diff --git "a/examples.json" "b/examples.json"
--- "a/examples.json"
+++ "b/examples.json"
@@ -2,15489 +2,7745 @@
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-      "text": "Single point of failure in critical production system"
+      "text": "Inventory obsolescence reserve inadequate"
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       "label": "high_risk",
-      "text": "Regulatory changes could make core product illegal"
+      "text": "Obsolete inventory 60% of total, liquidity concerns"
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       "label": "high_risk",
-      "text": "New vendor with no credit history requesting $500K credit terms"
+      "text": "Inventory turns negative, seeking additional trade credit"
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-      "text": "Data breach detected, full extent unknown, customer data involved"
+      "text": "Recent cyber breach undisclosed, applying for cyber insurance"
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-      "text": "Expansion into politically unstable region with ongoing conflicts"
+      "text": "Criminal investigation by DOJ ongoing"
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       "label": "low_risk",
-      "text": "Strong financial position with 12 months cash reserves"
+      "text": "Floor plan financing with manufacturer repurchase"
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-      "text": "Established vendor with 10-year track record, stable relationship"
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-      "label": "medium_risk",
-      "text": "Technology upgrade needed within 12 months"
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-      "label": "minimal_risk",
-      "text": "Fully insured activity with minimal liability exposure"
+      "text": "Sovereign wealth fund with government backing"
     }
   ]
 }
\ No newline at end of file