Offensive security

Adversarial testing of LLM, RAG and agent systems, identity abuse research, and open tooling that finds the flaw before an attacker does.

Papers

Agentic Security Validation Framework for Retrieval-Augmented and Tool-Enabled Large Language Model Systems (ARGUS)
Sunil Gentyala, N. Sudhakar Reddy, Kothapalli Chaitanya Deepthi, Pathapati Saroja, Kammara Venkatarangaiah Achari, Ruhisulthana Shaik
IEEE ICCVBIC 2026 Published DOI 10.1109/ICCVBIC71195.2026.11689544
AI securityOffensive security
CyberFuse-CI: Adversarially Resilient Vulnerability Detection Through Heterogeneous Multi-Source Data Fusion and LLM-Augmented Reasoning
Sunil Gentyala, Sunil Kumar Mudusu, Satish Kumar Allani, Manasa Pendyala, Rakesh Prakash, Praveen Kumar Mannam
IEEE ICETCI 2026 Published DOI 10.1109/ICETCI71772.2026.11710523
Offensive securityDefensive securityAI security

hrpq-gap-scan
Open source
CLI that audits HRPQ preload and cookie-scoping downgrade gaps in post-quantum HTTPS migrations. Companion to the SC World analysis.
Post-quantum cryptographyOffensive security
ARGUS
IEEE Xplore
Autonomous vulnerability discovery for retrieval-augmented and tool-enabled LLM systems.
Offensive securityAI security
genai-llm-pentest-harness
Open source
Reference implementation for the CSO Online pen-testing guide on GenAI, LLM and RAG applications.
Offensive securityAI security
PRAVAL
Open source
Ten-phase agentic vulnerability-assessment framework.
Offensive securityAI security
DockerDNA
Open source
Layer-by-layer container security analysis: secrets detection, CIS Docker Benchmark mapping, CycloneDX SBOM and SARIF output.
Defensive securityOffensive security