tur1WDjrcR1(1FSX6lRAJC3p>=eIu{n`Y0WU^D2dZw-2AEUI%&U2}{RJ}+C z;fUJW^uZ1*wu|GJVzf#k<0iT9n^GQ5IW=e=o82RXHWk0zdcE^*?FWc(Ow7W&cs*u_ zKZpjzFzV(aEqby~px0|xs_K8RT>BW(*@H?Q?{|~`bfoP7ue9=y)e&xSVi8Z-+NcKQ zHA7S`m%P?Mn>xA2M7Q(Z?1f@~Wy%CM=wys#^Yc^jT$lgh!6Eq%%={wJYedyHn+$xU#`Yh?&a&K(QPeuLY|BoTKHZtYU|eO}Z*&-csw ze>Z=kJW9#Cs3%EHwS>gRH5E-3X1`u6+ZwLp*kqi6o^i9b Date: Fri, 16 Feb 2024 19:57:13 +0100 Subject: [PATCH 15/35] Update owaspaiexchange.md --- owaspaiexchange.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 56ad9585..fadc5a63 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -5,7 +5,7 @@ The content of the OWASP AI Exchange has moved to a new website with more advanc If that link still takes you to THIS page on github, then your browser is caching locations. If so, you can go to the new website and content using [this link](https://owasp-ai-exchange.web.app/). Or perhaps you were taken here by an older version of the Navigator. If so, you can get a new one at the new website. . -. test +. . . . From c8f9398e9a44211595d746602887cda3cb4fdd52 Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 20:00:52 +0100 Subject: [PATCH 16/35] Update owaspaiexchange.md --- owaspaiexchange.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index fadc5a63..c6fbc3d3 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1447,7 +1447,7 @@ GenAI models mostly live in the cloud - often managed by an external party, whic ## 5.1. Introduction ## 5.2. Establishing Context: - + - External Context: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. - Internal Context: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. From ede80faa35260a2a815c628fc35b4def7a70a5bf Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 20:13:14 +0100 Subject: [PATCH 17/35] Update owaspaiexchange.md --- owaspaiexchange.md | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index c6fbc3d3..ac746257 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1447,12 +1447,19 @@ GenAI models mostly live in the cloud - often managed by an external party, whic ## 5.1. Introduction ## 5.2. Establishing Context: - +alt text + - External Context: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. - Internal Context: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. - Risk Management Context: Define the scope and objectives of risk management activities, considering the stakes involved in deploying AI systems, such as ethical implications, bias, and potential for misuse. +- + +- + +- + # References From 4e91c2c8f709c415d5a9a3abf24aa78c775f7160 Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 20:22:12 +0100 Subject: [PATCH 18/35] Update owaspaiexchange.md --- owaspaiexchange.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index ac746257..a4aced31 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1447,7 +1447,10 @@ GenAI models mostly live in the cloud - often managed by an external party, whic ## 5.1. Introduction ## 5.2. Establishing Context: -alt text +![Risk Management Image](assets/images/Riskmanagement1.JPG) + + + - External Context: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. From e73477a678bd8bd914f236d9630a89238df5b5f2 Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 20:27:51 +0100 Subject: [PATCH 19/35] Update owaspaiexchange.md --- owaspaiexchange.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index a4aced31..af8550a7 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1447,7 +1447,8 @@ GenAI models mostly live in the cloud - often managed by an external party, whic ## 5.1. Introduction ## 5.2. Establishing Context: -![Risk Management Image](assets/images/Riskmanagement1.JPG) + + From 1ae526fb64b13c462ebb196ade01b4869aaf1813 Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 20:30:12 +0100 Subject: [PATCH 20/35] Update owaspaiexchange.md --- owaspaiexchange.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index af8550a7..092eafa1 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1454,9 +1454,9 @@ GenAI models mostly live in the cloud - often managed by an external party, whic -- External Context: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. -- Internal Context: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. -- Risk Management Context: Define the scope and objectives of risk management activities, considering the stakes involved in deploying AI systems, such as ethical implications, bias, and potential for misuse. +- **External Context**: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. +- **Internal Context**: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. +- **Risk Management Context**: Define the scope and objectives of risk management activities, considering the stakes involved in deploying AI systems, such as ethical implications, bias, and potential