Human Resources: Candidate Screening Packet Review with Claude Code: Result JSON Schema
A production playbook for candidate screening packet review in human resources operations using Claude Code: result json schema, run-scoped inputs, logs, typed results, and artifacts.
Audience: Recruiting operations teams
The problem
Recruiting operations teams need candidate screening packet review to run repeatedly against resumes, interview notes, job descriptions, scorecards, and compliance rules. In human resources operations, the pain is not one good answer; it is repeatability, auditability, exception handling, and evidence that survives handoff.
Implementation path
Define the outer result contract once, let the candidate screening packet review skill own body.data, and reject terminal output that does not match the expected schema.
Tradeoffs and failure modes
Schema enforcement adds upfront design work, but removes prompt parsing from the product surface. For candidate screening packet review, the practical test is whether a second run can be debugged, retried, and consumed by a product without reading the raw agent transcript.
Result shape
{
"schema_version": "argo.result.v1",
"summary": "candidate screening packet review completed",
"body": { "type": "hr_candidate_screening_packet", "data": {}, "exceptions": [] },
"artifacts": []
}
Run this on Argo