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Wednesday

  9. SiliconANGLE

    Arda Industries raises $232 million to make production lines easier to adjust with AI

    Arda Industries officially launched with $232 million in funding, led by Accel, Altimeter, Founders Fund and Khosla Ventures, with participation from XYZ Venture Capital, 8VC, SVAngel and Felicis. The company's co-founder and CEO is Bob McGrew, former Chief Research Officer at OpenAI. Its platform lets users upload product blueprints and then automatically plan production lines, determine which robots to use and generate visual work instructions. Its current customers are concentrated in defense and data center electronics; Anduril uses it to optimize production lines. The company's long-term plan is to enter the consumer electronics market and develop AI agents that can adapt to new equipment within days.

    s Fund and Khosla Ventures, with participation from XYZ Venture Capital, 8VC, SVAngel and Felicis. The company's co-founder and CEO is Bob McGrew, former Chief Research Officer at OpenAI. Its platform lets users upload product blueprints and then automatically plan production lines, determine which robots to use and generate visual work instructions. Its current customers are concentrated in defense and data center electronics; Anduril uses it to optimize production lines. The company's long-ter

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    #hot-signal#Industry news#Agents
  12. Ma Dongxi NLP

    Hamel Husain publishes tutorial: How to use decision models for Evals

    Hamel Husain published a new blog post explaining how to use decision models for Evals, including choosing a decision model for a task, tuning its threshold (don't assume the 0.5 default is appropriate), and interpreting the scores the model produces; the post includes several interactive charts. When reposting it, Ma Dongxi NLP noted that recently emerged decision models include TypeSafe's Jev, Perplexity's Decider, Cloudflare's Clef, and OpenAI's Decisions API; they output probabilities rather than long text and are often used as alternatives to LLM-as-a-Judge.

    models for Evals, including choosing a decision model for a task, tuning its threshold (don't assume the 0.5 default is appropriate), and interpreting the scores the model produces; the post includes several interactive charts. When reposting it, Ma Dongxi NLP noted that recently emerged decision models include TypeSafe's Jev, Perplexity's Decider, Cloudflare's Clef, and OpenAI's Decisions API; they output probabilities rather than long text and are often used as alternatives to LLM-as-a-Judge.

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    #hot-signal#English text is being prepared.#Evaluations / benchmarks#Reasoning
  16. The New Stack

    ElevenLabs Launches Eleven Realtime Hosted Voice Agents, Requiring Developers to Give Up Control of the Underlying Model

    ElevenLabs has released Eleven Realtime, offering two hosted voice agent models, Mini and Max, which integrate speech recognition, reasoning, turn-taking, and speech generation, but developers cannot individually select or configure the underlying models. Data from external testing organization Artificial Analysis shows that Max scored 98.8% on Big Bench Audio, while Mini scored 75.9%; for tool-calling task completion, Max reached 87.1% and Mini 60.3%, while Mini slightly outperformed Max on Full-Duplex-Bench with 95.8% versus 94.1%. The interface follows the OpenAI Realtime API protocol and WebSocket transport, but only supports WebSocket; WebRTC applications must first switch transport methods and handle the capture and playback of 24kHz PCM16 audio themselves.

    l testing organization Artificial Analysis shows that Max scored 98.8% on Big Bench Audio, while Mini scored 75.9%; for tool-calling task completion, Max reached 87.1% and Mini 60.3%, while Mini slightly outperformed Max on Full-Duplex-Bench with 95.8% versus 94.1%. The interface follows the OpenAI Realtime API protocol and WebSocket transport, but only supports WebSocket; WebRTC applications must first switch transport methods and handle the capture and playback of 24kHz PCM16 audio themselves.

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    #hot-signal#Model releases#Speech#Agents
  18. The Decoder

    Sam Altman Reportedly Presented Three AI Safety Endgame Options to Employees

    The Information, citing people familiar with the matter, reported that OpenAI CEO Sam Altman last week internally proposed three AI safety paths: establishing a regulatory body modeled on the International Atomic Energy Agency (IAEA), a lab merger plan known as the Demis Plan, and a single-developer compute monopoly plan known as the Eliezer Plan. Altman also complained that there are too few speed-limit proposals for AI development, while noting that OpenAI cannot afford to fall behind in the competition, and plans to decide on an IPO path within a year. The United States currently relies on voluntary pre-review of new models, and in June imposed export controls on Anthropic on the grounds that the Fable model posed a jailbreak risk.

    The Information, citing people familiar with the matter, reported that OpenAI CEO Sam Altman last week internally proposed three AI safety paths: establishing a regulatory body modeled on the International Atomic Energy Agency (IAEA), a lab merger plan known as the Demis Plan, and a single-developer compute monopoly plan known as the Eliezer Plan. Altman also complained that there are too few speed-limit proposals for AI development, while noting that OpenAI cannot afford to fall behind in the c

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    #ai-vertical#Safety / alignment#OpenAI#Industry news

Tuesday

  1. Tech.eu

    Daytona raises $60M Series B at a $1B valuation

    Daytona, which provides cloud infrastructure for AI agents, has raised a $60 million Series B at a $1 billion valuation, bringing its total funding to $91 million, with FirstMark leading the round. Its platform provides agents with isolated Linux, Windows, and macOS compute environments through a single API, supports pausing, resuming, and continuing exploration of tasks, and its customers include Anthropic, OpenAI, NVIDIA, Cursor, and Cognition. The company says its revenue run rate grew 25x from January to September, and the new funds will be used to expand its agent cloud platform, scale compute capacity, and hire in San Francisco, Croatia, and Singapore.

    th FirstMark leading the round. Its platform provides agents with isolated Linux, Windows, and macOS compute environments through a single API, supports pausing, resuming, and continuing exploration of tasks, and its customers include Anthropic, OpenAI, NVIDIA, Cursor, and Cognition. The company says its revenue run rate grew 25x from January to September, and the new funds will be used to expand its agent cloud platform, scale compute capacity, and hire in San Francisco, Croatia, and Singapore.

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    #hot-signal#Industry news#Agents#English text is being prepared.
  2. Publickey

    Cloudflare OS Launches Managed Service, Adds GitHub and Gmail Connections

    Cloudflare has announced a managed service for its AI business platform Cloudflare OS, with waitlist registration now open. Cloudflare OS was open-sourced in August this year and can be deployed in Cloudflare environments, on-premises, or in the cloud. It supports integration with Cloudflare Workers AI as well as AI services from Anthropic, OpenAI, Google, and others, and has the ability to securely access enterprise internal data. Two features were added this time: first, connecting to GitHub repositories, allowing AI agents to add features, debug, view PRs, create commits, and push code based on repository code; second, strengthening the Google Workspace integration, so agents can read and search Gmail conversations, draft and send emails, and connect to Google Drive, Docs, and Sheets.

    t this year and can be deployed in Cloudflare environments, on-premises, or in the cloud. It supports integration with Cloudflare Workers AI as well as AI services from Anthropic, OpenAI, Google, and others, and has the ability to securely access enterprise internal data. Two features were added this time: first, connecting to GitHub repositories, allowing AI agents to add features, debug, view PRs, create commits, and push code based on repository code; second, strengthening the Google Workspac

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    #hot-signal#Product updates#Agents#English text is being prepared.