Review authorized resumes against explicit job requirements with privacy redaction, quoted evidence, transparent scoring, missing-skill checks, interview-question generation, and mandatory human approval. Use when an HR team needs a repeatable first-pass review queue but must not let an AI make final hiring, rejection, compensation, or employment decisions.
Create an auditable first-pass review package from a structured job description and authorized resume text.
job.json, including must-have skills, optional skills, weights, aliases, and minimum relevant experience.CODEBLOCK0
Outputs:
screening_report.json: per-requirement evidence and scoring details.human_review_required; never auto-send acceptance or rejection messages.Read references/usage.md for schemas and recovery steps. Read references/fairness-and-privacy.md before connecting real candidate data.
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