AI in Cybersecurity Education -- Scalable Agentic CTF Design Principles and Educational Outcomes

Large language models are rapidly changing how learners acquire and demonstrate cybersecurity skills. However, when human--AI collaboration is allowed, educators still lack validated competition designs and evaluation practices that remain fair and evidence-based. This paper presents a...

CVE-2026-27570

Discourse is vulnerable to stored XSS via the SharedAiConversation onebox. In affected versions before 2026.3.0-latest.1, 2026.2.1, and 2026.1.2, the onebox renders the conversation title into HTML without proper sanitization. A patch exists in 2026.3.0-latest.1, 2026.2.1, and 2026.1.2. The recom...

EUVD-2026-13192

Discourse is an open-source discussion platform. Prior to versions 2026.3.0-latest.1, 2026.2.1, and 2026.1.2, the onebox method in the SharedAiConversation model renders the conversation title directly into HTML without proper sanitization. Versions 2026.3.0-latest.1, 2026.2.1, and 2026.1.2 conta...

CVE-2026-27570 Discourse Vulnerable to Stored XSS via Shared AI Conversation Onebox

Discourse is an open-source discussion platform. Prior to versions 2026.3.0-latest.1, 2026.2.1, and 2026.1.2, the onebox method in the SharedAiConversation model renders the conversation title directly into HTML without proper sanitization. Versions 2026.3.0-latest.1, 2026.2.1, and 2026.1.2 conta...

CVE-2026-27570 Discourse Vulnerable to Stored XSS via Shared AI Conversation Onebox

Discourse is an open-source discussion platform. Prior to versions 2026.3.0-latest.1, 2026.2.1, and 2026.1.2, the onebox method in the SharedAiConversation model renders the conversation title directly into HTML without proper sanitization. Versions 2026.3.0-latest.1, 2026.2.1, and 2026.1.2 conta...

GHSA-2CH6-X3G4-7759 OpenClaw's commands.allowFrom sender authorization accepted conversation identifiers via ctx.From

Summary commands.allowFrom is documented as a sender authorization allowlist for commands/directives, but command authorization could include ctx.From conversation identity as a sender candidate. When commands.allowFrom contained conversation-like identifiers for example Discord channel: or...

OpenClaw's commands.allowFrom sender authorization accepted conversation identifiers via ctx.From

Summary commands.allowFrom is documented as a sender authorization allowlist for commands/directives, but command authorization could include ctx.From conversation identity as a sender candidate. When commands.allowFrom contained conversation-like identifiers for example Discord channel: or...

OpenClaw: MS Teams fileConsent/invoke missing conversation binding allowed cross-conversation pending-upload consumption

Summary In openclaw MS Teams file-consent flow, pending uploads were authorized by uploadId alone. fileConsent/invoke did not verify the invoke conversation against the conversation that created the pending upload. Impact An attacker who obtained a valid uploadId within TTL could trigger...

GHSA-J26J-7QC4-3MRF OpenClaw: MS Teams fileConsent/invoke missing conversation binding allowed cross-conversation pending-upload consumption

Summary In openclaw MS Teams file-consent flow, pending uploads were authorized by uploadId alone. fileConsent/invoke did not verify the invoke conversation against the conversation that created the pending upload. Impact An attacker who obtained a valid uploadId within TTL could trigger...

CVE-2026-0598

A security flaw was identified in the Ansible Lightspeed API conversation endpoints that handle AI chat interactions. The APIs do not properly verify whether a conversation identifier belongs to the authenticated user making the request. As a result, an attacker with valid credentials could acces...

CVE-2026-0598 Ansible-lightspeed: broken object level authorization leading to cross-user ai conversation context injection in ansible lightspeed api

A security flaw was identified in the Ansible Lightspeed API conversation endpoints that handle AI chat interactions. The APIs do not properly verify whether a conversation identifier belongs to the authenticated user making the request. As a result, an attacker with valid credentials could acces...

CVE-2026-0598

The connected PT-2026-6676 entry confirms a vulnerability in the Ansible Lightspeed API conversation endpoints used for AI chat interactions. Affected component: the conversation endpoints within Ansible Lightspeed API. Root cause:broken object-level authorization that fails to verify that the co...

CVE-2026-0598

A security flaw was identified in the Ansible Lightspeed API conversation endpoints that handle AI chat interactions. The APIs do not properly verify whether a conversation identifier belongs to the authenticated user making the request. As a result, an attacker with valid credentials could acces...

PT-2026-6676

Name of the Vulnerable Software and Affected Versions Ansible Lightspeed affected versions not specified Description The Ansible Lightspeed API conversation endpoints, which manage AI chat interactions, do not adequately confirm if a conversation identifier corresponds to the authenticated user...

BIT-DISCOURSE-2025-68660 Discourse AI Discover's continue conversation allows threat actor to impersonate user

Discourse is an open source discussion platform. In versions prior to 3.5.4, 2025.11.2, 2025.12.1, and 2026.1.0, an endpoint lets any authenticated user bypass the aidiscoverpersona access controls and gain ongoing DM access to personas that may be wired to staff-only categories, RAG document set...

CVE-2025-68660

Affected product/versions: Discourse prior to 3.5.4, 2025.11.2, 2025.12.1, and 2026.1.0. Vulnerability: An endpoint allows any authenticated user to bypass the ai_discover_persona access controls and gain ongoing DM access to personas, potentially wired to staff-only categories, RAG documents, or...

Malicious Chrome extensions can spy on your ChatGPT chats

Researchers discovered 16 malicious browser extensions for Google Chrome and Microsoft Edge that steal ChatGPT session tokens, giving attackers access to accounts, including conversation history and metadata. The 16 malicious extensions 15 for Chrome and 1 for Edge claim to improve and optimize...

Malicious Package

Overview sd-conversation-history-module-client is a malicious package. This package contains malicious code, and its content was removed from the official package manager. While this package might be attempting to impersonate a valid organization, there is no connection between that organization...

EUVD-2026-3059

Malicious code in sd-active-conversation-module-client npm...

Malicious code in sd-conversation-history-module-client (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 30c335176b96214a0cf97acfa97156cd4216c1aa6e764167f49cef0eaa89cc72 The package sd-conversation-history-module-client was found to contain malicious code. Source: ghsa-malware...