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Microsoft launches security controls for out-of-control AI agents
On October 19, 2026, Microsoft launched security controls for out-of-control AI agents. According to SiliconANGLE, the feature progressively reduces an agent's permissions when its risk score rises: the Discovery tool can identify 60 categories of local agents on employee devices, including Claude Code, Codex, and GitHub Copilot, and assigns each agent a separate identity through Entra Agent ID; Dynamic Agent Risk continuously updates the risk score based on identity, endpoint, cloud, and network signals, and Dynamic Conditional Access uses it to first revoke write permissions, then require human approval, and at the highest level directly isolate or stop the runtime. These features are grouped under Project Perception and Microsoft 365 E7, and Microsoft has not announced availability or pricing. On the same day, Satya Nadella said that he had previously written an article arguing that models should be treated as an internal risk and that security controls should be placed outside the model, and that today Microsoft is putting this principle into practice by extending Project Perception, adding capabilities to continuously assess agent risk, adaptively adjust permissions, and contain threats.
On October 19, 2026, Microsoft launched security controls for out-of-control AI agents. According to SiliconANGLE, the feature progressively reduces an agent's permissions when its risk score rises: the Discovery tool can identify 60 categories of local agents on employee devices, including Claude Code, Codex, and GitHub Copilot, and assigns each agent a separate identity through Entra Agent ID; Dynamic Agent Risk continuously updates the risk score based on identity, endpoint, cloud, and networ
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Legal AI company Legora completes $550 million Series E funding at an $8.8 billion valuation
Stockholm-based legal AI startup Legora announced the completion of $550 million in late-stage funding at a post-money valuation of $8.8 billion, led by Atreides Management, with new investors including Baron Capital, Capital Group, Fidelity, and J.P. Morgan participating, and existing investors Accel, Benchmark, and Bessemer all following on. After this round, the company has raised a cumulative $866 million, with ARR now exceeding $200 million, having grown from $1 million to $100 million in under 18 months. Legora provides legal AI agents and currently serves more than 140,000 legal professionals across 80 markets and over 2,400 law firms and corporate legal teams; the funds will be used for expansion in North America, Europe, and Asia-Pacific, and to increase investment in its agentic legal operating system aOS.
Stockholm-based legal AI startup Legora announced the completion of $550 million in late-stage funding at a post-money valuation of $8.8 billion, led by Atreides Management, with new investors including Baron Capital, Capital Group, Fidelity, and J.P. Morgan participating, and existing investors Accel, Benchmark, and Bessemer all following on. After this round, the company has raised a cumulative $866 million, with ARR now exceeding $200 million, having grown from $1 million to $100 million in u
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Microsoft launches security control features for runaway AI agents
On October 19, 2026, Microsoft launched security controls for out-of-control AI agents. According to SiliconANGLE, the feature progressively reduces an agent's permissions when its risk score rises: the Discovery tool can identify 60 categories of local agents on employee devices, including Claude Code, Codex, and GitHub Copilot, and assigns each agent a separate identity through Entra Agent ID; Dynamic Agent Risk continuously updates the risk score based on identity, endpoint, cloud, and network signals, and Dynamic Conditional Access uses it to first revoke write permissions, then require human approval, and at the highest level directly isolate or stop the runtime. These features are grouped under Project Perception and Microsoft 365 E7, and Microsoft has not announced availability or pricing. On the same day, Satya Nadella said that he had previously written an article arguing that models should be treated as an internal risk and that security controls should be placed outside the model, and that today Microsoft is putting this principle into practice by extending Project Perception, adding capabilities to continuously assess agent risk, adaptively adjust permissions, and contain threats.
