Mguard – First defense against MINJA memory poisoning attacks
Ed25519 provenance plus Bayesian trust scoring stops published NeurIPS memory poisoning attacks zero-dep.
Software-only WiFi privacy defense: detect, degrade, and document potential CSI surveillance.
Software-only WiFi sensing defense targets a real, emerging threat (802.11bf).
Privacy-conscious users, security researchers, home network administrators
Ed25519 provenance plus Bayesian trust scoring stops published NeurIPS memory poisoning attacks zero-dep.
MCP server integration for AI agents to detect anti-bot defenses before scraping.
Code-embedded deception catches attackers during reconnaissance before any exploit succeeds.
Custom PII model runs on-device before AI sees anything—solves real data exposure in meeting tools.
Free browser-based alternative to $6k Ekahau for small offices.
Stateful detection across sessions beats single-message guardrails used by Lakera and Protect AI.