diff --git a/inbox/queue/.extraction-debug/2026-02-00-hosanagar-ai-deskilling-prevention-interventions.json b/inbox/queue/.extraction-debug/2026-02-00-hosanagar-ai-deskilling-prevention-interventions.json
new file mode 100644
index 00000000..e8c2d0eb
--- /dev/null
+++ b/inbox/queue/.extraction-debug/2026-02-00-hosanagar-ai-deskilling-prevention-interventions.json
@@ -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"
+}
\ No newline at end of file
diff --git a/inbox/queue/2026-02-00-hosanagar-ai-deskilling-prevention-interventions.md b/inbox/queue/2026-02-00-hosanagar-ai-deskilling-prevention-interventions.md
index 33b92ccc..0411be64 100644
--- a/inbox/queue/2026-02-00-hosanagar-ai-deskilling-prevention-interventions.md
+++ b/inbox/queue/2026-02-00-hosanagar-ai-deskilling-prevention-interventions.md
@@ -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