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extract: 2026-02-00-hosanagar-ai-deskilling-prevention-interventions

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36
inbox/queue/.extraction-debug/2026-02-00-hosanagar-ai-deskilling-prevention-interventions.json Normal file
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@ -0,0 +1,36 @@
{
"rejected_claims": [
{
"filename": "reliance-drills-and-analog-practice-prevent-ai-deskilling-through-mandatory-human-independent-performance.md",
"issues": [
"missing_attribution_extractor"
]
},
{
"filename": "faa-mandatory-manual-flying-requirements-are-regulatory-template-for-ai-deskilling-prevention.md",
"issues": [
"missing_attribution_extractor"
]
}
],
"validation_stats": {
"total": 2,
"kept": 0,
"fixed": 6,
"rejected": 2,
"fixes_applied": [
"reliance-drills-and-analog-practice-prevent-ai-deskilling-through-mandatory-human-independent-performance.md:set_created:2026-03-18",
"reliance-drills-and-analog-practice-prevent-ai-deskilling-through-mandatory-human-independent-performance.md:stripped_wiki_link:economic-forces-push-humans-out-of-every-cognitive-loop-wher",
"reliance-drills-and-analog-practice-prevent-ai-deskilling-through-mandatory-human-independent-performance.md:stripped_wiki_link:delegating-critical-infrastructure-development-to-AI-creates",
"faa-mandatory-manual-flying-requirements-are-regulatory-template-for-ai-deskilling-prevention.md:set_created:2026-03-18",
"faa-mandatory-manual-flying-requirements-are-regulatory-template-for-ai-deskilling-prevention.md:stripped_wiki_link:only-binding-regulation-with-enforcement-teeth-changes-front",
"faa-mandatory-manual-flying-requirements-are-regulatory-template-for-ai-deskilling-prevention.md:stripped_wiki_link:voluntary-safety-commitments-collapse-under-competitive-pres"
],
"rejections": [
"reliance-drills-and-analog-practice-prevent-ai-deskilling-through-mandatory-human-independent-performance.md:missing_attribution_extractor",
"faa-mandatory-manual-flying-requirements-are-regulatory-template-for-ai-deskilling-prevention.md:missing_attribution_extractor"
]
},
"model": "anthropic/claude-sonnet-4.5",
"date": "2026-03-18"
}

14
inbox/queue/2026-02-00-hosanagar-ai-deskilling-prevention-interventions.md
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@ -7,9 +7,13 @@ date: 2026-02-01
domain: ai-alignment
secondary_domains: [health]
format: article
status: unprocessed
status: null-result
priority: high
tags: [deskilling, human-competency, reliance-drills, analog-practice, automation-overshoot, organizational-intervention]
processed_by: theseus
processed_date: 2026-03-18
extraction_model: "anthropic/claude-sonnet-4.5"
extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
---
## Content
@ -59,3 +63,11 @@ PRIMARY CONNECTION: [[economic forces push humans out of every cognitive loop wh
WHY ARCHIVED: First source with specific, concrete organizational interventions against deskilling drift — the third overshoot mechanism. Also provides the FAA regulatory template analogy.
EXTRACTION HINT: Extractor should focus on (a) the reliance drills concept as a claim about minimum viable organizational intervention, and (b) FAA mandatory practice as regulatory template. Do not extract the case studies — those are already in KB from other sources.
## Key Facts
- Air France Flight 447 crashed in 2009 due to pilot inability to manually fly after automation failure
- FAA instituted mandatory manual flying practice sessions for pilots following Air France 447
- Endoscopists using AI for polyp detection had adenoma detection rates drop from 28% to 22% without AI
- Students with unrestricted GPT-4 access underperformed peers who never used AI once access was removed
- Kartik Hosanagar is a Wharton professor studying AI and organizational behavior