ThreatDetect

ThreatDetect ThreatDetect is a Streamlit-based insider threat detection prototype that analyzes employee activity data and flags potentially risky behavior. It uses a trained XGBoost classifier together with an Isolation Forest anomaly detector to produce organisation-level risk summaries and...

CVE-2026-50416-writeup-and-poc

CVE-2026-50416: a kernel address in the desktop heap On the affected system, this read from the user mapping of the Win32 desktop heap returned a kernel address: ULONG64 leaked = ULONG64 desktopheap + 0x100; That is the whole disclosure. At first it was only an eight-byte value with convincing hi...

CVE-2024-0311

CVE-2024-0311 ? This is a PoC for what I believe is CVE-2024-0311, SB10418. A malicious insider can bypass the existing policy of Skyhigh Client Proxy without a valid release code. Much details. Very exploit. ¯\ツ /¯ The PoC injects into a user-ran SCPBypass.exe process and writes to the...

Insider-Threat

Insider Threat Graph Models R5.2 & R6.2 This repository contains data preparation, feature extraction, and graph-based models GCN-NN, GCN-BiLSTM, and GCN-BiLSTM+Attention for implicit+explicit signals for insider-threat detection using the CMU CERT Insider Threat Test Dataset R5.2, R6.2. Reposito...

The AI Agent Nobody Owns: Watch Expert Webinar On Your Newest Insider Threat

Right now, there is probably an AI agent running on a laptop somewhere in your network. It stores API keys and database passwords, can access your internal systems, and works without anyone watching. Nobody reviewed its access. Nobody owns it. If an employee had that much reach with that little...

Agents are your newest insiders. Security must move at their speed.

Agents are rapidly becoming part of how work gets done. They can support a range of activities from writing code and researching products to analyzing revenue, processing expenses, and acting across the systems that run the business. To be most useful, they often need access to company data,...

Honeypots for AI Agent Insider Threats

AI agents deployed inside organizations can pose an insider threat if they make mistakes, are compromised by an attacker, or pursue misaligned objectives. We propose honeypots as an AI control method to improve the security of internal agent deployments. Rather than only using honeypots for...

MOLE: Detecting Insider Threats in AI Agents

Model misalignment, prompt injection, or operator misuse could lead AI agents operating frontier-lab accounts to exfiltrate model weights, poison training data, or weaken release gates. Existing benchmarks do not test whether defenders can detect this activity among routine work under a limited...

A Bayesian Correlated Equilibrium for Early Insider-Threat Detection

We model insider threat detection as a dynamic Bayesian game in which a platform coordinates a committee of strategic certifiers to sustain equilibrium among honest users and detect malicious deviations before exfiltration. Certifiers and users operate under a Bayesian Temporal Correlated...

North Korean Job Fraud Expands Beyond IT Into Healthcare and Sales

Threat actors with ties to the Democratic People's Republic of Korea aka DPRK or North Korea have been observed seeking job opportunities beyond the information technology IT sector, with recent investigations identifying suspected workers employed in sales and marketing and the medical professio...

attackgen v0.16.0

AttackGen AttackGen is a cybersecurity incident response testing tool that leverages the power of large language models and the comprehensive MITRE ATT&CK and ATLAS frameworks. The tool generates tailored incident response scenarios based on user-selected threat actor groups, AI attack case...

Workplace Surveillance and Insider Threat Risk Management: Legal Limits and Privacy Harms

Workplace surveillance is used by organizations to protect corporate assets and monitor employee productivity. This research presents two central arguments on workplace surveillance: although surveillance serves legitimate organizational purposes, over-surveillance can violate legal requirements...

EUVD-2026-62468

Renovate versions from 42.68.1 before 42.96.3 and from 42.68.1 before 43.4.4, including corresponding Docker images renovate/renovate, mend/renovate-ce, renovate-ee-server, renovate-ee-worker =13.3.0 13.6.0, fail to restrict environment variables to an allowlist when spawning child processes. As ...

LLMs for Zero-Shot Threat Detection Via Structured Risk Indicators

We propose a two-stage large language model LLM framework for zero-shot detection of insider threats and advanced persistent threats APTs from heterogeneous security logs. The framework models user activity as chronological timelines and incorporates retrieval-augmented generation RAG to provide...

Weaponized AI: The Commoditization of Cybercrime

Weaponized AI: The Commoditization of Cybercrime By Jambul Tologonov · August 12, 2026 Executive Summary The Trellix Advanced Research Center has been actively monitoring dark web forums and criminal communication channels for emerging threats tied to artificial intelligence AI. What we are...

EUVD-2026-56152

TypeBot is a chatbot builder tool. In version 3.16.1, API tokens bearer credentials used to authenticate against the builder API are stored in the database as cleartext strings. An attacker who gains read access to the database e.g., via SQL injection, backup exposure, or insider access can extra...

The inside job that cost ransomware victims millions

When a ransomware crew locks up your servers, the outside negotiator you hire has to know everything about you so that they can negotiate a smaller ransom payment. You tell them what your cyber-insurance covers and what your board is willing to pay. You have to. That's the whole reason you hire...

Rogue Agent Flaw Could Have Let Attackers Hijack Google Dialogflow CX Chatbots

A critical flaw in Google's Dialogflow CX could have let an attacker with edit rights on one Code Block-enabled agent compromise other Code Block-enabled agents in the same Google Cloud project. From there, they could read live conversations, steal the data users shared, and make the bots send...

MAL-2026-6629 Malicious code in @lexisnexisrisk/insider-threat-platform (npm)

--- -= Per source details. Do not edit below this line.=- Source: ghsa-malware dae189d0977c5458ccfe6ac903cf5014acf0e73277c22ad68edf683813066398 Any computer that has this package installed or running should be considered fully compromised. All secrets and keys stored on that computer should be...

Malicious Package

Overview @lexisnexisrisk/insider-threat-platform 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 organizatio...