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View story:Microsoft launches security controls for out-of-control AI agents
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OpenAI discloses annualized revenue of about $50 billion to investors
OpenAI recently disclosed to investors that, as of the end of September, the company's annualized revenue scale was about $50 billion, lower than the $70 billion widely reported by the market at the end of last month. People familiar with the matter said the difference stems from different statistical calibers: Anthropic includes sales revenue generated by cloud partners in revenue, while OpenAI does not use this method. OpenAI also disclosed that overall revenue run-rate grew 77% in the third quarter, enterprise business revenue run-rate grew 107%, and it confidentially submitted listing documents in June this year. On October 10, Rohan Paul cited an FT report to further explain that OpenAI calculates based on net income after deducting the share of partners such as Microsoft, while Anthropic calculates based on gross sales through cloud partners; both methods comply with US GAAP; the report said the $70 billion ARR was not announced by the company itself, but was derived by investors after upward adjustment according to Anthropic's caliber.
d it confidentially submitted listing documents in June this year. On October 10, Rohan Paul cited an FT report to further explain that OpenAI calculates based on net income after deducting the share of partners such as Microsoft, while Anthropic calculates based on gross sales through cloud partners; both methods comply with US GAAP; the report said the $70 billion ARR was not announced by the company itself, but was derived by investors after upward adjustment according to Anthropic's caliber.
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Malicious version of Anthropic.claude-code 2.1.313 appears in the Cursor plugin marketplace; official security advisory released
Cursor discovered a maliciously tampered version of Anthropic.claude-code 2.1.313 in the VS Code extension marketplace. This version was not developed by Anthropic and affects at most 5,000 users. The malicious code collects host and user information, attempts to write the attacker's SSH public key and establish a reverse SSH tunnel, but due to permission restrictions this step fails on most macOS and Windows hosts. Cursor has removed the version, rebuilt the marketplace and shut down the attacker's server, and also provided a command to detect the svc-telemetry public key along with cleanup scripts for macOS and Windows.
Cursor discovered a maliciously tampered version of Anthropic.claude-code 2.1.313 in the VS Code extension marketplace. This version was not developed by Anthropic and affects at most 5,000 users. The malicious code collects host and user information, attempts to write the attacker's SSH public key and establish a reverse SSH tunnel, but due to permission restrictions this step fails on most macOS and Windows hosts. Cursor has removed the version, rebuilt the marketplace and shut down the attack
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Microsoft's revenue in the first quarter of fiscal year 2027 was $92.28 billion, with Azure growing 48%
Microsoft's revenue in the first quarter of fiscal year 2027 grew 19% year over year to $92.28 billion, with earnings per share of $4.89, both exceeding Wall Street expectations, and the stock rose about 4% after hours. For the first time, the company separately disclosed Azure revenue of $33.17 billion, up more than 48% year over year, and changed its financial reporting to two major segments, Agents and Infra and Devices and Consumer, with the former generating $76.8 billion in revenue, up 25%. Capital expenditures and finance leases totaled $45.2 billion this quarter, of which CFO Amy Hood said about 75% was invested in short-lived assets such as GPUs and CPUs, and she expects Azure to grow 49% to 50% in constant currency in the second fiscal quarter.
Microsoft's revenue in the first quarter of fiscal year 2027 grew 19% year over year to $92.28 billion, with earnings per share of $4.89, both exceeding Wall Street expectations, and the stock rose about 4% after hours. For the first time, the company separately disclosed Azure revenue of $33.17 billion, up more than 48% year over year, and changed its financial reporting to two major segments, Agents and Infra and Devices and Consumer, with the former generating $76.8 billion in revenue, up 25%
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US Department of Justice Opens Inquiry into Nvidia's $12.9 Billion Acquisition of Hugging Face
The US Department of Justice has opened an inquiry into Nvidia's $12.93 billion acquisition of Hugging Face, assessing the deal's impact on AI competition, with the core focus being whether the transaction would give Nvidia control of a fundamental distribution point for AI models and software. Nvidia announced the acquisition on September 3, 2026, with consideration including approximately $11.9 billion in cash and up to $1 billion in employee retention equity incentives, and the deal is expected to close in the first half of 2027. Hugging Face hosts more than 3 million AI models and 500,000 datasets, serving over 18 million developers and 200,000 enterprises.
