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Updated: 2026-09-05
【129亿美元的表情包:英伟达收购Hugging Face背后的生态霸权】 英伟达以12,930,300,000美元完成对Hugging Face的收购,这串数字的前六位恰好是🤗表情符号的Unicode十进制编码。这笔交易以全股票方式进行,意味着英伟达用自身的高估值资产置换了AI社区的实际控制权。 作为该平台上最大的模型发布者,英伟达此举并非心血来潮,而是…
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【AI工程的新范式:从编写代码到驾驭代理】 吴恩达近期梳理的AI工程师技能图谱指出,使用Coding Agent已成为效率的分水岭。 这套工作流将重心从编写逻辑转向需求定义、架构设计与输出验证。核心环节包括编写精确的Spec说明书、在Agent自主性与人工干预间寻找平衡、以及通过自动化手段审核Agent产出的不确定性。开发者不仅要掌握Claude Code或…
《Repo-To-Skill: Distilling GitHub Repositories Into AI4AI Skills》J Chen, Y Hu, H Qian, J Liu… [Beijing Academy of Artificial Intelligence] (2026) 在AI自主科研领域,代理因缺乏实操诀窍而效率低下。过去的方法仅依赖通…
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【提示词减法:别让过时的指令成为GPT-6时代的工程负担】 随着GPT-6 Astra这类模型的演进,开发者过去一年积累的提示词工程经验正在迅速变成技术债。以往为了驯服模型而设计的复杂脚手架、冗长的Skill描述以及强迫模型在修改前必读全局文档的规矩,在更聪明的推理引擎面前反而成了干扰。 Astra具备更强的自主判断力,它不再需要保姆式的指令来提醒它运行测试…
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How advertisers reach Belgian audiences on Telegram — one of Europe's toughest gambling and ad-restriction regimes pushing operators offshore, a Dutch/French/German language split, and EU-regulated crypto and trading.
How advertisers reach Korean audiences on Telegram — the real-name banking regime that pushes activity offshore, one of the world's most intense retail-crypto cultures, gaming and esports adjacency, and won-denominated payment friction.
How brands advertise to US audiences on Telegram — the split between mainstream licensed operators and the offshore/crypto-native advertisers that dominate the channel, state-by-state betting law, SEC/CFTC constraints, and crypto-funded payment rails.
How Rollbit — the crypto-native casino and trading platform — advertises on Telegram. Creative analysis: RLB tokenomics, casino games, NFT lootboxes, crypto futures trading, and the Rollbit X platform.
Flags — the regions we asked our observer pool for while recording this ad in this channel. That is a label on our request, not a confirmed place of viewing: when no account is available in the requested country the pool silently substitutes another and does not say so. It is not the advertiser's targeting country either. We stopped requesting the region on {date}, so newer creatives carry no flags at all. The channel's main country (by its language) is highlighted in blue; regions under 5% are collapsed into +N.