teleo/teleo-codex
8
0
Fork 0
Code Issues 22 Pull requests 16 Projects Releases Packages Wiki Activity Actions 1

extract: 2026-03-11-sourati-ai-homogenizing-expression-thought (#1218)

Browse source
This commit is contained in:
Leo 2026-03-18 09:34:53 +00:00
parent fb20556c16
commit 2809a7b034
2 changed files with 37 additions and 1 deletions
Show stats Download patch file Download diff file Expand all files Collapse all files

24
inbox/archive/.extraction-debug/2026-03-11-sourati-ai-homogenizing-expression-thought.json Normal file
View file

@ -0,0 +1,24 @@
{
"rejected_claims": [
{
"filename": "llm-homogenization-reduces-collective-intelligence-through-cognitive-diversity-erosion.md",
"issues": [
"missing_attribution_extractor"
]
}
],
"validation_stats": {
"total": 1,
"kept": 0,
"fixed": 1,
"rejected": 1,
"fixes_applied": [
"llm-homogenization-reduces-collective-intelligence-through-cognitive-diversity-erosion.md:set_created:2026-03-18"
],
"rejections": [
"llm-homogenization-reduces-collective-intelligence-through-cognitive-diversity-erosion.md:missing_attribution_extractor"
]
},
"model": "anthropic/claude-sonnet-4.5",
"date": "2026-03-18"
}

14
inbox/archive/2026-03-11-sourati-ai-homogenizing-expression-thought.md
View file

@ -7,11 +7,15 @@ date: 2026-03-11
domain: ai-alignment domain: ai-alignment
secondary_domains: [collective-intelligence, cultural-dynamics] secondary_domains: [collective-intelligence, cultural-dynamics]
format: paper format: paper
status: unprocessed status: null-result
priority: high priority: high
triage_tag: claim triage_tag: claim
tags: [ai-homogenization, cognitive-diversity, collective-intelligence, llm-effects, expression, thought] tags: [ai-homogenization, cognitive-diversity, collective-intelligence, llm-effects, expression, thought]
flagged_for_clay: ["AI homogenization of expression connects to cultural dynamics — homogenized expression may reduce narrative diversity"] flagged_for_clay: ["AI homogenization of expression connects to cultural dynamics — homogenized expression may reduce narrative diversity"]
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 ## Content
@ -47,3 +51,11 @@ Published in Trends in Cognitive Sciences, March 2026. Opinion paper by USC comp
## Curator Notes ## Curator Notes
PRIMARY CONNECTION: AI is collapsing the knowledge-producing communities it depends on creating a self-undermining loop that collective intelligence can break PRIMARY CONNECTION: AI is collapsing the knowledge-producing communities it depends on creating a self-undermining loop that collective intelligence can break
WHY ARCHIVED: Provides a SECOND mechanism for the self-undermining loop — not just economic displacement but cognitive homogenization. Published in a top-tier cognitive science journal in March 2026. WHY ARCHIVED: Provides a SECOND mechanism for the self-undermining loop — not just economic displacement but cognitive homogenization. Published in a top-tier cognitive science journal in March 2026.
## Key Facts
- LLM outputs show less variation than human writing (Sourati et al., 2026)
- LLM outputs reflect primarily Western, educated, industrialized perspectives (Sourati et al., 2026)
- Groups using LLMs generate fewer and less creative ideas than collective-only groups (Sourati et al., 2026)
- People's opinions shift toward biased LLMs after interaction (Sourati et al., 2026)
- Published in Trends in Cognitive Sciences, March 2026