Education: Grant Compliance Review with Claude Code: Human Review Queue
A production playbook for grant compliance review in education operations using Claude Code: human review queue, run-scoped inputs, logs, typed results, and artifacts.
Audience: University research administration teams
The problem
University research administration teams need grant compliance review to run repeatedly against grant awards, spend reports, compliance docs, and deliverable evidence. In education operations, the pain is not one good answer; it is repeatability, auditability, exception handling, and evidence that survives handoff.
Implementation path
Split the grant compliance review result into automatable fields and review-only exceptions, then send low-confidence cases to a human queue with evidence artifacts attached.
Tradeoffs and failure modes
Human review slows a subset of runs, but it lets the workflow ship before every edge case is fully automated. For grant compliance review, the practical test is whether a second run can be debugged, retried, and consumed by a product without reading the raw agent transcript.
Review handoff
review_status: needs_review | approved | rejected
review_reason: string
source_evidence: artifact_url[]
agent: Claude Code
workflow: education-grant-compliance-review
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