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A new study by the AI Language Equity Research Consortium found significant differences in the number of tokens AI models need to process different languages: among the 20 languages with the highest web presence, less common languages use 1.5 to 5 times as many tokens as English to process the same prompt. After expanding the study to 200 languages, the gap reached as high as 17 times in one of the models examined. Because most LLM providers charge by token, this drives up usage costs and also b

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Otter has added a Work mode to its AI Chat assistant that can execute multi-step tasks: before meetings, it generates briefing documents based on past calls and data from connected apps; after meetings, it drafts emails, creates Word/Notion documents, PDFs, and interactive web pages, and updates Salesforce records, with human approval required before tasks are completed. Work mode is now available to all paid Otter users with no usage limits, and the existing Express and Advanced options will be

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xMEMS has mass-produced the XMC-2400 and XMC-4800 solid-state micro-cooling chips, which use a silicon-based piezoelectric MEMS platform to generate directed airflow, cooling hot spots in subsystems such as SSDs, memory, and optical modules that liquid-cooling cold plates and system fans struggle to cover. The XMC-2400 provides up to 28 cubic centimeters per second of airflow and 1300 Pa of back pressure, with power consumption of about 150 mW; the XMC-4800, aimed at enterprise-grade SSDs, deliv

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Oracle announced that it will deploy Google TPU on OCI, along with inference chips from OpenAI, Cerebras, SambaNova, and Positron AI, giving customers more computing options beyond Nvidia GPUs. Oracle says it will become the first hyperscale cloud provider other than Google Cloud to offer TPU; TPU and the Cerebras wafer-scale engine are planned to launch in 2027, and Positron Atlas is already available. At the same time, Oracle is expanding its partnership with Nvidia, with the Vera Rubin NVL72

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Cofense discovered a phishing campaign that impersonates a private Anthropic beta invitation, using branded GoTo Webinar emails to lure enterprise employees into clicking, ultimately stealing Google and Microsoft login credentials. The attack uses URL shorteners and two Cloudflare CAPTCHA pages to block security scans; the fake Google page collects only usernames, while the fake Microsoft page collects both usernames and passwords. Researchers recommend enabling phishing-resistant MFA such as pa

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Factory releases Droid 1.0, the largest update yet to its agent framework, enabling programmatic tool calling (PTC) by default, which lets the model write JavaScript scripts to execute hundreds of tool calls within a single request in a sandbox. On Terminal-Bench 4, when paired with GPT-6.1 Sol, Droid scores 3.5 points higher than Codex at 12% lower cost; when paired with Claude Opus 5.5, it scores 3.0 to 7.6 points higher than Cursor, OpenCode, Devin, and Claude Code, at up to 24% lower cost. D

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Replit has launched Agent Habitat, allowing agents to access enterprise knowledge and systems within boundaries the company can control, building security governance around four principles: least privilege, fault isolation, auditable production changes, and traceable delegated work. Its credential broker retrieves credentials from the vault and injects them only after each request is authorized, so credentials never enter the agent's context; enterprise connector management supports SAML SSO, SC

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Replit releases ViBench 2.0 to evaluate AI agents' ability to build a complete product feature by feature starting from an empty project, comprising 17 products, 241 feature requests, and 544 test plans. GPT-6.1 Sol leads with a 65% pass@1, GPT-6 Astra is at 60%, and Opus 5.5 is at 49%, with all three passing over 90% of test plans. Opus 5.5 completes a build in about 70 minutes on average, roughly 2.5 times faster than Sol; DeepSeek V4.1 Flash passes 77% of test plans at about $2.50 per build,

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a16z's survey of 100 CISOs at companies with more than 1,000 employees shows that 87% expect cybersecurity spending to increase, driven mainly by AI-related threats and the expanded attack surface from enterprises' own AI deployments. All seven of the most-watched security initiatives for 2027 are AI-related; SOC automation received the most first-priority votes, but only 18% have put AI SOC tools into production. 45% plan to make new purchases or upgrades within 12 months for internal AI agent

