Back to browse
GitHub Repository

LLM Steganography: Hide a meaningful text inside another plausible text of comparable length.

16 starsPython

LLM Steganography to hide text inside another plausible text

by m-hodges·May 11, 2026·2 points·0 comments

AI Analysis

●●●BangerWizardryNiche GemDark Horse

Hides shell commands inside restaurant reviews using MLX token ranking locally.

Strengths
  • Lossless recovery via rank based selection from the model next token distribution.
  • Runs entirely offline on Apple Silicon using MLX for privacy and speed.
  • Keyfile system bundles model and cover prompt for reproducible shared sender receiver setups.
Weaknesses
  • Requires receiver to have identical model weights and keyfile for successful decryption.
  • Stegotext quality degrades when secret entropy exceeds the cover text probability mass.
Category
Target Audience

Security researchers, privacy advocates, Apple Silicon developers

Similar To

Snow · Steghide · OpenStego

Similar Projects

Security●●Solid

StegoForge – A tool to hide payloads and hunt them with offline AI

Social media recompression testing is clever, but steganography tools like Steghide already exist.

Niche GemWizardry
nour833
201mo ago
Security●●●Banger

StegoForge – Open-source suite for steganography and ML forensics

Zero-dependency binaries run steganography and ML forensics without installing Python or dependencies.

WizardryNiche Gem
nour833
401mo ago