Security
- SecurityModel
VulnLLM-R-7B: A Reasoning Model for Vulnerability Detection
VulnLLM-R-7B is presented as a specialized reasoning LLM for vulnerability detection. Its Hugging Face page is linked.
Engineers evaluating LLM-based vulnerability detection can review the model page.
- SecurityArticle
REMnux MCP Server Connects AI Agents to Malware Analysis Tools
The REMnux MCP server connects AI agents to more than 200 REMnux tools and provides guidance on selecting tools and interpreting their output. The author describes capturing practitioner expertise to guide malware analysis.
Engineers exploring AI-assisted malware analysis can see how tool access and expert guidance are combined.
- SecurityModel
VulnLLM-R-7B: a model for vulnerability analysis
VulnLLM-R-7B is presented as a reasoning model for finding code vulnerabilities by analyzing data and control flows. The linked Hugging Face page provides access to the model.
Engineers can review the model and assess its suitability for vulnerability analysis workflows.
- SecurityPaper
Hex-Rays Decompiler Internals: Microcode
A presentation on the internals of the IDA Pro Hex-Rays decompiler, including microcode. The post links to a video and a PDF.
Useful background for engineers working with reverse engineering and decompiler internals.
- SecurityProject
Veritensor announces version 1.4.0
Veritensor v1.4.0 is described as a major release that expands the project from a model scanner into an AI security platform.
Engineers evaluating AI security tools can review the release and its stated change in scope.
- SecurityArticle
Sysdig details AWS intrusion from exposed S3 credentials to Bedrock
Sysdig describes an AWS compromise that begins with exposed credentials in S3, pivots through Lambda, and escalates to Bedrock access. An Elastic rule detects external layers added to Lambda functions.
The case and detection rule can help engineers investigate suspicious Lambda changes and cloud privilege escalation.
- SecurityArticle
Using AI to turn threat reports into detection insights
Microsoft describes an AI-assisted workflow that extracts TTPs from threat reports, maps them to existing detection coverage, and flags potential gaps. Human experts review and validate the results.
The workflow could help security teams identify detection gaps and accelerate detection engineering.
- SecurityPaper
Study Evaluates Gradient Inversion Attacks in Federated Learning
The study examines gradient inversion attacks in federated learning. It reports that the most practical attack method remains unreliable and outlines a three-stage defense approach.
Engineers designing federated learning systems can use the findings to assess privacy risks and defenses.
- SecurityProject
Leaker: passive credential leak enumeration
Leaker is a tool described as finding credential leaks for email addresses through passive online sources. Its GitHub page calls it a passive leak enumeration tool.
Engineers can review the repository to assess a passive approach to checking for exposed credentials.
Collection of Prompt Injection Vectors and Strategies
The post points to a collection of prompt injection vectors and strategies, with examples.
It may help engineers identify prompt injection techniques when assessing or hardening systems.
- SecurityProject
CyberBlue bundles blue-team security tools in containers
CyberBlue is a containerized platform that brings together open-source tools for SIEM, DFIR, CTI, SOAR, and network analysis.
Engineers can review how the platform combines tools used for security monitoring and incident response.
- SecurityProject
Search index for public CVE proof-of-concept exploits
The GitHub project indexes public CVE proof-of-concept exploits from GitHub, Nuclei, ExploitDB, Metasploit, and Vulhub.
Engineers can use the index to find public exploit examples relevant to vulnerability research and security testing.
- SecurityProject
DocEx emulates exfiltration of sensitive documents
DocEx is an APT emulation tool for exfiltrating .docx, .pptx, .xlsx, and .pdf files.
Security teams can use it to assess defenses against document exfiltration.
- SecurityArticle
Chrome Browser Exploitation: V8 and JavaScript Internals
A three-part series on Chrome browser internals and exploitation. Part 1 introduces V8 and JavaScript internals.
Useful background for engineers studying browser security and exploitation.
- SecurityArticle
Windows Defender Bypass Techniques: Direct Syscalls and XOR
A two-part series on bypassing Windows Defender, covering antivirus behavior, lab setup, and evasion techniques using direct syscalls and XOR encryption. The first part provides basic code for experimentation.
Understanding these evasion techniques can help security engineers assess antivirus defenses and build better detection.
HPAC-IDS Uses Hierarchical Attention for Intrusion Detection
HPAC-IDS segments raw network packets into fixed-size segments and processes them with hierarchical structures and self-attention. Experiments on CIC-IDS2017 report high accuracy, low false positive rates, and resilience to adversarial methods.
The paper describes a packet-based intrusion detection approach and evaluates its accuracy, false positives, and adversarial resilience.
- SecurityProject
White-hat frontrunning script for compromised wallets
An open-source Bash script aims to help recover funds from compromised wallets before sweeper bots move them. It uses Linux tools and Foundry’s cast and chisel.
Security engineers can review the recovery approach and its dependencies for incident response involving compromised wallets.
- SecurityProject
Open-source utilities for circumventing deep packet inspection
The post points to GoodbyeDPI, a Windows utility for deep packet inspection circumvention, and two other repositories: ByeDPIAndroid and zapret.
Engineers working on network filtering and censorship circumvention can review these open-source tools.











