Ronny Cruz

Node.js, JavaScript, Anthropic API, systemd, Fly.io, Postgres

Cryptographic hash-chains and tamper-evident storage design, adversarial red-teaming for AI classifiers, and how far you can push Claude Haiku for real-time content screening at feed speed.

Candor Network: a social platform where content screening is fused into the storage write path. Plus the standalone safety APIs it's built from:
Crisis detection, extremism classification.

Talking trust & safety architecture with anyone running a platform, forum, or community. I answer everything myself.