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Quality update

Review architecture planning continues

Contributor qualification, audit, and validation controls documented for future marketplace workflows.

Quality review and validation checklist cover image.

The future marketplace needs a quality model before task execution goes live. Important controls include contributor qualification, multi-pass validation, consensus review, audit trails, and dispute handling.

These controls should be reflected in both product workflows and public website messaging. Buyers need confidence that marketplace output is not treated as anonymous unchecked labor.

This planning work belongs to the future marketplace phase, after the official company website, CMS, and lead capture flows are stable.