PT-2026-65614

Name of the Vulnerable Software and Affected Versions datamodel-code-generator versions prior to 0.62.0 Description An unauthenticated path traversal and information disclosure issue exists when the software resolves JSON Schema $ref targets. The application fails to restrict these targets to the...

PT-2026-65638

Summary datamodel-code-generator is vulnerable to code injection when generating Python models from an attacker-controlled JSON Schema, OpenAPI, YAML, JSON, Avro, Protobuf, or XSD schema. When a property carries a "default factory" key, its value is interpolated verbatim — as a raw Python...

CVE-2026-12001

The CVE-2026-12001 entry describes a hardcoded credential vulnerability in the firmware of multiple TP-Link routers (TL-WR845N v4, TL-WR850N v3, Archer C20 v6, Archer MR200 v5). The credential material is embedded in a password file within the firmware image and can be recovered through firmware ...

Rethinking security for the age of AI

Why security needs a new Cyber Stack — Introducing Project Perception The physics of cybersecurity are changing. Autonomous systems can now reason, adapt and operate continuously. At the same time, the cost of offense is falling, while the volume, velocity and complexity of what must be secured...

The Sub-10-Minute Cloud Takeover: How Exposed IAM Keys, Misconfiguration and AI Are Rewriting the Rules of Cloud Breaches

Key Takeaways Two real-world cloud attacks reached meaningful impact in less than ten minutes despite pursuing entirely different objectives. Both attackers treated the environment as a connected system, using existing permissions and relationships to expand their reach. Reconnaissance increasing...

ALIBI: Adaptive Agentic Attacks on LLM-Based Vulnerability Detectors Via Adversarial Code Comments

Large language models are increasingly deployed for security-sensitive tasks such as vulnerability detection and code review. Their reliance on natural-language context embedded in source code exposes a previously underexplored attack surface: adversarial comments that can influence a detector's...

When LLM Defenses Backfire: Characterizing Safety, Performance, and Cost Trade-Offs

Jailbreak defenses are essential for protecting large language models LLMs, but they can also introduce secondary costs that weaken model utility. We present a systematic study of these defense trade-offs along three dimensions: performance impact, over-refusal on benign inputs, and inference cos...

DeepFaith: Evidence-Grounded LLMs for Faithful Incident Reporting in Multi-Stage APT Defense

Advanced Persistent Threats APTs are difficult to detect and interpret due to their multi-stage and stealthy nature. While recent autonomous defense systems leverage provenance graphs and learning-based models for detection and mitigation, their outputs remain largely machine-oriented and difficu...

TYPO: Instruction-Dense Visual Jailbreaks against Commercial Closed-Source Image-Generation Models

Recent commercial image-generation models can generate high-quality images with readable text e.g., posters, infographics, and manuals, attracting considerable attention. Yet we first show that this same capability also introduces a previously unreported safety vulnerability: these systems may...

Just Testing, Move Along: Evasion of LLM-Based System Log Interpretation by Prompt Injection

Large Language Models LLMs are increasingly integrated into Security Operations Center SOC workflows, where they support analysts in tasks such as the interpretation of system logs. However, the ability of LLMs to directly process untrusted textual input also introduces new attack surfaces. In...

Xerox Printers Remote Command Execution (CVE-2021-28671)

Xerox Phaser 6510 before 64.65.51 and 64.59.11 Bridge, WorkCentre 6515 before 65.65.51 and 65.59.11 Bridge, VersaLink B400 before 37.65.51 and 37.59.01 Bridge, B405 before 38.65.51 and 38.59.01 Bridge, B600/B610 before 32.65.51 and 32.59.01 Bridge, B605/B615 before 33.65.51 and 33.59.01 Bridge,...

DarkPrompt

DarkPrompt !CIhttps://github.com/jason-allen-oneal/DarkPr...

The OpenAI Models That Hacked Hugging Face Were ‘Active on the Internet’ for Days

Plus: Russian hackers are trying to steal US nuclear scientists’ emails, the State Department bans known scammers from entering the United States, and more...

CVE-2026-64362 HID: lg-g15: cancel pending work on remove to fix a use-after-free

In the Linux kernel, the following vulnerability has been resolved: HID: lg-g15: cancel pending work on remove to fix a use-after-free lgg15data is allocated with devm and holds a work item. The report handlers schedule that work straight from device input. lgg15event and lgg15v2event do it on th...

Poster: Rethinking Security in LLM Code Generation through Real-World Risk Scenarios

Large Language Models LLMs are widely used for code generation, yet their security behavior in realistic development workflows remains underexplored. Existing benchmarks often rely on explicitly specified security requirements, failing to capture real-world scenarios where prompts are frequently...

A Structured Cyber Threat Intelligence Dataset Using STIX 2.1 Entities and MITRE ATT&CK Mappings

Cyber threat intelligence CTI reports are typically written in unstructured formats, which complicates the extraction and analysis of important entities and adversarial behaviors. Although existing CTI research provides extraction tools, knowledge-graph frameworks, and MITRE ATT&CK mapped dataset...

False Prophets: On the Security of World Models in Agentic Systems

Large language models now power autonomous agents capable of complex, multi-step tasks in different environments. Accurate and reliable execution of these tasks requires the agent to predict the results of its actions. Recent research proposes to enhance predictive capabilities via specially...

GHSA-2625-RW7M-5Q5X Hubuum client library (Rust): Sensitive data may be exposed through default diagnostics

Summary hubuumclient diagnostics can expose sensitive request, response, import/export, task, delivery, or server-provided data when applications format or log errors and public models. Affected behavior Native reqwest::Error values retain the full request URL. Converting those errors into...

EUVD-2026-42639

Open WebUI: Arena task endpoints can bypass underlying model access controls...

Open WebUI: Arena task endpoints can bypass underlying model access controls

Summary An authenticated non-admin user with read access to an arena wrapper model can reach a restricted underlying model through task endpoints such as /api/v1/tasks/moa/completions. The normal chat route resolves arena models before the final chat dispatch and therefore re-checks the selected...