Trajectory-Level Security Debt in LLM Coding Agents

LLM coding agents can traverse hundreds of intermediate code states before submitting a solution. Evaluating only the final artifact leaves the evolution of security findings unmeasured. We introduce the Security Debt Line Integral SDLI, which accumulates static-analysis risk when an agent reache...

Configuration, Not Conscience: A Large-Scale Empirical Study of LLM System Prompts

Leaked system prompts are often treated as windows into the hidden values of commercial language models, yet their composition is rarely studied at scale. We analyze a merged corpus of 407 leaked, reconstructed, or officially published system prompts from 62 vendors across four community...

Shipping More AI Code Than You Can Secure? Watch How to Control Remediation Debt

If your developers are using AI coding tools, you are probably already seeing the upside: faster development, more code, and less time spent on routine work. The harder part is what comes after. AI can also introduce open-source packages at a pace your security team was never built to handle. Mor...

CVE-2026-16577

The Dokan: AI Powered WooCommerce Multivendor Marketplace Solution WordPress plugin, in versions before 5.0.14 , contains a vulnerability where it fails to validate client-supplied payment amounts against a vendor's actual outstanding balance during reverse-withdrawal payments . This flaw allows ...

CVE-2026-16577: Incorrect Authorization

The Dokan: AI Powered WooCommerce Multivendor Marketplace Solution WordPress plugin before 5.0.14 does not validate a client-supplied payment amount against the vendor's actual outstanding balance when recording a reverse-withdrawal payment, allowing a vendor to credit their reverse-withdrawal...

PT-2026-79303

Name of the Vulnerable Software and Affected Versions Dokan: AI Powered WooCommerce Multivendor Marketplace Solution WordPress plugin versions prior to 5.0.14 Description The plugin fails to validate a client-supplied payment amount against the vendor's actual outstanding balance during the...

poc-inteligencia-tributaria-palmas

PoC — Inteligência Tributária de Palmas-TO !CIhttps://git...

DHS Is Hiring Bounty Hunters to Find and Photograph Deported People’s Homes Abroad

Homeland Security told immigrants that leaving the US would wipe out fines it claims they owe. Now it wants private investigators to find them in their home countries and collect...

On AI Safety and Security Technical Debt in Engineering AI-Enabled Systems

Artificial intelligence AI systems are increasingly deployed in high-stakes domains such as healthcare, autonomous driving, finance, and education. While these systems offer powerful data-driven and adaptive capabilities, their complexity, rapid evolution, and dependence on dynamic data pipelines...

CVE-2026-4931

Smart contract Marginal v1 performs unsafe downcast, allowing attackers to settle a large debt position for a negligible asset cost...

EUVD-2026-19742

Smart contract Marginal v1 performs unsafe downcast, allowing attackers to settle a large debt position for a negligible asset cost...

CVE-2026-4931

Smart contract Marginal v1 performs unsafe downcast, allowing attackers to settle a large debt position for a negligible asset cost...

CVE-2026-4931

CVE-2026-4931 affects Smart contract Marginal v1, where an unsafe downcast in the contract enables attackers to settle a large debt position for a negligible asset cost. The publicly reported descriptions (NVD, Red Hat, ENISA EUVD, CNNVD, CVE lists) consistently state the same vulnerability and i...

CVE-2026-4931 CVE-2026-4931

Smart contract Marginal v1 performs unsafe downcast, allowing attackers to settle a large debt position for a negligible asset cost...

CVE-2026-4931

Smart contract Marginal v1 performs unsafe downcast, allowing attackers to settle a large debt position for a negligible asset cost...

CVE-2026-4931 CVE-2026-4931

Smart contract Marginal v1 performs unsafe downcast, allowing attackers to settle a large debt position for a negligible asset cost...

Marginal security vulnerabilities

Marginal is an asset trading platform developed by Marginal OpenSource. There is a security vulnerability in Marginal, which stems from the execution of insecure downcasting operations. This vulnerability could allow attackers to settle large debt positions at a negligible cost for assets...

PT-2026-30899

Name of the Vulnerable Software and Affected Versions Smart contract Marginal v1 affected versions not specified Description The Smart contract Marginal v1 contains an unsafe downcast issue. This allows attackers to settle a large debt position for a negligible asset cost. Recommendations At the...

CVE-2026-4931: Incorrect Conversion between Numeric Types

Smart contract Marginal v1 performs unsafe downcast, allowing attackers to settle a large debt position for a negligible asset cost...

Scaling security operations with Microsoft Defender autonomous defense and expert-led services

Today’s security leaders are operating in an environment of truncated cyberattack timelines with aging defenses built for slower, linear cyberthreats that can no longer keep pace with advanced cyberthreats. AI-powered threat actors now use social engineering and malware that adapt in real time,...