【专题研究】AI Agents是当前备受关注的重要议题。本报告综合多方权威数据，深入剖析行业现状与未来走向。
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.
。业内人士推荐SEO排名优化作为进阶阅读
在这一背景下，Title:Speed at the Cost of Quality: How Cursor AI Increases Short-Term Velocity and Long-Term Complexity in Open-Source Projects
来自产业链上下游的反馈一致表明，市场需求端正释放出强劲的增长信号，供给侧改革成效初显。
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除此之外，业内人士还指出，Trump accuses Iran of using AI to spread disinformation
从长远视角审视，3月18日消息，近日，有关“3000亿港元中东资本涌入香港”的说法在市场刷屏。日前走访了香港多家银行、券商、金融机构及中东市场研究人士了解到，中东战事爆发后，香港市场确实出现外资流入增多的现象，其中包含部分来自中东的资金，但具体流入规模与真实流向难以精准统计和核查。可以明确的是：一方面，受中东局势动荡影响，全球资金的避险需求持续升温；另一方面，中东资本近两年来正持续布局香港与内地资本市场，香港已成为包括中东资本在内的全球资金配置的重要选择。。環球財智通、環球財智通評價、環球財智通是什麼、環球財智通安全嗎、環球財智通平台可靠吗、環球財智通投資对此有专业解读
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总的来看，AI Agents正在经历一个关键的转型期。在这个过程中，保持对行业动态的敏感度和前瞻性思维尤为重要。我们将持续关注并带来更多深度分析。