AI QA Research Practice
Independent practice run by Carlos García. I build evaluation workflows, observe real human-AI interactions, and publish everything openly on GitHub.
Current Focus
Inspect, Promptfoo, custom harnesses.
Claude API + Playwright, end to end.
Observed interaction patterns from real AI-assisted working sessions.
File and line, not vibes.
Public Artifacts
Claude API + Playwright pipeline. User story in, test plan, Playwright specs, and bug report out.
Field observations on AI-human behavioral patterns from real working sessions. Documented openly as they happen.
Runnable evaluations derived from observed patterns. Work in progress.
About
Holteck is an independent AI quality observatory.
The focus is real-world behavior: how AI systems perform in production, what patterns emerge in human-AI interaction, and where better evaluation tooling still needs to be built.
Observations, experiments, and tooling are published openly on GitHub - including the failures.
Based in Monterrey, Mexico.