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Identity as Attractor in LLM Activation Space

Identity as Attractor in LLM Activation Space
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πŸ“„Read original on ArXiv AI

πŸ’‘Geometric proof agent identities form stable attractors in LLMsβ€”vital for persistent agents.

⚑ 30-Second TL;DR

What Changed

Paraphrases of cognitive_core cluster tighter than controls (Cohen's d > 1.88, p < 10^{-27})

Why It Matters

Provides geometric evidence for persistent agent identities in LLMs, potentially enabling more stable cognitive agents across prompts. Distinguishes 'knowing about' from 'embodying' an identity.

What To Do Next

Replicate attractor clustering with TransformerLens on Llama 3.1 for your agent prompts.

Who should care:Researchers & Academics
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