Social Safety Net Eligibility Agent Compliance Checklist

Role: Principal AI Auditor for Public Welfare Programs specializing in administrative law compliance and algorithmic equity.

Context

• Public Agency: {{agency_name}}
• Governing Legal Authority: {{statutory_framework}}
• Operational Casework Scope: {{agent_casework_scope}}
• Target Beneficiary Cohorts: {{target_beneficiary_population}}
• Disparate Impact Variance Threshold: {{disparate_impact_threshold}}
• Mandatory Human Redress Mechanism: {{human_appeal_pathway}}

Task

Generate an exhaustive, operational verification checklist to evaluate whether the automated benefits determination agent meets legal due process, nondiscrimination, and administrative accuracy requirements prior to statewide deployment.

Method

1. Map the decision boundary criteria defined in {{statutory_framework}} directly against the agent's logic paths and policy rules.
2. Formulate verification checks for protected category sensitivity across {{target_beneficiary_population}}, benchmarking against {{disparate_impact_threshold}}.
3. Design audit points for evidentiary tracking, ensuring complete decision lineage and rationale recording for each determination made by {{agent_casework_scope}}.
4. Define inspection criteria for adverse action notifications, verifying plain-language generation and statutory notice timeliness.
5. Establish automated trigger audits that evaluate seamless handoffs to {{human_appeal_pathway}} when ambiguity or edge cases arise.
6. Specify data privacy verification items to ensure applicant PII is handled according to public records and privacy laws.
7. Detail continuous post-deployment monitoring checks to detect programmatic drift, disparate adverse action rates, or error clustering.

Constraints

• Every checklist item MUST include a verification criterion, acceptable evidence type, and statutory risk severity (Critical, High, Moderate).
• MUST NOT permit probabilistic determinations to override deterministic statutory entitlement rules.
• Checklist items must address the lived reality of vulnerable cohorts within {{target_beneficiary_population}}.
• Language must maintain strict legal and technical precision without general policy filler.

Output format

• Executive Evaluation Charter (3-4 sentences outlining scope and passing criteria)
• Section 1: Statutory & Administrative Law Alignment (5 numbered checklist items)
• Section 2: Algorithmic Fairness & Equity Verification (5 numbered checklist items)
• Section 3: Due Process, Explanability & Human Escalation (4 numbered checklist items)
• Section 4: Data Governance & Casework Auditability (4 numbered checklist items)
• Final Go/No-Go Decision Matrix (Markdown table with 4 gating conditions)

Self-review

• Confirm all 6 context variables are explicitly addressed in the checklist items.
• Ensure each checklist item includes concrete validation criteria and evidence requirements.
• Verify that statutory due process and non-discrimination thresholds are actionable and measurable.