Notes on things I've built, broken, and figured out.
Most camera networks record far more than anyone can watch. Agentic vision closes the gap between detection and decision, with agents and operators in one governed loop.
Computer Vision AI Agents Surveillance Edge AIEncryption-at-rest, access controls, and breach-response playbooks treat PII exposure as a storage problem. The real fix is structural: stop collecting what you can prove without.
Privacy ZK Proofs Cryptography DPDPWhy most KYC flows only need a boolean answer, and how ZK-SNARKs, STARKs, and Groth16 can replace raw data sharing, with implementation tradeoffs.
ZK Proofs Privacy Cryptography