for misuse. - From c91b06698e35369b168c49d468d6990d46a57d33 Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 20:35:35 +0100 Subject: [PATCH 21/35] Update owaspaiexchange.md --- owaspaiexchange.md | 16 ++++++++++++---- 1 file changed, 12 insertions(+), 4 deletions(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 092eafa1..78f7e7bb 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1446,7 +1446,7 @@ GenAI models mostly live in the cloud - often managed by an external party, whic ## 5.1. Introduction -## 5.2. Establishing Context: +## 5.2. Establishing Context @@ -1458,11 +1458,19 @@ GenAI models mostly live in the cloud - often managed by an external party, whic - **Internal Context**: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. - **Risk Management Context**: Define the scope and objectives of risk management activities, considering the stakes involved in deploying AI systems, such as ethical implications, bias, and potential for misuse. -- -- -- + + +## 5.3. Risk Assessment + + + + +- **Identification:** Recognize the specific risks associated with ML and AI projects, such as data bias, model interpretability, algorithmic transparency, security vulnerabilities, and unintended consequences of AI behavior. +- **Analysis:** Evaluate the nature and magnitude of identified risks. This involves understanding the probability of occurrences (e.g., data breaches, model failures, bias) and their impact on various stakeholders, including users, the organization, and society at large. +- **Evaluation:** Prioritize risks based on their severity and likelihood. This helps in determining which risks need immediate attention and which can be monitored over time. + # References From 1ec6db375f7a1f508e1fcea35c18f51852a2e5ca Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 20:37:36 +0100 Subject: [PATCH 22/35] Update owaspaiexchange.md --- owaspaiexchange.md | 16 +++++++++------- 1 file changed, 9 insertions(+), 7 deletions(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 78f7e7bb..8cb49004 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1449,16 +1449,13 @@ GenAI models mostly live in the cloud - often managed by an external party, whic ## 5.2. Establishing Context - - - - - - **External Context**: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. - **Internal Context**: Assess the capabilities, culture, and objectives of the organization developing or using these technologies. This includes technical infrastructure, data governance policies, ethical standards, and the strategic goals related to AI deployment. - **Risk Management Context**: Define the scope and objectives of risk management activities, considering the stakes involved in deploying AI systems, such as ethical implications, bias, and potential for misuse. - - +
+
+
+
@@ -1471,6 +1468,11 @@ GenAI models mostly live in the cloud - often managed by an external party, whic - **Analysis:** Evaluate the nature and magnitude of identified risks. This involves understanding the probability of occurrences (e.g., data breaches, model failures, bias) and their impact on various stakeholders, including users, the organization, and society at large. - **Evaluation:** Prioritize risks based on their severity and likelihood. This helps in determining which risks need immediate attention and which can be monitored over time. +
+
+
+
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index 8cb49004..7af370d7 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1460,7 +1460,7 @@ GenAI models mostly live in the cloud - often managed by an external party, whic ## 5.3. Risk Assessment - + From 1b6eacba7618e26b0e9eab0e58b21dea75acbda6 Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 20:41:18 +0100 Subject: [PATCH 25/35] Update owaspaiexchange.md --- owaspaiexchange.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 7af370d7..73c7186e 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1475,6 +1475,14 @@ GenAI models mostly live in the cloud - often managed by an external party, whic
+
+
+
+
+
+ + + # References References on the OWASP AI guide (a project of which this document is part): From 1214b9333402d1c7f7d249017e6125d732144bb9 Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 20:48:47 +0100 Subject: [PATCH 26/35] Riskmanagement3 --- assets/images/Riskmanagement3.JPG | Bin 0 -> 60414 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 assets/images/Riskmanagement3.JPG diff --git a/assets/images/Riskmanagement3.JPG b/assets/images/Riskmanagement3.JPG new file mode 100644 index 0000000000000000000000000000000000000000..76c07e1e1a8430f7f838006983be3171d8561f2e GIT binary patch literal 60414 zcmeFZ1z1#FyEndJC;>sbLpr3p5v1fn5D}!MyE}9!QMv>L5s*|;xx^z^?>&33weA&n{O;cpJ%e5XuH9DEPz5kBFaUq> z4}f0ATvG9Oumu1uEr16A06YK-Lk7SE&u{?