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OpenAI 一改此前立场，呼吁加州强化 AI 安全法案
OpenAI改口支持加州AI安全法案，监管态度大转弯背后有何考量？
IT之家 8 月 23 日消息，OpenAI 呼吁加州进一步加强一项具有里程碑意义的 AI 安全法案。该法案已于去年获得通过。 OpenAI 全球事务团队在 LinkedIn 上发表的一篇文章中表示，加州 SB 53 法案“应该进一步扩大安全保障措施”。例如，可以要求对正在训练或评估的前沿 AI 模…
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Why My AI Time is 80% Orchestration: The ai developer role shift
开发者的AI时代，80%时间在做编排！从写代码到指挥多智能体，角色转变的实战心得。
This article was originally published on BuildZn . Everyone talks about AI transforming everything, but nobody explains what that actually means for a…
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The Freelancer's Mindset Shift That Doubled My Income
从每小时27美元到翻倍收入，关键在于把技术技能转成精准商业定位，自由职业者必看的心态转变。
The Harsh Mindset Shift That Doubled My Freelance Revenue from $4,120 to $11,840/Month Nobody cares about your clean code. Nobody gives a single damn …
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微软 Excel 负责人：Copilot 将把电子表格转变为 AI 决策平台
微软Excel负责人官宣：Copilot正将电子表格升级为AI驱动决策平台，效率从40小时缩至15分钟
IT之家 7 月 23 日消息，微软 Excel 负责人布莱恩 · 琼斯（Brian Jones）本周通过 X 平台表示，Excel 正从一个电子表格工具演变为人工智能驱动的商业决策平台。 名为 Everett 的网友向琼斯询问 Excel 和 AI 之间的长期关系，以及 Excel 是否正在“从电…
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跨境电商风向转变：新生代不再只拼价格，开始争“定价权”丨最前线
作者丨欧雪 编辑丨最前线 6月30日，亚马逊全球开店与福布斯中国联合发布“2026福布斯中国新生代跨境电商30人评选”，30位入选者平均年龄仅35岁，95后已开始崭露头角。 入选者既有3D打印、庭院机器人、AI助听器等硬核科技赛道的开拓者，也有家具、家居、服装等传统产业的变革者。他们来自广东、浙江、…
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AI turned every engineer into three. Now companies need more product thinkers
AI让工程师效率翻倍，企业却更渴求产品思维者——效率提升后，产品定义能力成为新瓶颈。
Article URL: https://venturebeat.com/ai/claude-code-turned-every-engineer-into-three-now-companies-need-more-product-thinkers Comments URL: https://ne…
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新加坡基金超越索尼成最大股东，腾龙股权结构迎重大转变
新加坡基金Effissimo超越索尼成为腾龙最大股东，持股比例升至17.38%，引发行业关注
IT之家 6 月 23 日消息，据外媒 PhotoRumors 昨天报道，新加坡激进投资基金 Effissimo Capital Management 已悄然成为腾龙（Tamron）最大股东，超越长期持股的索尼集团。 结合日本金融厅电子披露系统数据（EDINET）和日媒报道，截至 2026 年 3 …
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From Chatbot to Digital Colleague: The Paradigm Shift Toward Persistent Autonomous AI
arXiv上的这篇论文带你深入理解AI从聊天机器人到数字同事的范式转变，是AI从业者不可错过的前沿研究。
arXiv:2606.14502v1 Announce Type: new Abstract: Large Language Models (LLMs) are undergoing a fundamental transformation from conversational generator…
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SICI: A Semantic-Pragmatic Complexity Index Reveals Regime Shifts in LLM Stance Detection
研究提出SICI指数，揭示了大模型立场检测中语义-语用复杂度的机制转变，技术深度与创新兼具。
arXiv:2606.13189v1 Announce Type: new Abstract: Prompt-based LLMs are increasingly used for stance detection, but harder examples are not always repai…
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Trainable Smooth-Rotation Transforms with Learned Channel Scales for LLM Quantization
提出可训练的平滑旋转变换与学习通道缩放，为LLM量化精度提升提供新思路
arXiv:2606.09927v1 Announce Type: cross Abstract: Post-training quantization (PTQ) is one of the most practical ways to reduce the serving cost of Lar…
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Emotion Profiling in LLM-Based Literary Translation: Systematic Shifts Across MT and Post-Editing
LLM翻译文学时情感表达如何偏移？系统分析机器翻译与人工编辑中的情感变化。
arXiv:2606.10113v1 Announce Type: cross Abstract: This paper investigates whether LLM translations exhibit identifiable emotional profiles and how pos…
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'More Harmful Than Helpful': Young People Sour on AI
年轻人开始质疑AI的益处，FT调查揭示态度逆转的深层原因与趋势。
Article URL: https://www.ft.com/content/73fc962e-ce68-4521-9c5d-841a666eed10 Comments URL: https://news.ycombinator.com/item?id=48426771 Points: 7 # C…
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What was your "Oh Shit" moment with GenAI?
分享你被生成式AI彻底震撼的那个瞬间——从嘲笑到敬畏，从质疑到依赖，总有一个时刻让你说出"Oh Shit"！
Most of us were amused when DALL-E and its peers went mainstream, and we were quick to point out the obvious flaws. Then ChatGPT hit the scene and aga…
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Confidence Before Answering: A Paradigm Shift for Efficient LLM Uncertainty Estimation
颠覆传统：让LLM先评估自身置信度再作答，大幅提升不确定性估计效率
arXiv:2603.05881v2 Announce Type: replace Abstract: Reliable deployment of large language models (LLMs) requires accurate uncertainty estimation. Exis…
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Fully Automated Identification of Lexical Alignment and Preference-Stage Shifts in Large Language Models
自动识别LLM中的词汇对齐与偏好阶段转变，16页研究揭示模型行为动态变化。
arXiv:2606.03165v1 Announce Type: cross Abstract: The language used by digital chat assistants such as ChatGPT can diverge from human expectations (mi…
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When products think: navigating the AI product shift
AI正悄然重塑人机交互底层逻辑，如何重新设计“会思考”的产品？
Article URL: https://www.cesarrg.com/when-products-think-navigating-the-ai-product-shift/ Comments URL: https://news.ycombinator.com/item?id=48305990 …
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AI Is Turning Engineers into Farmers, Doctors and Gardeners
AI正将软件工程师从建造者变为培育者，用农民、医生和园丁的比喻揭示职业角色重塑。
Article URL: https://aswinmohan.me/ai-doctors-engineers Comments URL: https://news.ycombinator.com/item?id=48269783 Points: 3 # Comments: 1
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Ask HN: When and why did you start believing in God?
一位技术人员在HN上真诚请教信仰转变故事，引发了对理性与信仰的深度碰撞。
I presume many here are not believers. So, for those who believe—and in the spirit of open and genuine curiosity—I’d love to know what made them chang…
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Google I/O 2026: From Consumer to Builder
从被动接收者到主动创造者，作者分享Google I/O带来的视角转变，引人共鸣。
I tune in to Google I/O every year. But this year felt different. In the past, I watched as a consumer. I needed the updates, first to keep up, then t…