Beyond Pass/Fail: Using Process Mining to Understand How LLMs Resist (And Fail) Red Team Attacks

Standard AI red teaming evaluations reduce adversarial campaigns to a single binary outcome, attack success rate ASR, not taking into account the sequential structure of how models resist or yield to attacks. We propose applying process mining, a discipline for discovering and analyzing process...

Updating the taxonomy of failure modes in agentic AI systems: What a year of red teaming taught us

In this article 1. Why the Taxonomy Needed Updating 2. Seven new failure modes 3. Operational findings: What red teaming showed 4. New mitigations 5. What to do this quarter When the Microsoft AI Red Team published the Taxonomy of Failure Modes in Agentic AI Systems in April 2025, the goal was a...

CVE-2026-35904

creationtimestamp| type| source ---|---|--- 2026-06-03 17:00:04+00:00| published-proof-of-concept| https://t.me/GithubRedTeam/87170 2026-06-03 19:00:30+00:00| seen| Telegram/Ze-uNkS3kIdAJGbWQE6AK--K-SMWz6YbrFE-sDGCdUicf4Q 2026-06-03 21:00:04+00:00| seen|...

CVE-2026-49943

creationtimestamp| type| source ---|---|--- 2026-06-03 06:00:04+00:00| seen| https://t.me/GithubRedTeam/87089 2026-06-03 07:00:16+00:00| seen| Telegram/o4hSLrg-DhwQDptmYynTF4BCpU3ri7L3EO654-e3xznsg0w 2026-06-03 09:00:04+00:00| seen| Telegram/5i-pTes7Ja8Uhuw9wP6auiAd2fWyZYO3DYvaqIbmREm4...

CVE-2026-10616

A weakness has been identified in nextlevelbuilder GoClaw up to 3.11.3. The impacted element is the function TeamTasksTool.executeComplete of the file internal/tools/teamtaskslifecycle.go of the component Team Task Completion Handler. Executing a manipulation can lead to missing authorization. Th...

CVE-2026-10616

A weakness has been identified in nextlevelbuilder GoClaw up to 3.11.3. The impacted element is the function TeamTasksTool.executeComplete of the file internal/tools/teamtaskslifecycle.go of the component Team Task Completion Handler. Executing a manipulation can lead to missing authorization. Th...

CVE-2026-10616 nextlevelbuilder GoClaw Team Task Completion team_tasks_lifecycle.go TeamTasksTool.executeComplete authorization

A weakness has been identified in nextlevelbuilder GoClaw up to 3.11.3. The impacted element is the function TeamTasksTool.executeComplete of the file internal/tools/teamtaskslifecycle.go of the component Team Task Completion Handler. Executing a manipulation can lead to missing authorization. Th...

EUVD-2026-34002

A weakness has been identified in nextlevelbuilder GoClaw up to 3.11.3. The impacted element is the function TeamTasksTool.executeComplete of the file internal/tools/teamtaskslifecycle.go of the component Team Task Completion Handler. Executing a manipulation can lead to missing authorization. Th...

CVE-2026-10616

CVE-2026-10616 affects nextlevelbuilder GoClaw up to 3.11.3. The vulnerability resides in TeamTasksTool.executeComplete (internal/tools/team_tasks_lifecycle.go), where a manipulation can lead to missing authorization. The issue can be exploited remotely and the exploit has been made publicly avai...

goclaw 安全漏洞

Goclaw is an open-source multi-tenant AI smart agent platform developed by Next Level Builder. Versions of GoClaw 3.11.3 and earlier contain security vulnerabilities. These vulnerabilities stem from a flaw in the Team Task Completion Handler component, where the TeamTasksTool.executeComplete...

CVE-2026-8206

creationtimestamp| type| source ---|---|--- 2026-06-01 20:00:04+00:00| seen| https://t.me/GithubRedTeam/86883 2026-06-01 23:00:14+00:00| seen| Telegram/WmCsGmCxw3llm8l2PpPL4TbSd7NmUffJbXR2OZgq87qhTE 2026-06-02 04:30:27+00:00| seen| https://bsky.app/profile/offseq.bsky.social/post/3mnbr4mqu6h2j...

CVE-2026-49139 Nanobot < 0.2.1 SSRF via Microsoft Teams Channel serviceUrl Poisoning

Nanobot prior to version 0.2.1 contains a server-side request forgery vulnerability in the Microsoft Teams channel handler that allows remote attackers to exfiltrate Bot Framework bearer tokens by supplying a forged activity with an attacker-controlled serviceUrl value. Attackers can poison the...

CVE-2026-45285

Nextcloud is an open source content collaboration platform. From versions 32.0.0 to before 32.0.9, and 33.0.0 to before 33.0.3, when a user shares a folder or file with a Nextcloud Team that includes an external member a person added via email address who does not have a Nextcloud account, the...

CVE-2026-45264

Nextcloud is an open source content collaboration platform. From versions 17.0.0 to before 17.0.15, 18.0.0 to before 18.1.12, 19.0.0 to before 19.1.16, 20.0.0 to before 20.1.11, and 21.0.0 to before 21.0.4, a user with READ and CREATE permission, but no UPDATE permission for a team folder can...

CVE-2026-45285

Concretely affected software: Nextcloud server branches 32.x (32.0.0–32.0.8) and 33.x (33.0.0–33.0.2). The vulnerability arises when sharing with a Team that includes an external member; a public link is auto-created for that external member and is not shown in the share UI. The link grants the s...

CVE-2026-45285 Nextcloud: Hidden Public Link creation when sharing to a Team External Member

Nextcloud is an open source content collaboration platform. From versions 32.0.0 to before 32.0.9, and 33.0.0 to before 33.0.3, when a user shares a folder or file with a Nextcloud Team that includes an external member a person added via email address who does not have a Nextcloud account, the...

EUVD-2026-33709

Nextcloud is an open source content collaboration platform. From versions 32.0.0 to before 32.0.9, and 33.0.0 to before 33.0.3, when a user shares a folder or file with a Nextcloud Team that includes an external member a person added via email address who does not have a Nextcloud account, the...

CVE-2026-45285 Nextcloud: Hidden Public Link creation when sharing to a Team External Member

Nextcloud is an open source content collaboration platform. From versions 32.0.0 to before 32.0.9, and 33.0.0 to before 33.0.3, when a user shares a folder or file with a Nextcloud Team that includes an external member a person added via email address who does not have a Nextcloud account, the...

CVE-2026-45285 Nextcloud: Hidden Public Link creation when sharing to a Team External Member

Nextcloud is an open source content collaboration platform. From versions 32.0.0 to before 32.0.9, and 33.0.0 to before 33.0.3, when a user shares a folder or file with a Nextcloud Team that includes an external member a person added via email address who does not have a Nextcloud account, the...

CVE-2026-45264 Nextcloud: ACL Rename Permission Bypass in Team Folders Allows Unauthorized File Renames

Nextcloud is an open source content collaboration platform. From versions 17.0.0 to before 17.0.15, 18.0.0 to before 18.1.12, 19.0.0 to before 19.1.16, 20.0.0 to before 20.1.11, and 21.0.0 to before 21.0.4, a user with READ and CREATE permission, but no UPDATE permission for a team folder can...