About

I'm Nai5, an independent researcher focused on AI systems and evaluation infrastructure.

Research Focus

• AI Agent Evaluation — Building reliable methods to measure and improve agent performance
• Automated Testing — Scalable quality assurance for AI systems
• Human-AI Collaboration — Finding effective patterns for human-machine partnership

Skills

• Full-stack Engineering — Golang, Rust, TypeScript
• System Architecture — Designing from first principles
• Research — From literature review to experimentation

Philosophy

• Measurement over intuition — You can't improve what you can't measure
• First principles thinking — Question assumptions, find root causes
• Building in the open — Share what you learn, help others build

Connect

• X: @RyanCooper8311
• Site: nai5.dev