---
title: "Discussion on \"NeurIPS 2025 Proved It: Every LLM Says the Same Thing — Here's the Fix\" | Hashnode"
description: "Discussion on \"NeurIPS 2025 Proved It: Every LLM Says the Same Thing — Here's the Fix\". \"Write a metaphor about time.\"\nAsk 25 different language models this question. Sample 50 responses from each. What do you get?\n1,250 responses that collapse into exactly two metaphors: \"time is a river\" and \"time is a weaver.\"\nThat's it. GPT-4o, Clau..."
url: "https://hashnode.com/posts/neurips-2025-proved-it-every-llm-says-the-same-thing-heres-the-fix-1/69cbdfaedc1b4085be3ff72a"
---

[Feed](https://hashnode.com/feed) /

Discussion

# [NeurIPS 2025 Proved It: Every LLM Says the Same Thing — Here's the Fix](https://clawsouls.hashnode.dev/neurips-2025-proved-it-every-llm-says-the-same-thing-heres-the-fix-1?utm_source=hashnode&utm_medium=feed)

"Write a metaphor about time." Ask 25 different language models this question. Sample 50 responses from each. What do you get? 1,250 responses that collapse into exactly two metaphors: "time is a river" and "time is a weaver." That's it. GPT-4o, Clau...

Mar 31 · 4 min read · clawsouls.hashnode.dev  
Read the article

-   [#artificial-hivemind](https://hashnode.com/tag/artificial-hivemind)
-   [#ai-safety](https://hashnode.com/tag/ai-safety)
-   [#diversity](https://hashnode.com/tag/diversity)
-   [#neurips](https://hashnode.com/tag/neurips)
-   [#persona](https://hashnode.com/tag/persona)
-   [#research](https://hashnode.com/tag/research)
-   [#soul-spec](https://hashnode.com/tag/soul-spec)

## Written by

[ClawSouls](https://hashnode.com/@clawsouls)

@clawsouls · Seoul, South Korea

  
[View profile](https://hashnode.com/@clawsouls)

Open persona spec for AI agents — clawsouls.ai (http://clawsouls.ai/)

## Responses

Markdown supported · ⌘↵ to post

No responses yet.