{
  "bundle_version":"1.0",
  "object":"ai-labor",
  "release":"collection-alpha",
  "created":"2026-08-17",
  "purpose":"Downloadable manifest for tracing the current collection schema, source-linked records and code perimeter.",
  "repository":"https://github.com/layan985/mena-firm-ai-labor-adjustment",
  "local_schema":"/data/ai-labor-coding-schema.json",
  "known_public_state":{"numeric_employment_firm_years":176,"source_hash_linked":168,"target_firm_years":400},
  "validation_boundary":"Collection in progress; independent second coding is not represented as complete at object level here.",
  "instructions":"Use the coding schema and project repository together; collection-alpha is not a final published dataset."
}