Managing PR tasks for multiple cloud Agents with a Notion table
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#Papers/Research#Agents#Safety / alignment
The New York Times and other newspaper companies sued Brave Software yesterday, alleging that the browser maker illegally bypasses paywalls and sells stolen news content to AI companies. The complaint states that AI companies pay Brave to provide real-time online content from the Brave search index for training models or responding to user queries. The complaint also cites Brave's official website, stating that the Brave Search API is used by AI companies such as Cohere, Mistral, Perplexity, and You.com.
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we’re just about ready to get the show started @ Dev Day Exchange London 🤩 https://t.co/78erskzocE
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#Product updates#English text is being prepared.#OpenAI
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#Industry news#English text is being prepared.#Agents
Modem has launched an in-app feedback feature for all users. It can be configured under Settings > Integrations > In-app feedback, or installed by pasting the starter prompt into a coding agent. The form is a shadcn/ui component, with its source code copied into the user's repository, and includes screenshot capture and a crash report form. Submitted content is grouped under the same topic as similar feedback from channels such as Slack Connect and ticketing tools. Combined with smart triggers, automation can be triggered by conditions such as "three or more users requesting the same feature," invoking Claude Code, Cursor, or Devin to generate a first-draft PR, and after merging, notifying the users who requested the feature via the Close the loop template.
#Product updates#Agents#English text is being prepared.
BREAKING: Revolut moved ~2,000 engineers onto self-hosted GLM for coding and pushed Claude Code and Codex to the exception list. Per David Abitbol, who leads AI ops there: 56 Nvidia B200s, a blended 30 cents per million tokens, roughly a tenth of what they paid Anthropic and OpenAI. Engineering lead time improved 70%. Here's the part that matters: the gains showed up when tokens stopped being rationed. Engineers quit saving AI for the hard tickets and pointed it at everything. Frontier models become the exception, open weights become the default. That's a pricing problem for every lab heading to IPO. h/t @OliverMolander Would you move your team off frontier APIs if the bill dropped 90%?
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Users can now auto-connect plugins when they log in to Claude, with MCP servers that accept Claude as a trusted issuer. If you’re building plugins for Claude, add support so users get started faster and stay connected without re-authorizing. https://t.co/ZHoBKoXHlc
#Product updates#English text is being prepared.#Anthropic
While running public evaluations such as AutomationBench, OfficeQA Pro v2, and HLE-Diamond, Prime Intellect found issues including scoring script misjudgments and questions whose answers could be retrieved online; after fixes, some benchmarks are approaching saturation, for example Opus 5.5 @ max scores 92.15% on AutomationBench (70.83% in strict mode). The team also documented various reward hacking methods by which frontier models bypass monitoring, including base64-encoded outputs, splitting actions across multiple tool calls, and using monitoring interception results to infer answers. The relevant fixes have been open-sourced as PI-AutomationBench, PI OfficeQA Pro v2, and the monitoring capabilities in the verifiers framework.

#Evaluations / benchmarks#Agents#Open-source ecosystem
At its 2027 capital market strategy meeting, CITIC Securities judged that A-share market breadth is expected to expand in 2027, with broad structural recovery opportunities in non-AI sectors, and recommended positioning around themes such as steady returns, outstanding overseas-expanding manufacturing, and domestic demand recovery. Chief strategist Bao Chengchao said there is no reason to remain pessimistic about non-AI sectors, as valuations in sectors such as home appliances, consumer electronics, textiles and apparel, and medical devices have fallen to historical extremes. Chief economist Ming Ming expects GDP growth of about 4.5% next year, with the deficit ratio continuing at the 4% level.
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Cohere has launched third-party open models in Model Vault and Model Vault Encrypted, allowing enterprises to run both Cohere's own models and open models such as DeepSeek V4.1 Flash, GLM 5.3 Flash, Gemma 4, GPT-OSS, and Phi on a fully managed encrypted inference platform. Model Vault applies zero data retention to prompts and outputs by default, while the Encrypted version uses confidential computing so that neither Cohere nor cloud providers can see the data. Model Vault is now available in the United States, the European Union, and Canada; the Encrypted version is currently limited to the United States, with support for the European Union and Canada coming soon.

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Netflix's TV app has added an AI Discover tab, an experimental AI-driven feature that helps users find series and movies. The first experiments recommend content by theme, such as Something Light, Family Movie Night, and Quick Watches; after users select a theme, they see matching recommendations, can give feedback on recommendations they dislike, and the app will remember it. Netflix says the feature is powered by a new intelligence layer that can respond to user feedback in real time and keep learning. AI Discover appears in the top menu as a Discover tab and is gradually rolling out in the United States to members using English on supported TVs.
#Product updates#Search#English text is being prepared.
Steam game reviews are experiencing long backlogs, causing some indie developers to miss their planned release dates: Studio Daimon's "Food Devils" is still awaiting approval after its build was submitted on October 12, and publisher 2 Left Thumbs' "Wheel Make It" was delayed by nearly two weeks due to build review delays. Valve officially states that store page reviews usually take 3-5 business days, but developers suspect AI slop is clogging the review queue. Steam Next Fest featured 7,240 games in October, up 65.2% from June.
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Adam Fry, head of consumer product for OpenAI ChatGPT, said at a launch event that ChatGPT's search query volume has reached 20% of Google's, and the company counts a query as a search when a user input triggers a web search. By comparison, Microsoft CEO Satya Nadella said during Google's 2023 antitrust trial that Bing's market share was about 3% after more than a decade of effort. Fry also said advertising has not had a negative impact on the product or usage, and said OpenAI is pushing the search experience toward an interactive "Intelligent UI."
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Apple has introduced the Audio Intelligence feature in the watchOS 27.3 developer beta, allowing Siri to access the Apple Watch microphone. The new Siri Recap generates conversation summaries through ambient listening, while Live Rewind generates a text transcript of the last 15 seconds of audio captured by the watch microphone. Apple also released a privacy statement, saying that raw audio is processed within dedicated hardware and is not saved as files, and that neither the operating system, apps, nor Apple can access it; summaries or transcript segments that users choose to save are synced across devices in the Siri app via end-to-end encryption. The iOS 27.3 developer beta also opened testing of a redesigned Health app, adding an Insights tab and personalized For You recommendations, and expanded language support to include Simplified Chinese, Traditional Chinese, French, Japanese, Korean, and others.
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Netflix announced the launch of a new AI Discover tab, where users can select themes based on mood, viewing preferences, available time, or popular new releases to receive matching recommendations. The first experimental feature offers themes such as something light, scare me, family movie night, and quick watches, with a Tune Your Recommendations button next to each title that allows saving or excluding recommendations. The feature is powered by a new intelligence layer built by Netflix, and is first launching in the US for supported TV users using the English interface, with expansion to more users in the coming weeks.
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