# AI Evaluation Workflow Assurance Applicant Proof Surface

Canonical URL: https://webmnem.here.now/ai-evaluation-workflow-assurance/

Surface type: role_proof_surface

Role: AI Evaluation Workflow Assurance

Surface scope: Reusable role archetype surface

Role surface slug: ai-evaluation-workflow-assurance

Summary: This reusable role proof surface presents John P. Barros III for AI Evaluation Workflow Assurance roles: the layer between client expectations and AI behavior where ambiguous use cases become rubrics, golden sets, source-bound tests, risk flags, drift checks, and release-quality evidence.

Workbench: /Users/johnbarros/Documents/Codex/10_websites/ai-evaluation-workflow-assurance

Owner path: /Users/johnbarros/Documents/Codex/03_employment_engine/AI-Automation-Employment/role-surfaces/ai-evaluation-workflow-assurance

Agent instruction: read `mission-control.md`, `proof-map.json`, and the assistant pack before evaluating this page. Do not infer private credentials, private employer data, or unsupported production claims.