Search Results for "reasoning"

PentestGPT is an AI-powered autonomous penetration testing agent designed to perform intelligent, end-to-end security assessments using large language models. Published at USENIX Security 2024, it combines advanced reasoning with an agentic workflow to automate tasks traditionally handled by human pentesters. The platform supports multiple penetration testing categories, including web security, cryptography, reversing, forensics, privilege escalation, and binary exploitation. PentestGPT runs in a Docker-first environment, providing a secure, reproducible setup with built-in tooling and session persistence. ...

...It packages a large collection of specialized skills, slash commands, and disclosed-report patterns so Claude Code can reason through common vulnerability classes more systematically. The project is meant to help authorized testers structure reconnaissance, triage, hypothesis building, exploitation reasoning, and reporting. It includes curated patterns from public vulnerability reports, making it useful as a learning and workflow reference. Because it supports security testing, it should only be used on systems where the user has permission to test. Its strongest value is turning scattered bug bounty knowledge into reusable Claude Code workflows.

...For large repositories, it supports parallel work across worker machines and can resume interrupted scans without repeating completed work. It is aimed at serious security reviews where deeper model reasoning may be worth the higher compute and model cost. The project is especially relevant for teams that need to uncover long-standing vulnerabilities hidden inside complex application code.

...It is an open-source, AI-assisted offensive security engine for planning and running authorized security-assessment missions. It combines reconnaissance, security-tool orchestration, AI-assisted reasoning, hypothesis-driven investigation, vulnerability validation, evidence collection, proof / PoC engineering, replay / reproducibility, correlation, impact assessment and professional reporting into a single workflow. The core message. HunterX does not stop at finding a possible vulnerability. It is built to investigate the hypothesis, validate the behavior, prove the finding, reproduce the evidence, assess the impact, and turn the result into a report-ready security finding. ...

...It also covers token-based authentication patterns like access and refresh tokens, helping developers see how modern web applications attempt to balance security with usability. Rather than providing executable code or automated tools, the project emphasizes conceptual understanding and the reasoning behind why certain defenses matter in web architecture.

SEPIA provides implementations for various types of Petri nets. Along Place/Transition-nets, it supports Petri nets with distinguishable token colors and defines coloured workflow nets, where coloured tokens are interpreted as data elements used during process execution. To support information flow analysis of processes, SEPIA defines so-called IF-Nets, tailored for security-oriented workflow modeling which enable users to assign security-levels (HIGH, LOW) to transitions, data elements and...

The content of SERAM has been moved to the security-oriented workflow library SEWOL: https://sourceforge.net/projects/jawl/ SEARM provides support for the definition of access control policies, such as ACLs and RBAC models. Additionally, it allows to specify inference policies and comprises techniques for reasoning about inferences and information distribution along a set of inference rules.