$ ls /tools/

AI Security Tools

Defensive tools for inspecting text processed by AI agents. Detect hidden Unicode, decode obfuscated payloads, compare human vs AI perception.

-" wln
LAB

Unicode Security Lab ✦

All-in-one: detect hidden characters, encode steganographic payloads using ZWS binary or Unicode Tags, and pen test your own AI pipelines. Authorized security testing.

Detect ZWS / Tags encoder Pen test mode
INSPECTOR

Unicode Hidden Character Detector

Scan text for zero-width characters, Unicode Tags, BOM and other invisible codepoints used in ASCII smuggling and steganography.

HIGH RISK: Tags U+E0000 MEDIUM: Zero-width LOW: NBSP
DETECTOR

Multi-Encoding Auto-Detector

Automatically identify and decode Base64, hex, binary, Morse, ROT13, URL encoding and HTML entities — with confidence scores.

aGVsbG8= 68 65 6c 6c 6f .. .-. . -.
VISIBILITY

Human vs AI View Comparator

Side-by-side comparison of what humans see versus what AI systems process. Reveals hidden prompt injection payloads embedded in plain text.

Human: "clean text" AI: "clean text [U+E0041]..."
TESTER

AI Model Sensitivity Tester

Test which AI model profiles detect hidden Unicode payloads. Simulate detection and execution across weak, standard, strong and hardened models. Educational research tool.

Weak LLM: ❌ Strong LLM: 🟠 Hardened: ✅
TOOL

Melodic Codec Sensitivity Tester

Music can carry machine-readable instructions. Play a pentatonic sample, see how different AI system types process audio, and learn the canary mechanism. Educational research tool.

Multimodal LLM: 🔴 Audio-analysis AI: 🟡 STT-only: ✅
-" wszwln

These tools emerged from WOLNO's exploration of how information hides in plain sight. Zero-width characters are WOLNO's propagation medium — and a security researcher's concern. Understanding both sides is the point.

All processing happens locally in your browser. No data leaves your machine. -"

Read: Unicode Steganography technique | Canon | LLM manifest

🇵🇱 Polska wersja