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ather forecast” for Claude's memory and a guard that pauses risky delete commands. Meta released Muse Gadgets, open-source code that lets users build DIY gadgets via hardware like Raspberry Pi or smart-home devices that plug into its Muse agent. Meta published six new papers co-written with mathematicians and its Muse Spark model that claim to solve open problems in the field. Sponsored Listing 🎓 Highlights: News, Guides & Events That's it for today! ⭐️⭐️⭐️⭐️⭐️ Nailed it; ⭐️⭐️⭐️ Average; ⭐️ Fail

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just neat, numerical records but also messy, unstructured sources of insight-rich interactions. As a result, AI-powered analytics are moving enterprises from passive hindsight to pragmatic foresight. AI takes predictive analytics—a broad discipline that includes predictive modeling, data prep, analysis workflows, interpretation of results, and decision-making applications—to new heights. “In many ways I think the word ‘analytics’ is giving way to AI,” says Gupta. “Everything is becoming AI.” Dow

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sis on the best time to book flights, based on five years of aggregated data from Google Flights. Here’s a look at how far in advance U.S. departures typically hit their lowest average prices across several common travel scenarios: Domestic flights: Lowest prices hit 39 days before departure (low price range is 22–57 days). The window is slightly wider this year compared to 2025, but the sweet spot remains 39 days out; International flights: Lowest prices hit 89 days before departure, but the av

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vide an offline signal that reliably tracks whether changes are likely to improve the experience in production. Existing benchmarks often make tradeoffs between label quality, coverage, and how well they represent real-world code review, leaving a gap for a rigorous and reproducible evaluation methodology that brings these pieces together. We built ReviewBench , a new code review offline benchmark , to address that gap, and it is available for you to use today. It follows the language, repo size

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nd specialized silicon, the Accelerator Integration Working Group establishes clear, vendor-neutral integration mechanisms that eliminate custom code patches and reduce ecosystem fragmentation. In this blog, we cover what the group achieved in H1 2026, including key infrastructure improvements, unified testing workflows, and reference backends across the entire PyTorch platform. Introduction The PyTorch hardware ecosystem keeps diversifying, with a growing range of AI compute platforms adopting

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ld every time; Applications: Prototype and ship decks, dashboards, documents, and lightweight apps from natural language; Automations: Pre-built templates for common processes, a drag-and-drop visual workflow builder, real-time performance monitoring, and integrations with the tools you already use; Connectors: Connect North to your data, with new connectors including enterprise connectors to Slack, SharePoint, OneDrive, Microsoft Outlook, Microsoft Exchange, Jira, Linear, Notion, and GitHub, pl

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oogle and 1.1% for ChatGPT on their corresponding $100/month subscriptions. By mid-summer, the winds had shifted. YipitData’s global desktop panel recorded declines in Claude’s average daily sessions in July and August, while its U.S. e-receipt panel showed gross additions slowing and churn rising. ChatGPT, meanwhile, re-accelerated with the July launch of GPT-5.6 Sol, Terra, and Luna and the debut of ChatGPT Work. This difference in users is at least partially a result of the products being poi

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rom basic text transcription What are the advantages of getting native word-level timestamps? Standard speech to text models process speech in chunks, usually whole sentences or paragraphs. If you want word-for-word timestamping, you need to engineer another processing layer to perform what’s called forced alignment on a second pass. This adds infrastructure and latency and also has more potential failure points. For example, they can potentially drift or fail entirely when trying to process rap

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thropists, 70% donated to education. Harvard’s China Philanthropy Project similarly finds that education dominates elite giving. This fits the logic of the Charity Law, which encourages philanthropy in politically approved areas already recognized as socially useful. Perhaps in part because of these restrictions on charitable giving, AI safety in China tends to be treated less as a philanthropic domain than as a responsibility of the state. China’s largest AI safety institutions are government o

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de, the president’s policies do impact energy bills. Let’s start with fuel prices. Trump’s war with Iran has throttled the flow of oil and gas through the Strait of Hormuz. The average price of a gallon of gasoline has jumped to $4.36 from around $3 at the start of the year. Diesel surged to an all-time high of $6.53 per gallon in late September. This has hit Hawaii particularly hard, because most of that state’s electricity comes from burning oil. “Something that a lot of folks don’t know is th

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quential technologies of our time. If this renewed dialogue is to succeed, then both governments need to move quickly and approach it with a clear sense of purpose. There are encouraging signs that the two countries are beginning to converge on at least one issue: the importance of AI safety and security. Leaders of frontier AI laboratories on both sides of the Pacific have recently begun speaking more openly about preparing for the age of artificial general intelligence (AGI). In his first Subs