%{|5f^n{M_?yHe(gzeu*Y%|v3@_VNlyCp93mnF0LjUJ zod40Q7|(xnoLN{C7S?W-HvCp@E&~1*?gB#mf&zf7g1@_km6MG(v!#ulgR30pesen~ zvxBu9r-7K3pq9I`jlF|2rTtypU2ME9nEhRxUA?6J 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zE1!QqESk#LrjEyu9;0dBg56z#p1o-?*57Exfd2l^x9+)(L=8Jv-2mMEXLghHa~p{? zQ;w{g;rZPp{QO1&d67xE1Ut8z{O>89+iw4xSLtkv?HULlXLtJnBn+{qjR4Y;$*^XF o%i%gT!%xCQ*>%-%>BSg;$P5F~5XS0X^SIyhx&Hx=uwTdj4{H(u7ytkO literal 0 HcmV?d00001 From f2b5d71d96aee554a27e65d7adf5d132c5bcf82f Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 20:57:59 +0100 Subject: [PATCH 27/35] Update owaspaiexchange.md --- owaspaiexchange.md | 45 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 45 insertions(+) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 73c7186e..deed0113 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1445,6 +1445,51 @@ GenAI models mostly live in the cloud - often managed by an external party, whic --- ## 5.1. Introduction +AI Risk Management applies regardless of where in the supply chain your organization fits. +Whether you are integrating AI systems built by others or developing ,modifying or training them to be utilized internally or externally by others, it is imperative to manage their risks. + +In the context of AI Risk Management process, the term AI encompasses all flavors of AI including AGI, Machine Learning, Deep Learning, and Data Science, while acknowledging that the actual risks overlap and vary depending on the flavor of AI and the applicable domain. + +The intent of this document is to concisely capture the key elements of an effective AI risk management framework and provide a prescriptive framework. This document is organized by AI Risk Management Process, Model, Activities, Risk Catalog, Roles and Responsibilities and Risk Catalog. + +**AI Risk Management Process:** + +We utilize the ISO 31000 as a good framework to overlay our AI Risk Management process. + + + + + +
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+Source: ISO 31000:2009(en), Risk management — Principles and guidelines + + + + + + + ## 5.2. Establishing Context From 189d2552d04b6fa449f4d53605bc6b5272ebb44a Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 21:02:01 +0100 Subject: [PATCH 28/35] Update owaspaiexchange.md --- owaspaiexchange.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index deed0113..cbbbc2e8 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1457,7 +1457,7 @@ The intent of this document is to concisely capture the key elements of an effec We utilize the ISO 31000 as a good framework to overlay our AI Risk Management process. - +
From 360d588803ce6f3e21a81667194dd578d3afa09c Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 21:07:54 +0100 Subject: [PATCH 29/35] Update owaspaiexchange.md --- owaspaiexchange.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index cbbbc2e8..6d79a63c 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1452,7 +1452,7 @@ In the context of AI Risk Management process, the term AI encompasses all flavor The intent of this document is to concisely capture the key elements of an effective AI risk management framework and provide a prescriptive framework. This document is organized by AI Risk Management Process, Model, Activities, Risk Catalog, Roles and Responsibilities and Risk Catalog. -**AI Risk Management Process:** +## 5.2. AI Risk Management Process:** We utilize the ISO 31000 as a good framework to overlay our AI Risk Management process. @@ -1491,7 +1491,7 @@ Source: ISO 31000:2009(en), Risk management — Principles and guidelines -## 5.2. Establishing Context +## 5.3. Establishing Context - **External Context**: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. @@ -1504,7 +1504,7 @@ Source: ISO 31000:2009(en), Risk management — Principles and guidelines -## 5.3. Risk Assessment +## 5.4. Risk Assessment From 7ae74bd8e2b43f7e0d61bb182a429d8d0a208843 Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 21:08:16 +0100 Subject: [PATCH 30/35] Update owaspaiexchange.md --- owaspaiexchange.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 6d79a63c..e343ae1d 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1452,7 +1452,7 @@ In the context of AI Risk Management process, the term AI encompasses all flavor The intent of this document is to concisely capture the key elements of an effective AI risk management framework and provide a prescriptive framework. This document is organized by AI Risk Management Process, Model, Activities, Risk Catalog, Roles and Responsibilities and Risk Catalog. -## 5.2. AI Risk Management Process:** +## 5.2. AI Risk Management Process We utilize the ISO 31000 as a good framework to overlay our AI Risk Management process. From 9847118ee53c39473f3d96679a948e78c3b965ac Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 21:09:21 +0100 Subject: [PATCH 31/35] Update owaspaiexchange.md --- owaspaiexchange.