Show HN: Claude-File-Recovery, recover files from your ~/.claude sessions

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船长应当采取必要的措施,保护船舶和在船人员、文件、邮件、货物以及其他财产,防治船舶污染生态环境。

冲突同时推高油价,进而增加航空公司的燃油成本 —— 这是航司最大的单项支出。而领空关闭意味着许多航班不得不绕行更远路线,进一步推高运营成本。。关于这个话题,heLLoword翻译官方下载提供了深入分析

The new $2

Abstract:Humans shift between different personas depending on social context. Large Language Models (LLMs) demonstrate a similar flexibility in adopting different personas and behaviors. Existing approaches, however, typically adapt such behavior through external knowledge such as prompting, retrieval-augmented generation (RAG), or fine-tuning. We ask: do LLMs really need external context or parameters to adapt to different behaviors, or do they already have such knowledge embedded in their parameters? In this work, we show that LLMs already contain persona-specialized subnetworks in their parameter space. Using small calibration datasets, we identify distinct activation signatures associated with different personas. Guided by these statistics, we develop a masking strategy that isolates lightweight persona subnetworks. Building on the findings, we further discuss: how can we discover opposing subnetwork from the model that lead to binary-opposing personas, such as introvert-extrovert? To further enhance separation in binary opposition scenarios, we introduce a contrastive pruning strategy that identifies parameters responsible for the statistical divergence between opposing personas. Our method is entirely training-free and relies solely on the language model's existing parameter space. Across diverse evaluation settings, the resulting subnetworks exhibit significantly stronger persona alignment than baselines that require external knowledge while being more efficient. Our findings suggest that diverse human-like behaviors are not merely induced in LLMs, but are already embedded in their parameter space, pointing toward a new perspective on controllable and interpretable personalization in large language models.。体育直播对此有专业解读

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A02社论

On this day, 30 years ago, the original Pokémon games, Pokémon Red and Pokémon Green, were first released in Japan.