title-iv

Policy-as-code for FERPA + Title IV: a deterministic guardrail that decides before any LLM speaks. Risk-tiered, citation-faithful, with an MCP server, OSCAL/SARIF exports, a GitHub Action, and a live web demo.

Links Federal Student Aid volume reports to IPEDS UNITID-year panels and exports labeled aid-alignment research files. Upstream panels stay in FSAVolumeReports_Panel and IPEDSDB_Panel.

Detects real change in the Department of Education's machine-readable rules and emits a cryptographically signed .aion chain

Replication code for institution-year cost-of-attendance headroom and full-time, first-time aid associations. Baseline sample is four-year public and private nonprofit Title IV institutions, 2009-2023, using IPEDSDB_Panel.

Reproducible pipeline for downloading, harmonizing, panelizing, QA-checking, and exporting Federal Student Aid Title IV volume reports into institution-by-award-year panels for grants, campus-based aid, and loans.

Governed Title IV federal student-aid eligibility & awarding agent on Amazon Bedrock AgentCore: live College Scorecard cost-of-attendance lookup, deterministic Pell/SAP rules engine, fail-closed PII masking, Cedar deny-by-default authz, WORM audit, human sign-off gate, and step-two verification/professional-judgment. 31/31 live in ENFORCE.