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    Evidence-Bound CV Shortlist Pack

    by Kuan Ee Lau

    1

    Turn a weighted hiring rubric and redacted CV text into a locator-backed evidence matrix, unresolved-evidence flags, and mandatory human-review queue.

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    See it in action

    You say

    { "role_id": "automation-operations-specialist", "role_title": "Automation Operations Specialist", "redaction_attestation": true, "requirements": [ { "requirement_id": "incident-troubleshooting", "label": "incident troubleshooting", "kind": "criterion", "weight": 100, "verification_question": "Walk through one failure you resolved." } ], "candidates": [ { "candidate_id": "B", "source_type": "text", "sources": [ { "locator": "cv:B:1", "text": "Resolved a retry storm and added idempotency." } ], "evidence": [ { "requirement_id": "incident-troubleshooting", "status": "supported", "locators": [ "cv:B:1" ], "note": "Failure and fix are explicit." } ] } ] }

    Your agent does

    Review rank: 1 Candidate: B Weighted evidence score: 100 Evidence: cv:B:1 Must-have status: all_supported Boundary: human review required; no interview or hiring decision is made.

    What you get

    Compare candidates consistently against a buyer-supplied weighted rubric.Trace every supported criterion back to a redacted source line.Separate missing, generic, and contradictory claims before interviews.Produce focused verification questions and a deterministic audit record.

    About this skill

    Shortlisting breaks down when concrete examples, generic claims, missing facts, and contradictions are blended into one confident score. This local pack makes the evidence boundary visible. It validates a buyer-normalized rubric and redacted text, preserves exact source locators, applies the supplied weights, flags must-have gaps, creates candidate-specific verification questions, and records deterministic scoring and tie rules.

    Only direct supported evidence receives criterion weight. Missing, unverifiable, or contradictory evidence remains unresolved. The ordered output is a review queue, not a candidate recommendation. An accountable human must verify the evidence and make every interview and hiring decision.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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    Creator

    Kuan Ee Lau
    Kuan Ee Lau

    5 skills on Agensi

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