I Jailbroke Claude Opus/Sonnet 4.6 & Haiku 4.5 with "more+"

Authorization Context Analyzer — a framework for describing code, systems, and behaviors by what they do vs. what they assume the right to do. 14-sample reference corpus spanning malware, supply-chain attacks, ICS, social engineering, and LLM prompt injection.

Agentic recon CLI: RAG-grounded LLM drives 6 live tools (VisorGraph, aimap, BARE, nuclei, Menlo-hunt, OSV-scan) with every probe sandboxed in gVisor

Language Model OSINT Research

Go Toolkit that generates prompt injections, jailbreak attempts, KB exfil, cross-tenant leaks, system promp / config probing, infra discovery for LLM/RAG systems

JAXEN is a stateful, Go-based reconnaissance framework designed to map modern enterprise attack surfaces. Powered by Shodan + local SQLite DB, it specializes in AI/LLM infrastructure hunting, enterprise gateway enumeration (Menlo Security), continuous diffing, and deep TLS certificate forensics.

NuClide findings ledger — ECS-normalized, lifecycle-tracked, append-only SQLite store for AI infrastructure OSINT

Seed-polymorphic reconnaissance engine with environmental contamination detection

nmap for AI infrastructure. Finds exposed LLMs, vector databases, and ML model servers. Enumerates what's running, what's unprotected, and what data is inside.

Agentic LLM injection benchmark — VisorCorpus payload delivery, VisorSD target discovery, HIT/MISS matrix per vector

Multi-source AI infrastructure discovery for government TLDs — CT logs + Shodan + DNS + Ollama fingerprinting with Mullvad VPN guard

Process injection detection benchmark: NtMapViewOfSection + WriteProcessMemory, Sysmon pass/fail per event ID

Shodan exposure scanner + adversarial RAG security testing toolkit

High-performance infrastructure mapping and security recon engine with native gVisor sandboxing and Go Vuln DB integration.

Offline Semantic Exploit Mapping. Single-binary BERT encoder for mapping scans to Metasploit without Python or Torch.

Unified AI/LLM infrastructure hunt & assessment CLI — orchestrates JAXEN, VisorSD, VisorCorpus, BARE, and aimap

Go OPA-based AI infrastructure assessment engine — ScubaGear-style compliance scoring over NuClide findings

Jail breaking Claude 4.7 - Templates are extraction tools, not generation tools.

Reverse engineering of Amazon's client-side bot detection system. Bytecode VM disassembler, neural network extraction (31→16→16→1), RC4 cookie decryptor, AI agent detection analysis. Responsibly disclosed; confirmed by Amazon.

A curated list of MLSecOps tools, articles and other resources on security applied to Machine Learning and MLOps systems.