title-iv

Here are 3 public repositories matching this topic...

Polycentric-Labs / regrails

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.

mcp edtech compliance higher-education sarif ferpa oscal policy-as-code guardrails ai-governance title-iv regulation-as-code

Updated Jul 16, 2026
Python

markjayson13 / FSAVolumeReports_Panel

Star

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.

python qa etl pandas parquet higher-education data-pipeline harmonization qc panel-data education-data student-aid federal-student-aid title-iv

Updated Mar 14, 2026
Python

virtualryder / EDU_financial_aid_agent

Star

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.

aws edtech higher-education financial-aid human-in-the-loop fafsa responsible-ai ai-governance amazon-bedrock agentic-ai bedrock-agentcore cedar-policy title-iv

Updated Jul 18, 2026
Python

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