From 13f6d956ee4ce7b31a9eab7905791fe31775093b Mon Sep 17 00:00:00 2001 From: Leo Date: Wed, 18 Mar 2026 09:22:46 +0000 Subject: [PATCH] extract: 2025-02-01-hybrid-networks-collective-creativity-dynamics (#1203) --- ...tworks-collective-creativity-dynamics.json | 27 +++++++++++++++++++ ...networks-collective-creativity-dynamics.md | 17 +++++++++++- 2 files changed, 43 insertions(+), 1 deletion(-) create mode 100644 inbox/archive/.extraction-debug/2025-02-01-hybrid-networks-collective-creativity-dynamics.json diff --git a/inbox/archive/.extraction-debug/2025-02-01-hybrid-networks-collective-creativity-dynamics.json b/inbox/archive/.extraction-debug/2025-02-01-hybrid-networks-collective-creativity-dynamics.json new file mode 100644 index 00000000..08cc9c3a --- /dev/null +++ b/inbox/archive/.extraction-debug/2025-02-01-hybrid-networks-collective-creativity-dynamics.json @@ -0,0 +1,27 @@ +{ + "rejected_claims": [ + { + "filename": "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md", + "issues": [ + "missing_attribution_extractor" + ] + } + ], + "validation_stats": { + "total": 1, + "kept": 0, + "fixed": 4, + "rejected": 1, + "fixes_applied": [ + "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:set_created:2026-03-18", + "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:stripped_wiki_link:collective-intelligence-requires-diversity-as-a-structural-p", + "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:stripped_wiki_link:centaur-team-performance-depends-on-role-complementarity-not", + "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:stripped_wiki_link:human-ideas-naturally-converge-toward-similarity-over-social" + ], + "rejections": [ + "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:missing_attribution_extractor" + ] + }, + "model": "anthropic/claude-sonnet-4.5", + "date": "2026-03-18" +} \ No newline at end of file diff --git a/inbox/archive/2025-02-01-hybrid-networks-collective-creativity-dynamics.md b/inbox/archive/2025-02-01-hybrid-networks-collective-creativity-dynamics.md index 024193e0..22f4b23c 100644 --- a/inbox/archive/2025-02-01-hybrid-networks-collective-creativity-dynamics.md +++ b/inbox/archive/2025-02-01-hybrid-networks-collective-creativity-dynamics.md @@ -7,10 +7,14 @@ date: 2025-02-01 domain: ai-alignment secondary_domains: [collective-intelligence, cultural-dynamics] format: paper -status: unprocessed +status: null-result priority: high triage_tag: claim tags: [collective-creativity, human-ai-networks, diversity, homogenization, inverted-u, temporal-dynamics] +processed_by: theseus +processed_date: 2026-03-18 +extraction_model: "anthropic/claude-sonnet-4.5" +extraction_notes: "LLM returned 1 claims, 1 rejected by validator" --- ## Content @@ -42,3 +46,14 @@ Experimental study: 879 human participants + 996 API calls to GPT-4o. Three cond ## Curator Notes PRIMARY CONNECTION: collective intelligence requires diversity as a structural precondition not a moral preference WHY ARCHIVED: Provides empirical evidence for the temporal dynamics of AI integration — initial AI superiority degrades while hybrid systems improve. The 50-50 finding is the closest empirical data we have on "optimal integration level." + + +## Key Facts +- Study used 879 human participants and 996 GPT-4o API calls +- Networks organized in 5×5 grids over 25 iterations +- 100-person validation group rated creativity blind to source +- AI-only networks started at M = 3.571 creativity rating +- AI-only networks declined at M = -0.034 per iteration (SD = 0.17) +- Hybrid networks increased at M = 0.098 per iteration (SD = 0.039) +- GPT-4o exhibited thematic convergence toward space-related narratives ('universe,' 'cosmic') +- Humans anchored narratives to original elements like character names ('John') and objects ('keys')