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index e343ae1d..12f75866 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1452,7 +1452,7 @@ In the context of AI Risk Management process, the term AI encompasses all flavor The intent of this document is to concisely capture the key elements of an effective AI risk management framework and provide a prescriptive framework. This document is organized by AI Risk Management Process, Model, Activities, Risk Catalog, Roles and Responsibilities and Risk Catalog. -## 5.2. AI Risk Management Process +## 5.2.1 AI Risk Management Process We utilize the ISO 31000 as a good framework to overlay our AI Risk Management process. @@ -1491,7 +1491,7 @@ Source: ISO 31000:2009(en), Risk management — Principles and guidelines -## 5.3. Establishing Context +## 5.2.2 Establishing Context - **External Context**: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. From e25331f80735821101084d93043a874a99d7b6eb Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 21:11:00 +0100 Subject: [PATCH 32/35] Update owaspaiexchange.md --- owaspaiexchange.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 12f75866..71c12f70 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1452,7 +1452,7 @@ In the context of AI Risk Management process, the term AI encompasses all flavor The intent of this document is to concisely capture the key elements of an effective AI risk management framework and provide a prescriptive framework. This document is organized by AI Risk Management Process, Model, Activities, Risk Catalog, Roles and Responsibilities and Risk Catalog. -## 5.2.1 AI Risk Management Process +## 5.2 AI Risk Management Process We utilize the ISO 31000 as a good framework to overlay our AI Risk Management process. @@ -1491,7 +1491,7 @@ Source: ISO 31000:2009(en), Risk management — Principles and guidelines -## 5.2.2 Establishing Context +## 5.2.1 Establishing Context - **External Context**: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. @@ -1504,7 +1504,7 @@ Source: ISO 31000:2009(en), Risk management — Principles and guidelines -## 5.4. Risk Assessment +## 5.2.2 Risk Assessment From 3717ba141dbba2b050297d49b591b43b1f76e5d3 Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 21:11:36 +0100 Subject: [PATCH 33/35] Update owaspaiexchange.md --- owaspaiexchange.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 71c12f70..0bc14319 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1452,7 +1452,7 @@ In the context of AI Risk Management process, the term AI encompasses all flavor The intent of this document is to concisely capture the key elements of an effective AI risk management framework and provide a prescriptive framework. This document is organized by AI Risk Management Process, Model, Activities, Risk Catalog, Roles and Responsibilities and Risk Catalog. -## 5.2 AI Risk Management Process +## 5.2. AI Risk Management Process We utilize the ISO 31000 as a good framework to overlay our AI Risk Management process. @@ -1491,7 +1491,7 @@ Source: ISO 31000:2009(en), Risk management — Principles and guidelines -## 5.2.1 Establishing Context +## 5.2.1. Establishing Context - **External Context**: Understand the environment in which ML, Data Science, and Gen AI systems operate, including legal, regulatory, financial, and social factors. Consider compliance with privacy (e.g. GDPR in Europe), or specific jurisdictional (e.g. Canada Bill C27-AIDA) or industry (e.g. Healthcare or Finance) requirements. @@ -1504,7 +1504,7 @@ Source: ISO 31000:2009(en), Risk management — Principles and guidelines -## 5.2.2 Risk Assessment +## 5.2.2. Risk Assessment From cfd5804d22c41bb801c5d56b34e85c61ed788d98 Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 21:13:35 +0100 Subject: [PATCH 34/35] Update owaspaiexchange.md --- owaspaiexchange.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 0bc14319..06faf066 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1504,7 +1504,7 @@ Source: ISO 31000:2009(en), Risk management — Principles and guidelines -## 5.2.2. Risk Assessment +## 5.4. Risk Assessment From 42080b80f47008e6797cb32559b3bf216bd56dee Mon Sep 17 00:00:00 2001 From: Behnaz Karimi <63918143+behyka@users.noreply.github.com> Date: Fri, 16 Feb 2024 21:14:40 +0100 Subject: [PATCH 35/35] Update owaspaiexchange.md --- owaspaiexchange.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/owaspaiexchange.md b/owaspaiexchange.md index 06faf066..a88be8ea 100644 --- a/owaspaiexchange.md +++ b/owaspaiexchange.md @@ -1504,7 +1504,7 @@ Source: ISO 31000:2009(en), Risk management — Principles and guidelines -## 5.4. Risk Assessment +## 5.2.2 Risk Assessment