Merge pull request 'extract: 2026-02-00-choudary-hbr-ai-coordination-not-automation' (#1276) from extract/2026-02-00-choudary-hbr-ai-coordination-not-automation into main
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{
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"rejected_claims": [
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{
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"filename": "ai-economic-value-comes-from-coordination-not-automation-because-translation-costs-exceed-task-automation-gains.md",
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"issues": [
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"missing_attribution_extractor"
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]
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},
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{
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"filename": "ai-enables-coordination-without-consensus-by-performing-dynamic-translation-between-incompatible-systems.md",
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"issues": [
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"missing_attribution_extractor"
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]
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}
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],
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"validation_stats": {
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"total": 2,
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"kept": 0,
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"fixed": 8,
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"rejected": 2,
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"fixes_applied": [
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"ai-economic-value-comes-from-coordination-not-automation-because-translation-costs-exceed-task-automation-gains.md:set_created:2026-03-18",
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"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",
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"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",
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"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",
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"ai-enables-coordination-without-consensus-by-performing-dynamic-translation-between-incompatible-systems.md:set_created:2026-03-18",
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"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",
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"ai-enables-coordination-without-consensus-by-performing-dynamic-translation-between-incompatible-systems.md:stripped_wiki_link:pluralistic-alignment-must-accommodate-irreducibly-diverse-v",
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"ai-enables-coordination-without-consensus-by-performing-dynamic-translation-between-incompatible-systems.md:stripped_wiki_link:some-disagreements-are-permanently-irreducible-because-they-"
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],
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"rejections": [
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"ai-economic-value-comes-from-coordination-not-automation-because-translation-costs-exceed-task-automation-gains.md:missing_attribution_extractor",
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"ai-enables-coordination-without-consensus-by-performing-dynamic-translation-between-incompatible-systems.md:missing_attribution_extractor"
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]
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},
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"model": "anthropic/claude-sonnet-4.5",
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"date": "2026-03-18"
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}
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@ -7,9 +7,13 @@ date: 2026-02-01
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domain: ai-alignment
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secondary_domains: []
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format: article
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status: unprocessed
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status: null-result
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priority: high
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tags: [coordination, automation, translation-costs, AI-value, misallocation, platform-strategy, economic-payoff]
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processed_by: theseus
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processed_date: 2026-03-18
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extraction_model: "anthropic/claude-sonnet-4.5"
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extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
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---
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## Content
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@ -56,3 +60,10 @@ PRIMARY CONNECTION: [[coordination protocol design produces larger capability ga
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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.
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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.
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## Key Facts
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- Tractable processed approximately $7 billion in insurance claims by 2023
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- Sangeet Paul Choudary is a C-level AI and platform strategy advisor, UC Berkeley senior fellow, and Thinkers50 Strategy Award 2025 recipient
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- Choudary identifies three incumbent strategies for the coordination era: become the translation layer, double down on accountability, or fragment and tax
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- Project44 in logistics and Maersk's integrated logistics model are cited as examples of incumbent adaptation strategies
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