Blindfold – PII protection for LLM apps (local regex and cloud NLP)
Reversible tokenization for LLM prompts, but this exact problem has competing solutions.
Local-first inspection engine to detect AI-generated video artifacts, deepfakes, and diffusion slop.
Detects deepfakes locally using optical flow vectors instead of sending files to cloud APIs.
Security researchers, journalists, and privacy-conscious users
Hive Moderation · Sensity AI · Microsoft Video Authenticator
Reversible tokenization for LLM prompts, but this exact problem has competing solutions.
Replaces Google Nest's $20/month cloud analysis with local Qwen 35B and a 3D-printed head.
Local-only file scanner catches hidden metadata before AI ingestion.
Yet another crypto terminal, but the spoofing detection logic is actually useful.
OpenCV-based detection without ML models, but accuracy unproven against Hive or Illuminarty.
Local LLM statement parser with chat, but Monarch Money and YNAB already handle this.