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  1. The Decoder71

    Alibaba and other teams released Co-Design Bench: coding intelligence agents only fully solve 26.4% of real tasks.

    Researchers from Alibaba and several Asian universities used real user change requests to build the coding intelligence agent benchmark Co-Design Bench. Among the ten tested models, the best-performing GPT-6 Astra only meets about 70% of the task requirements, but only 26.4% of the tasks are completely correct.

    Why it matters: A benchmark display composed of real user requests shows that the strongest model can only fully solve about one-quarter of the tasks, and the score difference for the same model in different environments is nearly 20 percentage points.

  2. ITHome · AI67

    OpenAI GPT-6.1 Sol involved in live mouse brain surgery: Continuous operation three times, positioning error halved

    OpenAI GPT-6.1 Sol performed three consecutive operations in the brain of a living mouse during surgery, improving its localization performance based on surgeon feedback, reducing the time from 169 seconds to 86 seconds, and reducing the localization error from 0.6 mm to 0.3 mm, a 50% reduction in error. The research team had the model participate in localization tasks for two key anatomical landmarks, Bregma and Lambda, on the surface of the mouse skull. Images, data, and correction records were saved after each operation for future reference.

  3. OpenAI Agents SDK releases22

    OpenAI Agents SDK v0.24.0-alpha.7 released

    OpenAI Agents SDK v0.24.0-alpha.7 released, supports classic workflows and native execution, adds voice and managed tools, introduces persistent session storage and context control. The new version defaults to strict mode execution, requiring updates to existing environments; bundled model default inference strength is increased to medium.

  4. ITHome · AI65

    ChatGPT suddenly faces suspension controversy, $200 Pro users also affected

    Multiple users report that ChatGPT accounts have been suddenly suspended, including Pro users paying $200 per month. Some users did not receive notification and cannot access chat history. Users suspect it is related to using VPN, but OpenAI Support replied that appeals must be made through official channels, without explaining the specific reason. The official list of suspension reasons includes policy violation, security anomalies, and regional access restrictions, but did not confirm if it was a coordinated action.

  5. TechCrunch · AI65

    After the midterm elections, OpenAI adjusted its data center policies in response to political pressure.

    In the 2026 midterm elections, the Democratic Party achieved a major victory, with voters in multiple areas rejecting proposals for data center construction and electing politicians who have pledged to limit data centers. OpenAI released a policy blueprint for computing campuses, no longer requiring confidentiality and sharing plans to respond to political pressure. Technology companies, especially those with ultra-large-scale data centers, may face more challenges in the next two years.

  6. The Decoder75

    Vals AI benchmark shows the gap in network attack capabilities between open-source and closed-source models continues to narrow

    Vals AI's CyberOffense benchmark allows AI agents to autonomously attack simulated enterprise networks on isolated Kali Linux machines, GPT-6 Sol Daybreak in OpenAI restricted projects completes 80.8% of the target, open-source weighted model Deepseek V4.1 Flash 1017 reaches 72.8%, with a single run cost of about 3 dollars instead of about 22 dollars

Nov 7Sat
  1. The Decoder78

    Nine AI entities attempt autonomous research on open problems at US national laboratories, none reaching expert standards

    A study made Claude Opus 4.8, Claude Opus 5, Claude Fable 5, Claude Opus 5.5, GPT-5.6 Sol, GPT-6 Astra.

    Why it matters: This benchmark uses 15 unpublished research questions to test 9 agents and provides common failure patterns in 135 submissions, which can be used as a reference for evaluating autonomous research capabilities.

  2. 36Kr · AI65

    OpenAI: Will continue to advance its US data center expansion plan

    OpenAI's Chief Financial Officer Sarah Flannery said that despite concerns about AI infrastructure review triggered by the Democratic Party's midterm election this week, the company will still proceed with its US data center expansion plan. The US stock market evaporated about $2.5 trillion due to the impact of AI-related industries, but Google has announced an investment of $17 billion to build a data center in Wyoming.

  3. AWS Machine Learning Blog58

    Amazon SageMaker Inference now supports Multi-Instance GPUs to maximize GPU utilization

    Amazon SageMaker Inference now supports GPU partitioning, dividing physical GPUs into independent partitions via NVIDIA Multi-Instance GPUs (MIG), where each partition receives a fixed share of GPU computing units and dedicated memory blocks for isolation. Deploy more models in isolation and choose the appropriate size of GPU units on demand to reduce costs, with a maximum of 7 partitions per GPU, no need to build Kubernetes yourself.

  4. OpenClaw Blog58

    How to integrate new models without updating OpenClaw

    OpenClaw has optimized its model integration mechanism, allowing new models to be accessed without updates. It dynamically retrieves model information through three methods: the self-updated model catalog catalog.openclaw.ai, the user account model list, and the local Codex version, solving the pain point in the old mechanism where models like GPT-6 Sol could not be selected due to version mismatches. The new mechanism reflects model availability in real-time and supports selecting models from the user account list and locally installed Codex, enhancing model availability and user experience.

  5. TechCrunch · AI71

    Ramp data shows AI spending stagnation, as Anthropic's IPO is approaching.

    Ramp's report shows that corporate token spending only increased by 1.5% from August to September, while it grew by 42% month-on-month in July, and token usage is still rising. Ara Kharazian, chief economist at Ramp, believes that the price cuts by OpenAI and Anthropic and corporate discounts make AI usage cheaper, and the top 1% of spending companies are slightly below the monthly per capita peak of $10,000 in summer. Ramp data shows AI spending stagnation, coinciding with Anthropic's upcoming IPO. Ramp's spending data gives a price signal opposite to usage growth, which can be used to observe the tension between model companies' revenue and IPO valuations.

    Why it matters: Ramp's spending data provides a price signal opposite to usage growth, which can be used to observe the tension between model companies' revenue and IPO valuations.

Nov 6Fri
  1. QbitAI71

    360 DragonBox tops CyberGym rankings with 99.4% vulnerability reproduction success rate

    360's self-developed AI security offense and defense system, DragonBox, tops the CyberGym rankings with a 99.4% vulnerability reproduction success rate, with independent evaluation success rates of 99.27%, 99.47%, and 99.40% over three rounds.

    Why it matters: The original text provides DragonBox's success rates in the three rounds of CyberGym evaluations and its training routes, allowing readers to judge the approach of large security models combined with intelligent swarm agents.

  2. 36Kr · AI65

    OpenAI has committed to announcing the water usage of its data center and commissioning an independent noise study

    OpenAI will announce the water usage of its data center and disclose the construction plan, while commissioning an independent agency to conduct noise research. The company has pledged not to require public officials to sign non-disclosure agreements for data center construction. This move responds to laws in at least 38 jurisdictions that restrict or prohibit data center construction.

  3. ITHome · AI

    Man sues OpenAI, alleging ChatGPT incited his wife to poison him

    Cheryl Gates, a woman from North Carolina, is accused of plotting to poison her husband, suing ChatGPT and OpenAI, claiming the model gradually generated 'personalized plans' to help her carry out the act, and accusing OpenAI of not setting up sufficient technical safeguards to prevent the conversation.

  4. The Verge · AI65

    OpenAI no longer signs non-disclosure agreements with public officials in data center projects

    OpenAI announced that it will no longer use non-disclosure agreements with public officials in its data center community commitment, allowing only for the protection of legitimate security information, trade secrets, or proprietary or competitive sensitive information. This move comes in the context of strong voter opposition to data center expansion in the recent midterm elections.