extract: 2026-02-00-choudary-hbr-ai-coordination-not-automation

Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>

inbox/queue/.extraction-debug/2026-02-00-choudary-hbr-ai-coordination-not-automation.json

@@ -0,0 +1,38 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "ai-economic-value-comes-from-coordination-not-automation-because-translation-costs-exceed-task-automation-gains.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "ai-enables-coordination-without-consensus-by-performing-dynamic-translation-between-incompatible-systems.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 8,
+    "rejected": 2,
+    "fixes_applied": [
+      "ai-economic-value-comes-from-coordination-not-automation-because-translation-costs-exceed-task-automation-gains.md:set_created:2026-03-18",
+      "ai-economic-value-comes-from-coordination-not-automation-because-translation-costs-exceed-task-automation-gains.md:stripped_wiki_link:coordination-protocol-design-produces-larger-capability-gain",
+      "ai-economic-value-comes-from-coordination-not-automation-because-translation-costs-exceed-task-automation-gains.md:stripped_wiki_link:AI-alignment-is-a-coordination-problem-not-a-technical-probl",
+      "ai-economic-value-comes-from-coordination-not-automation-because-translation-costs-exceed-task-automation-gains.md:stripped_wiki_link:AI-agent-orchestration-that-routes-data-and-tools-between-sp",
+      "ai-enables-coordination-without-consensus-by-performing-dynamic-translation-between-incompatible-systems.md:set_created:2026-03-18",
+      "ai-enables-coordination-without-consensus-by-performing-dynamic-translation-between-incompatible-systems.md:stripped_wiki_link:AI-alignment-is-a-coordination-problem-not-a-technical-probl",
+      "ai-enables-coordination-without-consensus-by-performing-dynamic-translation-between-incompatible-systems.md:stripped_wiki_link:pluralistic-alignment-must-accommodate-irreducibly-diverse-v",
+      "ai-enables-coordination-without-consensus-by-performing-dynamic-translation-between-incompatible-systems.md:stripped_wiki_link:some-disagreements-are-permanently-irreducible-because-they-"
+    ],
+    "rejections": [
+      "ai-economic-value-comes-from-coordination-not-automation-because-translation-costs-exceed-task-automation-gains.md:missing_attribution_extractor",
+      "ai-enables-coordination-without-consensus-by-performing-dynamic-translation-between-incompatible-systems.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/queue/2026-02-00-choudary-hbr-ai-coordination-not-automation.md

@@ -7,9 +7,13 @@ date: 2026-02-01
 domain: ai-alignment
 secondary_domains: []
 format: article
-status: unprocessed
+status: null-result
 priority: high
 tags: [coordination, automation, translation-costs, AI-value, misallocation, platform-strategy, economic-payoff]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -56,3 +60,10 @@ PRIMARY CONNECTION: [[coordination protocol design produces larger capability ga
 WHY ARCHIVED: Provides the economic theory for WHY automation-focused AI deployment is suboptimal — the real value is in coordination. This reframes the overshoot problem as misallocation not just excess.
 
 EXTRACTION HINT: Extract the "translation costs" concept and the coordination-vs-automation value claim. Scope carefully: Choudary's argument is about where economic value is largest, not about alignment implications — Theseus should make the alignment connection explicit in extraction.
+
+
+## Key Facts
+- Tractable processed approximately $7 billion in insurance claims by 2023
+- Sangeet Paul Choudary is a C-level AI and platform strategy advisor, UC Berkeley senior fellow, and Thinkers50 Strategy Award 2025 recipient
+- Choudary identifies three incumbent strategies for the coordination era: become the translation layer, double down on accountability, or fragment and tax
+- Project44 in logistics and Maersk's integrated logistics model are cited as examples of incumbent adaptation strategies