
Cawdog
CAWODOG is a proof-of-concept project demonstrating how to protect Python-based AI models deployed on offline industrial machines. Across three…

CAWODOG is a proof-of-concept project demonstrating how to protect Python-based AI models deployed on offline industrial machines. Across three…
Reproduces CVE-2026-44246, a prompt injection vulnerability in nnU-Net's GitHub Actions triage agent, demonstrating how issue content is inlined into…

OWASP reference project for agentic AI security evidence: correlates agent execution, identity, tool calls, and authorization decisions into…

Security advisory detailing a critical CVE in Copilot AI where RAG-based citation links are forged to a third-party domain, enabling source…

Security research on context compaction in coding agents: shows how forged role labels in untrusted content survive summarization and get executed,…

Research pipeline that constructs verified successful experiences and organizes them into formation records to progressively poison model skills via…

[🎖️ Honorable Mention in HAIPS @COLM'26] The first benchmark to evaluate how well do LLM agents act in alignment with their assigned authorization…

Replication package studying how LLM vulnerability auditors defer to static-analysis evidence, with a tree-sitter C/C++ front end, controlled…

An audit-oriented risk model for how agent-generated inferences can change epistemic status, gain operational authority, and influence later…

LLM safety: analyze how fine-tuning shifts refusal behavior and evaluate layer-freezing and low-rank defenses.

Research code for poisoning attacks on the PGM-index, demonstrating how to craft adversarial data to degrade learned index performance.

How Much Can Tool Calls Reveal About You? Privacy Leakage from Tool-Call Traces

Fix-Like Artifacts With Embedded Defects

This repository provides the official implementation of POISONCRAFT: Practical Poisoning of Retrieval-Augmented Generation for Large Language Models.

Token by Token, Compromised: Backdoor Vulnerabilities in Unified Autoregressive Models (NeurIPS'26)

Jailbreak vulnerability across early-exit depths LLMs. Published at NeurIPS 2026 in the FLMSec workshop

Artefacts for blog post on finding CVE-2025-37899 with o3