Writing
Notes & long-form · 0Papers
Peer-reviewed & preprint · 0- 2026
Code
Selected · 0 shown · more on GitHub →-
AirgapForge
On-device (Apple Silicon / MLX) pipeline for building cyber-security instruction data and fine-tuning local LLMs on it — the code behind the paper above.
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llm-gui
Gradio chat GUI for local models on Apple Silicon, with interchangeable MLX, GGUF (llama.cpp) and MLX-VLM vision backends, streaming, and a live token meter.
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rag_web_mcp
A strict, retrieval-only MCP server — search, fetch, chunk, embed and vector-search over Chroma — that hands a local model grounded context without embedding an LLM itself.
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quantum_scanner
Stealth-oriented port scanner for authorized red-team work: multiple scan techniques and evasion features tuned to minimize operational footprint.
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ora_enum
Multi-modal Oracle database attack tool — privilege enumeration, sensitive-data discovery, credential spraying and direct query execution for assessments.
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argon2id-cracker
High-performance, concurrent Argon2id hash cracker with multi-core CPU and OpenCL GPU acceleration, for password recovery and red-team use.
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guardian
Host and network defense scanner built around OPSEC heuristics — inventories the system, analyzes configuration, inspects processes and logs, and flags weak posture.
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malcheck
Defensive pre-publish check for a Linux binary: hashes and metadata, optional ClamAV/YARA, and a Firejail-sandboxed run that traces network syscalls against expected egress.
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file-analyzer
Plugin-based file-analysis tool that scans code and data at scale to flag security issues, extract API endpoints, and surface sensitive information — safe by design and easy to extend.
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censys-enum
OSINT / red-team helper for the Censys Platform API v3 — direct CenQL queries, preset enumeration, strict target scoping, and JSON/CSV reporting. (The blog post's hunts, as a tool.)
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crt.sh-enum
Threaded certificate-transparency subdomain enumerator over crt.sh, with a keyword-expansion mode that surfaces dev/staging/admin/api hosts a plain query misses.
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sigscan
Plugin-driven pattern scanner that walks files recursively to extract secrets, endpoints and web artifacts into reports, with an optional AI mode that drafts a risk report from the findings.
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github-scraper
Searches GitHub across code, issues, PRs and commits for keywords or regex, printing matches with surrounding context — built for finding leaked secrets across an org.
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finder
Fast code search across terabytes — file names, directory names and contents — with regex support and progress reporting.
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cryptor
XChaCha20-Poly1305 encryption (scrypt-derived key) that hides ciphertext inside something ordinary-looking — an IP list, a JWT, a Jupyter notebook, a JPEG, or a tar.
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pybin
Compiles a Python script into a single standalone binary with Nuitka, wrapping the flags worth having: onefile, clang + LTO, import pruning, and optional obfuscation and UPX compression.
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sigterm_shield
Tiny Rust tool that ptrace-attaches to a running Linux process and blocks SIGTERM in every thread — handy for keeping a process alive while you investigate it.
About & contact
Reports and questions welcomeI'm a security researcher and red teamer working the dual-use edge of AI and offensive security; what is genuinely feasible for an attacker, measured rather than assumed, and written up so defenders can act on it.
Behind that is a decade across offense and defense: full-lifecycle adversary emulation, engagement-specific tooling and offensive R&D in C, C#, and the Win32 API, and frontier-model red teaming — plus intelligence and electronic-warfare roles in the U.S. Marine Corps (GEOINT and SIGINT). I turn findings into technical reports, executive briefings, and research that drive national impact, and I hold CISSP and Pentest+.
Everything here is independent work, published so defenders can reason about it and build against it. Happy to collaborate on research, policy, or advice.
- Email[email protected]
- GitHubgithub.com/hamb0n-3