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ChinaTalk talks with "Burying AI" author Xianyu about how he satirizes China's AI industry from a subcultural perspective. Xianyu says that since the second half of 2025 he has completely stopped using AI for writing, because while mainstream models' coding abilities have improved, the originality of their writing has clearly declined. He also built a website that lets ordinary people rank video models by their meme proficiency, and he disagrees with the host over which side, China or the US, ha

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On The Pragmatic Engineer podcast, Titus Winters looked back at Google's 2010 large-scale refactoring of 250M+ lines of C++ code, which was maintained by 10,000 engineers at the time; the team completed it in seven steps—parsing, matching, code generation, coexistence of old and new APIs, sharding, banning old patterns, and deleting old APIs—all well before the LLM era. He also discussed how Google, because Search could not be released monthly, mandated that every change come with tests, and how

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At the Android Dev Summit, Google launched the Bring Your Own Agent feature for Android Studio Rabbit 2. Through the open Agent Client Protocol, developers can run more than 40 coding agents simultaneously within the IDE, including Claude Agent, Codex, and Google Antigravity, with direct access to project structure, the emulator, and Logcat. Google says that in internal tests, after agents rendered Compose previews in the terminal, they completed UI tasks 77% faster and cut token usage to as lit

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Google's third-quarter search revenue grew about 12%, below analysts' expectation of 15%, and some investors believe the problem of AI search queries growing fast but having low monetization capacity is beginning to show. Executive Philipp Schindler said on the earnings call that the strong growth of AI Mode queries affected revenue due to the lower level of monetization. In the same period, cloud business revenue grew 103% year over year to $30.7 billion, and the Gemini app reached 1 billion us

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Microsoft Research Focus Issue 97 presents several research advances: the self-improving agent framework ForkPilot achieves state-of-the-art performance on six benchmarks and mainstream AI models while reducing AI processing overhead by up to 59%. The CABRA framework finds that coding agents, although able to solve coding problems with the help of tools, still struggle when understanding unfamiliar codebases. An analysis of Copilot Chat activity shows that document editing accounts for more than

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Alphabet's stock fell 12.6% in a single day, wiping out about $500 billion in market value, while Reddit's shares dropped 15% the same day; both companies pointed to the impact of AI search on traffic and ad monetization. Google Chief Business Officer Philipp Schindler acknowledged that growing usage of AI Mode is actually weighing on revenue, because it monetizes less effectively than traditional search; Reddit, meanwhile, said traffic from search has declined noticeably, that fourth-quarter da

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ScienceNet reporters interviewed Li Jianshu, an academician of the Chinese Academy of Sciences, and Wang Jian, an academician of the Chinese Academy of Engineering, to discuss the controversies and directions surrounding AI's entry into mathematical research. The article mentions that in May of this year, Google DeepMind's AI agent solved 9 previously unsolved Erdős problems and tackled 44 open mathematical conjectures; OpenAI recently published 722 mathematical manuscripts generated by its inte

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A team at Vanderbilt University Medical Center in the United States reviewed the electronic health records of approximately 216,000 behavioral health patients from December 2022 to April 2026, identifying 73 patients who mentioned AI-related content, of whom 28 had records showing that chatbot use worsened psychotic symptoms, with about 61% experiencing a first psychotic episode. The study classified these cases into categories including symptom amplifier (64%), delusional object (21%), and cata

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DeepBlue Technology has launched Wowoker, the world's first large-model AI agent work phone, aimed at enterprise users such as government and enterprise organizations, state-owned and central enterprises, and financial institutions. Built on Huawei Kirin chips and HarmonyOS, the device integrates multimodal large models, a Decision Model, and the AgentOS agent orchestration system, and supports AI outbound calling, voice-cloned call avatars, AI marketing content generation, and intelligent CRM.

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Tencent Cloud disclosed at the Tencent Global Digital Ecosystem Summit that its office agent WorkBuddy has completed 9 billion user task requests in just over 7 months since launch, with enterprise edition customers covering half of China's Fortune 500 companies. Tencent Cloud Vice President Yang Chen said that over the past three to four months, 2,000 partners working on WorkBuddy have come on board, 60% of them new, with customers concentrated in manufacturing, retail, healthcare, and educatio

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