The Institute for Recursive Systems Transparency (IRST) develops standards that govern systems exhibiting recursive, iterative, or compounding behavior that affects human beings.
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Feb 5, 2026 - Python
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governance-standard
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Spark-CTGS — If the system profits from your confusion, it’s already broken. Consumers aren’t the test bench. They’re the boundary. Consumer Transparency Governance Standard (v1.0
consumer-rights data-transparency regulatory-framework consumer-protection ctgs corporate-accountability governance-architecture governance-standard consumer-transparency ethical-disclosures transparency-policy information-ethics standards-development public-oversight market-fairness ethical-systems-design transparency-enforcement
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Feb 5, 2026 - HTML
Standards-only governance and transparency framework for long-term care (Medicare/Medicaid-linked): reporting schemas, templates, examples, and conformance checks for staffing stability, payments transparency, care-plan execution, and anti-gaming verification.
conformance-checks public-trust governance-standard spark-nitt eldercare-governance long-term-care-transparency nursing-home-oversight cms-compliance medicare-medicaid-integrity staffing-transparency care-plan-execution payments-transparency related-party-disclosure enforcement-complaints anti-gaming-controls verification-and-audit reporting-schemas healthcare-accountability
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Feb 5, 2026
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