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Selena Lab library

Experiments

Reproducible tests of methods and tools, including what failed, what remains unknown and why it matters, with sources and limits.

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Two identical brass mechanisms standing side by side on a dark bench

Experiment

Reviewing AI-written code: what two agents got wrong

Reviewing AI-written code with two independent agents: both explained the failing check confidently, both were wrong, and the workflow file settled it.

6 min

Check the public readiness of your website

Run the free evidence-based audit. It uses public website data only and does not query AI-answer systems; a short explanation may be written by an OpenAI model.

Run Public Readiness

Need a system, not only a diagnosis?

Selena Systems maps the workflow, chooses the safe automation boundary and builds the operating layer with your team.

Discuss an AI system