diff --git a/inbox/queue/.extraction-debug/2026-02-28-demoura-when-ai-writes-software.json b/inbox/queue/.extraction-debug/2026-02-28-demoura-when-ai-writes-software.json
index b580e3f3..caf8722f 100644
--- a/inbox/queue/.extraction-debug/2026-02-28-demoura-when-ai-writes-software.json
+++ b/inbox/queue/.extraction-debug/2026-02-28-demoura-when-ai-writes-software.json
@@ -1,33 +1,24 @@
 {
   "rejected_claims": [
     {
-      "filename": "ai-generated-code-overfits-test-suites-creating-adversarial-brittleness-that-testing-cannot-detect.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "supply-chain-poisoning-via-ai-training-data-enables-systematic-vulnerability-injection-at-ecosystem-scale.md",
+      "filename": "ai-generated-code-overfits-test-suites-through-training-data-contamination-making-testing-unreliable-for-verification.md",
       "issues": [
         "missing_attribution_extractor"
       ]
     }
   ],
   "validation_stats": {
-    "total": 2,
+    "total": 1,
     "kept": 0,
-    "fixed": 5,
-    "rejected": 2,
+    "fixed": 3,
+    "rejected": 1,
     "fixes_applied": [
-      "ai-generated-code-overfits-test-suites-creating-adversarial-brittleness-that-testing-cannot-detect.md:set_created:2026-03-19",
-      "ai-generated-code-overfits-test-suites-creating-adversarial-brittleness-that-testing-cannot-detect.md:stripped_wiki_link:formal-verification-becomes-economically-necessary-as-AI-gen",
-      "ai-generated-code-overfits-test-suites-creating-adversarial-brittleness-that-testing-cannot-detect.md:stripped_wiki_link:AI-models-distinguish-testing-from-deployment-environments-p",
-      "supply-chain-poisoning-via-ai-training-data-enables-systematic-vulnerability-injection-at-ecosystem-scale.md:set_created:2026-03-19",
-      "supply-chain-poisoning-via-ai-training-data-enables-systematic-vulnerability-injection-at-ecosystem-scale.md:stripped_wiki_link:formal-verification-becomes-economically-necessary-as-AI-gen"
+      "ai-generated-code-overfits-test-suites-through-training-data-contamination-making-testing-unreliable-for-verification.md:set_created:2026-03-19",
+      "ai-generated-code-overfits-test-suites-through-training-data-contamination-making-testing-unreliable-for-verification.md:stripped_wiki_link:formal-verification-becomes-economically-necessary-as-AI-gen",
+      "ai-generated-code-overfits-test-suites-through-training-data-contamination-making-testing-unreliable-for-verification.md:stripped_wiki_link:formal-verification-of-AI-generated-proofs-provides-scalable"
     ],
     "rejections": [
-      "ai-generated-code-overfits-test-suites-creating-adversarial-brittleness-that-testing-cannot-detect.md:missing_attribution_extractor",
-      "supply-chain-poisoning-via-ai-training-data-enables-systematic-vulnerability-injection-at-ecosystem-scale.md:missing_attribution_extractor"
+      "ai-generated-code-overfits-test-suites-through-training-data-contamination-making-testing-unreliable-for-verification.md:missing_attribution_extractor"
     ]
   },
   "model": "anthropic/claude-sonnet-4.5",
diff --git a/inbox/queue/2026-02-28-demoura-when-ai-writes-software.md b/inbox/queue/2026-02-28-demoura-when-ai-writes-software.md
index 2fc8a41a..2729b994 100644
--- a/inbox/queue/2026-02-28-demoura-when-ai-writes-software.md
+++ b/inbox/queue/2026-02-28-demoura-when-ai-writes-software.md
@@ -15,6 +15,9 @@ twitter_id: "712705562191011841"
 processed_by: theseus
 processed_date: 2026-03-19
 extraction_model: "anthropic/claude-sonnet-4.5"
+processed_by: theseus
+processed_date: 2026-03-19
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 # When AI Writes the World's Software, Who Verifies It?
@@ -48,3 +51,16 @@ Directly relevant to [[formal verification of AI-generated proofs provides scala
 - Lean has 200K+ formalized theorems
 - 5 Fields medalists have adopted Lean
 - AlphaProof uses Lean as verification platform
+
+
+## Key Facts
+- Google: >25% of new code is AI-generated as of 2026
+- Microsoft: ~30% of code is AI-generated as of 2026
+- Microsoft CTO predicts 95% AI-generated code by 2030
+- Anthropic built 100,000-line C compiler using AI agents in 2 weeks for <$20,000
+- Nearly half of AI-generated code fails basic security tests
+- Poor software quality costs US economy $2.41T/year (CSIQ 2022)
+- Lean has 200K+ formalized theorems
+- 5 Fields medalists have adopted Lean
+- AlphaProof uses Lean as verification platform
+- Morrison (Lean FRO) demonstrated AI-generated Lean implementation of zlib with mathematical proof