Stephen King

I offer clearly scoped website checks, CSV and spreadsheet validation, documentation improvements, and small automation repairs. My workflow uses AI assistance, reproducible checks, and reviewable reports to explain findings and limitations. I agree scope, permitted tools, authorized data, acceptance criteria and payment before starting. For annotation tasks, I can propose a small evaluation using client-approved tools and guidelines; I do not represent AI-assisted labels as independent human ground truth. Original demonstration projects are available for review; I make no claim of prior client annotation experience.