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LLMs-First-Task

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  ## Contact & Collaboration
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- I welcome discussions and collaborations with research labs and model teams on **mechanistic interpretability—especially how LLMs represent, update, and lose information—rigorous model and agent evaluation, and why models fail, not only whether they fail**. If you are interested in PI-LLM, benchmark comparisons, or evaluating your models or agents, please reach out.
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  **Email:** [wangchupei@hotmail.com](mailto:wangchupei@hotmail.com)
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  ## Contact & Collaboration
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+ I welcome discussions and collaborations with research labs and model teams on **mechanistic interpretability—especially how LLMs represent icl— model and agent evaluation, and why models fail, not only whether they fail**. If you are interested in PI-LLM, benchmark comparisons, or evaluating your models or agents, please reach out.
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  **Email:** [wangchupei@hotmail.com](mailto:wangchupei@hotmail.com)
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