socbench

socbench Benchmark frontier reasoning LLMs as SOC agents on raw NetFlow data. socbench benchmarks frontier reasoning models as SOC agents: each model runs a bounded multi-turn agent loop against a deterministic, pre-indexed NetFlow corpus, with persona-scoped read-only tools, fixed dollar caps pe...

Persona Guardrail: A Production-Grade Defense Framework for Agentic Systems

Large language model-based agents are increasingly deployed to perform domain-specific tasks by interacting with enterprise knowledge, tools, and external services. Existing runtime guardrails primarily target prompt injection and other attack-specific behaviors under a black-box threat model, bu...

The story behind the intelligence

Welcome to this week's edition of the Threat Source newsletter. Our goal is to get accurate threat intelligence to our audience as quickly as possible, with all the context you need to ask the right questions of your own environment: How at risk are we from this threat? Are we prepared for it? An...

CVE-2026-71424: Exposure of Sensitive Information to an Unauthorized Actor

Onyx is an open-source AI platform. Prior to 3.1.10, 3.2.14, and 4.0.0, Onyx's GET /api/mcp/servers and GET /api/mcp/servers/persona/personaid endpoints expose another user's OAuth Authorization header because OnyxTokenStorage.settokens and OnyxTokenStorage.setclientinfo in...

bxploit

BXPLOIT AI-Powered Penetration Testing Framework built on Kim...

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills

Persona skills distill personal interaction histories into portable and executable artifacts for downstream agents. While enabling flexible personalization, this process concentrates fragmented personal signals, amplifies their impact through reuse, and challenges defenses designed for individual...

dimweb-persona-bot (0.0.6), finetuning-scheduler (0.2.2) +1 more potentially affected by CVE-2026-58659 via pytorch-lightning (1.7.6)

pytorch-lightning PYPI version 1.7.6 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - dimweb-persona-bot 0.0.6 - finetuning-scheduler 0.2.2 - gts-engine 0.1.3 Source cves: CVE-2026-58659 Source advisory:...

Malicious code in 0x2ai-demo3 (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector a36d5f023e4740169d1e1e7a56ebe32552cfdc4a05bf50ecc0b648ecea502c0d On npm install, scripts/postinstall.cjs copies the entire payload/ tree into process.env.INITCWD the directory the developer ran the install from usi...

MAL-2026-5590 Malicious code in 0x2ai-demo3 (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector a36d5f023e4740169d1e1e7a56ebe32552cfdc4a05bf50ecc0b648ecea502c0d On npm install, scripts/postinstall.cjs copies the entire payload/ tree into process.env.INITCWD the directory the developer ran the install from usi...

CVE-2026-32114: Authorization Bypass Through User-Controlled Key

Discourse is an open-source discussion platform. Prior to versions 2026.3.0-latest.1, 2026.2.1, and 2026.1.2, there is an Insecure Direct Object Reference IDOR vulnerability that allows any authenticated user to access metadata about AI personas, features, and LLM models by providing their...

Malicious code in wn-idv-persona-client (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 77973c6ca0ba60bf7105d4250b88b0fd7b3304dd3fe9ead1072912d8e724b21f The package wn-idv-persona-client was found to contain malicious code. Source: ossf-package-analysis...

MAL-2026-1584 Malicious code in wn-idv-persona-client (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 77973c6ca0ba60bf7105d4250b88b0fd7b3304dd3fe9ead1072912d8e724b21f The package wn-idv-persona-client was found to contain malicious code. Source: ossf-package-analysis...

Blueprint-POC

Sales-to-Delivery Agent Orchestration System - POC Phase 1...

Roblox gives predators “powerful tools” to target children, says LA County

Los Angeles County has sued online gaming company Roblox, adding to a series of suits that accuse the virtual worlds platform of misleading parents into thinking it's safe while leaving children exposed to predators and sexually explicit content. The February 19 filing makes LA County the first...

A week in security (February 16 – February 22)

Last week on Malwarebytes Labs: Age verification vendor Persona left frontend exposed, researchers say Facebook ads spread fake Windows 11 downloads that steal passwords and crypto wallets AI-generated passwords are a security risk Intimate products maker Tenga spilled customer data Meta patents ...

Age verification vendor Persona left frontend exposed, researchers say

Researchers investigating Discord’s age-verification checks say they discovered an exposed frontend belonging to Persona, the identity-verification vendor used by Discord. It revealed a far more expansive surveillance and financial intelligence stack than a simple “teen safety” tool. A short whil...

Cross-Site Scripting (XSS)

dotnetnuke.core is vulnerable to Cross-Site Scripting XSS. The vulnerability is due to improper input validation in module friendly names, which allows an attacker to inject and execute malicious scripts during certain module operations in the Persona Bar...

Dotnetnuke 9.0.x < 9.13.10 / 10.0.x < 10.02.00 Stored XSS in Scheduler LogNotes (CVE-2026-24836)

According to its self-reported version, the instance of Dotnetnuke running on the remote web server is 9.0.x prior to 9.13.10 or 10.0.x prior to 10.02.00. It is, therefore, affected by a vulnerability. - DNN formerly DotNetNuke is an open-source web content management platform CMS in the Microsof...

CVE-2025-68660

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-2026-24833

DNN formerly DotNetNuke is an open-source web content management platform CMS in the Microsoft ecosystem. Prior to versions 9.13.10 and 10.2.0, a module could install with richtext in its description field which could contain scripts that will run for user in the Persona Bar. Versions 9.13.10 and...