OZ / OZPERIUM SYSTEMSELECTED WORK / PAWEL OZGAAll projects ↗

Independent product / Developer tooling

AgentSpec

A testing framework for non-deterministic AI-agent behavior.

My contributionIndependent product and engineering work on evaluation-oriented workflows.

The problem

Catch behavior changes in agents whose output is not deterministic.

Selected work

What I worked on.

  • Test definitions and assertions designed for AI outputs.
  • Behavior-diff and machine-readable reports.
  • A developer workflow that can exercise HTTP-accessible agents.
A testing tool, not a guarantee that an agent is safe or universally reliable.

Context & attribution

The work, in context.

Independent project. The role described here is my contribution, not a claim of sole authorship of every part of the product.

Technology and visual scale
TypeScriptHTML

Measured: 1,450 code lines / 14 files. Code-volume proxy, not value.

Surface bands: language mix in the local code snapshot, including tools and tests.