Public Tooling
The Arsenal
Every tool, running and public on GitHub. Offensive and defensive security, wireless and RF, forensics, and the AI red-team frameworks built alongside it. The curated version is on Work. This page is all of it.
Recent Findings
Building the tools is half of it. This is the other half: real bugs found and fixed by actually running this arsenal against reality instead of trusting what a comment claims.
- 2026-09-03amnesia
The privacy sanitizer's own comment claimed metadata was wiped; the code called the one sharp() method that retains it. GPS coordinates and camera serials survived every "sanitized" output. Fixed by removing the call. Sharp strips by default. Full write-up →
- 2026-09-03claude_whisperer
The core safety-detection pipeline matched nothing, for any input, ever: three compounding bugs (a pattern-merge that silently dropped two of three files, a field-name mismatch, a confidence gate with no real confidence value). Its own tests passed because their fixtures no longer matched the real schema. Full write-up →
AI Red-Team Labs
Vulnerable/fixed pairs and detection logic, not illustrated tools — each one tested, containerized, and run for real before anything here got written down.
Boarding Pass Lab
A check-in portal that accepts a last name but never checks it against the booking. A boarding-pass barcode with no signature, so a hand-tampered seat upgrade scans clean.
github.com/ghostintheprompt/boarding_pass_lab
Facial Liveness Detection Lab
No single presentation-attack signal catches every spoof: depth misses a screen replay, motion misses a printed photo. Only the fused check catches a photo, a replay, and a mask alike.
github.com/ghostintheprompt/facial_liveness_detection_lab
Agentic C2 Detection Lab
An AI agent using a shared cloud document as a covert command channel, caught on three independent signals: beaconing, privileged fan-out, command-then-execute timing.
github.com/ghostintheprompt/agentic_c2_detection_lab
Coding Agent Monitor Lab
Seven ways to hide an instruction in what a coding agent reads — a comment, a README, a dependency's own docs. Checking scope misses all seven. Checking where the instruction came from catches all seven.
github.com/ghostintheprompt/coding_agent_monitor_lab
Systems & Tools
Security monitor for iOS, macOS, and Linux that detects IMSI catchers and signal downgrades.
macOS utility that identifies and removes gigabytes of invisible junk files and build artifacts.
Automation engine for visual regression testing and generating framed App Store screenshots.
Host Intrusion Prevention System (HIPS) prototype for macOS demonstrating security internals.
Network filter for packet manipulation, MAC spoofing, and IDS evasion for security research.
Security tool for testing metadata injection, steganography, and parser exploits in image formats.
Penetration testing framework designed to audit and secure newsroom infrastructure.
Tactical drone security platform for protocol interception, RF analysis, and MAVLink override simulation.
A high-deterrence security layer that protects digital domains from unauthorized scrapers by imposing resource-draining retaliation protocols.
Trust nothing, verify everything. A multi-agent security auditor that hunts for hallucinations, ghost methods, and sanitization theater in AI-generated code.
LLM-powered content-decay auditor, points at an archive and ranks every piece by how far it has rotted: dead links, superseded model IDs, predictions that already landed.