{
  "rejected_claims": [
    {
      "filename": "measurability-gap-between-ai-execution-and-human-verification-creates-economic-pressure-for-unverified-deployment.md",
      "issues": [
        "no_frontmatter"
      ]
    },
    {
      "filename": "apprenticeship-collapse-eliminates-verification-capacity-pipeline-because-ai-handles-junior-work-that-trains-future-experts.md",
      "issues": [
        "no_frontmatter"
      ]
    }
  ],
  "validation_stats": {
    "total": 2,
    "kept": 0,
    "fixed": 7,
    "rejected": 2,
    "fixes_applied": [
      "measurability-gap-between-ai-execution-and-human-verification-creates-economic-pressure-for-unverified-deployment.md:set_created:2026-03-19",
      "measurability-gap-between-ai-execution-and-human-verification-creates-economic-pressure-for-unverified-deployment.md:stripped_wiki_link:human verification bandwidth is the binding constraint on AG",
      "measurability-gap-between-ai-execution-and-human-verification-creates-economic-pressure-for-unverified-deployment.md:stripped_wiki_link:economic forces push humans out of every cognitive loop wher",
      "apprenticeship-collapse-eliminates-verification-capacity-pipeline-because-ai-handles-junior-work-that-trains-future-experts.md:set_created:2026-03-19",
      "apprenticeship-collapse-eliminates-verification-capacity-pipeline-because-ai-handles-junior-work-that-trains-future-experts.md:stripped_wiki_link:delegating critical infrastructure development to AI creates",
      "apprenticeship-collapse-eliminates-verification-capacity-pipeline-because-ai-handles-junior-work-that-trains-future-experts.md:stripped_wiki_link:AI displacement hits young workers first because a 14 percen",
      "apprenticeship-collapse-eliminates-verification-capacity-pipeline-because-ai-handles-junior-work-that-trains-future-experts.md:stripped_wiki_link:metis is practical knowledge that can only be acquired throu"
    ],
    "rejections": [
      "measurability-gap-between-ai-execution-and-human-verification-creates-economic-pressure-for-unverified-deployment.md:no_frontmatter",
      "apprenticeship-collapse-eliminates-verification-capacity-pipeline-because-ai-handles-junior-work-that-trains-future-experts.md:no_frontmatter"
    ]
  },
  "model": "anthropic/claude-sonnet-4.5",
  "date": "2026-03-19"
}