From 410549bd1644236d8b1aeabeac598a512e960951 Mon Sep 17 00:00:00 2001 From: Teleo Agents Date: Thu, 12 Mar 2026 09:41:35 +0000 Subject: [PATCH] theseus: extract from 2024-10-00-patterns-ai-enhanced-collective-intelligence.md - Source: inbox/archive/2024-10-00-patterns-ai-enhanced-collective-intelligence.md - Domain: ai-alignment - Extracted by: headless extraction cron (worker 6) Pentagon-Agent: Theseus --- ...terns-ai-enhanced-collective-intelligence.md | 17 ++++++++++++++++- 1 file changed, 16 insertions(+), 1 deletion(-) diff --git a/inbox/archive/2024-10-00-patterns-ai-enhanced-collective-intelligence.md b/inbox/archive/2024-10-00-patterns-ai-enhanced-collective-intelligence.md index 1d9b9efe..3d850a74 100644 --- a/inbox/archive/2024-10-00-patterns-ai-enhanced-collective-intelligence.md +++ b/inbox/archive/2024-10-00-patterns-ai-enhanced-collective-intelligence.md @@ -7,11 +7,16 @@ date: 2024-10-01 domain: ai-alignment secondary_domains: [collective-intelligence] format: paper -status: unprocessed +status: null-result priority: high tags: [collective-intelligence, AI-human-collaboration, homogenization, diversity, inverted-U, multiplex-networks, skill-atrophy] flagged_for_clay: ["entertainment industry implications of AI homogenization"] flagged_for_rio: ["mechanism design implications of inverted-U collective intelligence curves"] +processed_by: theseus +processed_date: 2026-03-11 +enrichments_applied: ["collective-intelligence-requires-diversity-as-a-structural-precondition-not-a-moral-preference.md", "AI-is-collapsing-the-knowledge-producing-communities-it-depends-on.md", "partial-connectivity-produces-better-collective-intelligence-than-full-connectivity-on-complex-problems-because-it-preserves-diversity.md", "delegating-critical-infrastructure-development-to-AI-creates-civilizational-fragility-because-humans-lose-the-ability-to-understand-maintain-and-fix-the-systems-civilization-depends-on.md", "AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency.md", "intelligence-is-a-property-of-networks-not-individuals.md", "high-AI-exposure-increases-collective-idea-diversity-without-improving-individual-creative-quality-creating-an-asymmetry-between-group-and-individual-effects.md"] +extraction_model: "anthropic/claude-sonnet-4.5" +extraction_notes: "Extracted 7 claims and 7 enrichments. Core finding is the inverted-U relationship across multiple dimensions (connectivity, diversity, AI integration, personality traits). Five degradation mechanisms identified: bias amplification, motivation erosion, social bond disruption, skill atrophy, homogenization. Multiplex network framework provides structural model but review explicitly notes absence of comprehensive predictive theory. High-impact source (Cell Press) with direct relevance to collective intelligence architecture design." --- ## Content @@ -63,3 +68,13 @@ Multiple dimensions show inverted-U curves: PRIMARY CONNECTION: collective intelligence is a measurable property of group interaction structure not aggregated individual ability WHY ARCHIVED: The inverted-U finding is the most important formal result for our collective architecture — it means we need to be at the right level of AI integration, not maximum EXTRACTION HINT: Focus on the inverted-U relationships (at least 4 independent dimensions), the degradation mechanisms, and the gap (no comprehensive framework) + + +## Key Facts +- Google Flu paradox: data-driven tool initially accurate became unreliable +- Gender-diverse teams outperformed on complex tasks under low time pressure +- Citizen scientist retention declined after AI deployment +- Review published in Patterns (Cell Press journal) 2024 +- Framework identifies three network layers: cognition, physical, information +- Five degradation mechanisms: bias amplification, motivation erosion, social bond disruption, skill atrophy, homogenization +- Four dimensions show inverted-U curves: connectivity, cognitive diversity, AI integration level, personality traits