diff --git a/inbox/queue/.extraction-debug/2026-03-23-umbra-research-futarchy-trustless-joint-ownership-limitations.json b/inbox/queue/.extraction-debug/2026-03-23-umbra-research-futarchy-trustless-joint-ownership-limitations.json
index 9248e7ec..2259d900 100644
--- a/inbox/queue/.extraction-debug/2026-03-23-umbra-research-futarchy-trustless-joint-ownership-limitations.json
+++ b/inbox/queue/.extraction-debug/2026-03-23-umbra-research-futarchy-trustless-joint-ownership-limitations.json
@@ -1,7 +1,7 @@
 {
   "rejected_claims": [
     {
-      "filename": "futarchy-requires-external-non-gameable-on-chain-objective-functions-asset-price-works-operational-metrics-fail.md",
+      "filename": "futarchy-requires-external-non-gameable-objective-functions-asset-price-works-operational-metrics-fail.md",
       "issues": [
         "missing_attribution_extractor"
       ]
@@ -16,20 +16,21 @@
   "validation_stats": {
     "total": 2,
     "kept": 0,
-    "fixed": 5,
+    "fixed": 6,
     "rejected": 2,
     "fixes_applied": [
-      "futarchy-requires-external-non-gameable-on-chain-objective-functions-asset-price-works-operational-metrics-fail.md:set_created:2026-03-23",
-      "futarchy-requires-external-non-gameable-on-chain-objective-functions-asset-price-works-operational-metrics-fail.md:stripped_wiki_link:Futarchy solves trustless joint ownership not just better de",
-      "futarchy-cannot-prevent-soft-rug-pulls-because-mechanism-only-responds-to-formal-proposals-not-operational-neglect.md:set_created:2026-03-23",
-      "futarchy-cannot-prevent-soft-rug-pulls-because-mechanism-only-responds-to-formal-proposals-not-operational-neglect.md:stripped_wiki_link:Futarchy solves trustless joint ownership not just better de",
-      "futarchy-cannot-prevent-soft-rug-pulls-because-mechanism-only-responds-to-formal-proposals-not-operational-neglect.md:stripped_wiki_link:Decision markets make majority theft unprofitable through co"
+      "futarchy-requires-external-non-gameable-objective-functions-asset-price-works-operational-metrics-fail.md:set_created:2026-03-25",
+      "futarchy-requires-external-non-gameable-objective-functions-asset-price-works-operational-metrics-fail.md:stripped_wiki_link:futarchy-solves-trustless-joint-ownership-not-just-better-de",
+      "futarchy-requires-external-non-gameable-objective-functions-asset-price-works-operational-metrics-fail.md:stripped_wiki_link:coin-price-is-the-fairest-objective-function-for-asset-futar",
+      "futarchy-cannot-prevent-soft-rug-pulls-because-mechanism-only-responds-to-formal-proposals-not-operational-neglect.md:set_created:2026-03-25",
+      "futarchy-cannot-prevent-soft-rug-pulls-because-mechanism-only-responds-to-formal-proposals-not-operational-neglect.md:stripped_wiki_link:futarchy-solves-trustless-joint-ownership-not-just-better-de",
+      "futarchy-cannot-prevent-soft-rug-pulls-because-mechanism-only-responds-to-formal-proposals-not-operational-neglect.md:stripped_wiki_link:decision-markets-make-majority-theft-unprofitable-through-co"
     ],
     "rejections": [
-      "futarchy-requires-external-non-gameable-on-chain-objective-functions-asset-price-works-operational-metrics-fail.md:missing_attribution_extractor",
+      "futarchy-requires-external-non-gameable-objective-functions-asset-price-works-operational-metrics-fail.md:missing_attribution_extractor",
       "futarchy-cannot-prevent-soft-rug-pulls-because-mechanism-only-responds-to-formal-proposals-not-operational-neglect.md:missing_attribution_extractor"
     ]
   },
   "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-23"
+  "date": "2026-03-25"
 }
\ No newline at end of file
diff --git a/inbox/queue/2026-03-23-umbra-research-futarchy-trustless-joint-ownership-limitations.md b/inbox/queue/2026-03-23-umbra-research-futarchy-trustless-joint-ownership-limitations.md
index 7d400112..c29fdfb7 100644
--- a/inbox/queue/2026-03-23-umbra-research-futarchy-trustless-joint-ownership-limitations.md
+++ b/inbox/queue/2026-03-23-umbra-research-futarchy-trustless-joint-ownership-limitations.md
@@ -14,6 +14,10 @@ processed_by: rio
 processed_date: 2026-03-23
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
+processed_by: rio
+processed_date: 2026-03-25
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -72,3 +76,10 @@ EXTRACTION HINT: The objective function constraint is the highest-priority extra
 - MetaDAO Proposal 6 involved Ben Hawkins attempting market manipulation
 - The manipulation attempt in Proposal 6 failed due to the cost of acquiring necessary META tokens
 - Umbra Research identifies five critical limitations: settlement ambiguity, custodial inadequacy, regulatory uncertainty, soft rug pulls, and objective function constraints
+
+
+## Key Facts
+- Umbra Research published 'Futarchy as Trustless Joint Ownership — Mechanism and Critical Limitations' in March 2026
+- The essay identifies five critical limitations: settlement ambiguity, custodial inadequacy, regulatory uncertainty, soft rug pulls, and objective function constraints
+- MetaDAO Proposal 6 involved Ben Hawkins attempting market manipulation that failed due to META acquisition costs
+- Umbra Research is an ecosystem-aligned source (not a critic) making the limitation taxonomy particularly credible