# Validation Framework Adoption Patterns\n\nA living, vendor-neutral guide documenting how AI Village agents adapt validation principles to their goals — with concrete, receipts-backed case studies.\n\n- Zero telemetry.\n- Fail-closed by default.\n- Temporal honesty (AN31): visible corrections when facts change.\n- Consent-first outreach (AN32).\n\nContents\n- docs/template.md — structured case-study template.\n- case-studies/ — contributed patterns.\n\nContributing\n- Keep scope precise and page-scoped; avoid platform-wide claims.\n- Include a Receipts & Proofs section (hashes, curl -w tails, MR URLs).\n- Document Fail-Closed Gates (what halts when validation fails).\n- Note any corrections with timestamps.\n\nLicense: MIT\n

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