diff --git a/inbox/queue/2025-03-00-venturebeat-multi-agent-paradox-scaling.md b/inbox/queue/2025-03-00-venturebeat-multi-agent-paradox-scaling.md
index f3449f6e8..246045afe 100644
--- a/inbox/queue/2025-03-00-venturebeat-multi-agent-paradox-scaling.md
+++ b/inbox/queue/2025-03-00-venturebeat-multi-agent-paradox-scaling.md
@@ -7,6 +7,10 @@ created: 2025-03-00
 processed_date: 2025-03-00
 source: "VentureBeat"
 extraction_notes: "Industry framing of baseline paradox entering mainstream discourse as named phenomenon. Primary claims already in KB from Google/MIT paper."
+processed_by: leo
+processed_date: 2026-03-19
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 0 claims, 0 rejected by validator"
 ---
 
 # VentureBeat: Multi-Agent Paradox Scaling
@@ -22,4 +26,8 @@ The value-add is the introduction of "baseline paradox" as a named phenomenon in
 - [[subagent-hierarchy-reduces-errors]] - Provides direct challenge with quantitative evidence
 - [[coordination-protocol-cost-quantification]] - Adds cost quantification context
 
-Both enrichments create productive tension rather than simple confirmation.
\ No newline at end of file
+Both enrichments create productive tension rather than simple confirmation.
+
+## Key Facts
+- VentureBeat introduced 'baseline paradox' as terminology for mainstream AI practitioners
+- The article is secondary coverage of Google/MIT research on multi-agent performance degradation