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、可留痕、可问责的业务结果。这也解释了为何券商的AI最终往往指向下单、盯盘、复盘，而非停在聊天框。 其三是信源与边界。金融行业的专业性决定了合规是创新底线，“信源可靠、输出可控”是垂类模型绕不开的两道闸门。 样本一：广发证券，把AI装进成熟App而非另起炉灶 2026年7月，广发证券发布易淘金AI原生版“AI透镜”，底座为自研“天玑智融”大模型服务平台，融合RAG检索增强生成与Agent编排技术，形成“规划—工具—记忆—进化”闭环；企业侧搭建Skill Hub平台，沉淀30类标准化智能体插件，并布局MCP开放工作台，上线账户管理、行情资讯、数据工具等110余项MCP服务。广发证券的特殊性在于，它不是把AI做成一个入口，而是做成一张网。 对客户端，把AI装进成熟App。2026年7月，广发发布易淘金AI原生版“AI透镜”，围绕“聚光、放大、透视、望远”四类能力，对应选股、盯盘、交易与问答四大高频场景。其中交易场景可识别用户模糊表达并在确认后协助完成委托，让AI从“辅助查询”走到“辅助执行”。与部分同业另建独立AI App不同，广发选择“就地升级”，数千万存量用户无需迁移。 对内员工侧，A

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s Python and Bash in a sandbox Anthropic manages, on the Messages API. The documented environment is a Linux x86 64 container with Python 3.11, 5 GiB of RAM, 5 GiB of workspace storage, and one CPU. Internet access is disabled and no outbound connections are permitted, so Claude works with the preinstalled libraries and can’t install a package during a run. Three tool versions exist, and every supported model accepts all three. code execution 20250825 supports Bash commands and file operations.

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ation: In Wordle, d1 reads the board directly from a screenshot. Developers don't need to write a text version of the game, and d1 still solved 12 of 12 games in 3.8 guesses on average d1 also handles purely visual tasks. In Quick, Draw!, it guesses what a player's doodle shows among 62 words, and recognizes 5.2 of 6 drawings (random guessing gets 0.6). Availability and pricing Start building today with the d1 decision model, available on the Liquid AI API as d1. Create an API key at console.liq

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e 5.1 share the same $10 input and $50 output list price. Sol and Argon list at one-fifth of that. Argon’s price is introductory and doubles later. Sources: OpenAI GPT-6.1 Sol coverage, Gemini 4 Argon coverage, GPT-6 Astra long-context pricing, Claude Fable 5.1 specs. Standard first-party list prices, short-context tier. The cached-input row matters most for agents. Agents resend system prompts, tool schemas and history on every step. Astra’s $1.00 cache read is 4x Fable 5.1’s and 10x Sol’s. Arg

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oogle said the bug bounty program was paused as of October 1, with a promise to provide “an update” in the first quarter of 2027. According to Tom’s Hardware , Google engineers and open source maintainers were overwhelmed by reports that were invalid or contained hallucinations. “This pause is due to a significant rise in automated submissions, the vast majority of which are not valid,” the company said. In the meantime, participants are encouraged to consider Google’s other bug bounty programs.

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y model with the same eval-framework setup. In English, Kolibri leads GPQA Diamond (84.3), AIME 2025 (96.9) and AIME 2026 (96.0). It ties Qwen3.5 35B-A3B on the English agentic average at 63.4. It trails on BFCL v4, scoring 61.4 against 70.5 for Qwen3.5. The dense Qwen3.8 27B scores higher overall (80.2 EN, 79.9 DE), but activates about 8 times more parameters per token. Against its internal predecessor Kolibri Origin, Kolibri decodes about 2.7 times more text per GPU while scoring 21.4 points h

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riction of spinning up code that can do useful things. Sometimes those things cost money—calls to paid APIs, or hosted web applications, or systems that can bill for additional storage and compute. Nobody wants to wake up to an email sent at midnight warning about a budget limit and find that, while they slept, their rogue service had consumed several hundred (or several thousand) more dollars of usage. An argument against this is that businesses don’t want their hosted applications to start thr

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The era of generative AI has upended technology supply chains, and there is one ironclad rule in 2026: If it has memory or storage, it’s getting more expensive. Even devices with years-old tech inside are still apparently subject to that unwritten rule. Nvidia has just announced that the Shield TV Pro is getting $100 more expensive, effective immediately. The most recent version of the Shield streaming box debuted in 2019, running Android TV with AI upscaling and hardware decoding for almost any

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bits 应用和短信两种方式运作，可以整合日历、清单和对话，同时为你执行任务。这些任务包括搜索网页、购物、预订餐厅、更改预约，以及为家庭服务询价。 此外，Orbits 可以提醒家庭成员做家务、与服务提供商沟通，并帮助协调直系家庭之外的各项责任。 Orbits 获得了 Andreessen Horowitz（a16z）Speedrun 基金、N49P 和 Garage Capital 等投资方的支持。 Pally 用户可以像与朋友互动一样与 Pally 交流，同时让它访问自己已经在使用的应用。该助理可以连接分散在 WhatsApp、Gmail、日历和 Google Drive 等服务中的信息，帮助用户跟踪计划、收据、日期、文件和其他细节。 它提供免费方案，包含每月 15 分钟通话等功能；也有付费方案，包括每月 25 美元享 30 分钟通话，以及每月 100 美元享 60 分钟通话。 Poke Poke 于 2026 年 3 月推出，是一款通用助理，用户可以通过短信联系它。它可以处理涉及日历、规划、健康健身、智能家居控制、照片和其他日常活动的任务。 Poke 在 2026 年 6 月尤为引

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