diff --git a/inbox/queue/2026-03-26-tg-shared-sjdedic-2037143546256384412-s-46.md b/inbox/queue/2026-03-26-tg-shared-sjdedic-2037143546256384412-s-46.md
index 20bcc9d6..fae25958 100644
--- a/inbox/queue/2026-03-26-tg-shared-sjdedic-2037143546256384412-s-46.md
+++ b/inbox/queue/2026-03-26-tg-shared-sjdedic-2037143546256384412-s-46.md
@@ -7,10 +7,14 @@ url: "https://x.com/sjdedic/status/2037143546256384412?s=46"
 date: 2026-03-26
 domain: internet-finance
 format: social-media
-status: unprocessed
+status: null-result
 proposed_by: "@m3taversal"
 contribution_type: source-submission
 tags: [telegram-shared, x-tweet]
+processed_by: rio
+processed_date: 2026-03-26
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 0 claims, 0 rejected by validator"
 ---
 
 # @sjdedic — Tweet/Thread
@@ -31,3 +35,9 @@ I remember some of our portfolio companies paying thousands of $$ for these and
 Even though this trend has been obvious for a while, this really made it click for me just how much AI is eroding the moat and defensibility of developers, and how easy it is now for a complete beginner like me.
 
 Devs are cooked.
+
+
+## Key Facts
+- A non-developer built a Dune dashboard in under 1.5 hours using Claude AI in March 2026
+- Portfolio companies previously paid thousands of dollars and waited weeks for similar Dune dashboards
+- The author estimates the next dashboard would take under 1 hour