Security Research

An offensive lens
on our defensive work.

Independent responsible disclosure—finding real exploit paths inside real infrastructure before they're found by adversaries.

Verified Disclosures

A record of flaws reported through official channels and resolved by global platform teams since 2023.

Platform Vulnerability Class Year
Google VRP Access control / information disclosure weakness 2023 / 2025
Keras Insecure model-loading / deserialization path 2024
TensorFlow Improper bounds checking in op handler 2024
n8n Server-side request forgery vector 2025