The US Department of Justice has opened an inquiry into Nvidia's $12.93 billion acquisition of Hugging Face, assessing the deal's impact on AI competition, with the core focus being whether the transaction would give Nvidia control of a fundamental distribution point for AI models and software. Nvidia announced the acquisition on September 3, 2026, with consideration including approximately $11.9 billion in cash and up to $1 billion in employee retention equity incentives, and the deal is expect
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Microsoft discloses Azure quarterly revenue of $33.2 billion for the first time, up 48% year over year
In its July–September quarterly earnings report, Microsoft disclosed Azure revenue in dollars for the first time at $33.2 billion, up 48% year over year, about $850 million higher than analysts' expectation of $32.3 billion. Alphabet, which reported earnings the same day, said Google Cloud revenue for the same quarter was $30.7 billion, slightly smaller than Azure in scale, but its year-over-year growth rate was about twice that of Azure. Azure accounted for about 36% of Microsoft's total revenue of $92.3 billion for the quarter, and was grouped into the newly created Agents and Infra business segment, which had revenue of $76.8 billion, up 25% year over year.
In its July–September quarterly earnings report, Microsoft disclosed Azure revenue in dollars for the first time at $33.2 billion, up 48% year over year, about $850 million higher than analysts' expectation of $32.3 billion. Alphabet, which reported earnings the same day, said Google Cloud revenue for the same quarter was $30.7 billion, slightly smaller than Azure in scale, but its year-over-year growth rate was about twice that of Azure. Azure accounted for about 36% of Microsoft's total revenu
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Microsoft reports record revenue for the 10th consecutive quarter, with quarterly revenue reaching $92.3 billion
Microsoft announced quarterly revenue of $92.3 billion, up 19% year-over-year, marking the 10th consecutive quarter of record revenue, with net income of $36.6 billion, up 32% year-over-year. Microsoft Cloud revenue was $63.9 billion, up 30% year-over-year, of which Azure contributed $33.2 billion, and revenue from OpenAI was $10 billion. Microsoft's capital expenditure this quarter reached $45.2 billion, also a new single-quarter high.
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Oracle Cloud announces the introduction of Google TPU, with services to begin in 2027
At the Oracle AI World 2026 keynote, Oracle announced that it will bring Google's self-developed AI chip, Google TPU, into Oracle Cloud Infrastructure, and plans to begin offering Google TPU services in 2027. Oracle said it will provide supporting infrastructure such as power, cooling, and intra-data-center networking for large-scale deployments. The article also mentioned that Google Cloud last week open-sourced TorchTPU, which enables native PyTorch support for TPU.
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Meta Unveils Open Innovation Achievements for AI Networking at 2026 OCP Global Summit
At the 2026 OCP Global Summit, Meta announced networking innovations supporting its latest AI models and the gigawatt-scale Prometheus cluster, including its first liquid-cooled network rack IcePack and the 102.4T switch IceCube (128×800G, available with Broadcom Tomahawk 6C or NVIDIA Spectrum-6). For scale-out, the Flattened Planar Fabric connects each GPU to eight network planes, simplifying the Clos architecture from 3 tiers to 2; for scale-across, it introduced the petabit-class super backbone BAG connecting buildings, campuses, and regions. Meta also introduced Tahan, an Ethernet scale-up switch for MTIA 300 based on Broadcom Tomahawk5, and open-sourced the MetaRoCE software implementation, with the first user-space version libsoftmetaroce now available on GitHub.
At the 2026 OCP Global Summit, Meta announced networking innovations supporting its latest AI models and the gigawatt-scale Prometheus cluster, including its first liquid-cooled network rack IcePack and the 102.4T switch IceCube (128×800G, available with Broadcom Tomahawk 6C or NVIDIA Spectrum-6). For scale-out, the Flattened Planar Fabric connects each GPU to eight network planes, simplifying the Clos architecture from 3 tiers to 2; for scale-across, it introduced the petabit-class super backbo
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Musk says SpaceX has secured $40 billion in debt financing to buy GPUs, and predicts consolidation among neoclouds
Musk said on X that SpaceX has secured $40 billion in debt financing to purchase GPUs from suppliers such as Nvidia, and that these GPUs will be delivered in the first and second quarters of 2027. He said SpaceX has an investment-grade credit rating and that Starlink and the launch business generate revenue independent of AI data centers, which is why it was able to obtain this funding; over the past few weeks, the debt market has been nearly closed to companies without independent revenue. Musk also predicted that there will be consolidation among more than 200 neoclouds, with only a few able to survive.
Musk said on X that SpaceX has secured $40 billion in debt financing to purchase GPUs from suppliers such as Nvidia, and that these GPUs will be delivered in the first and second quarters of 2027. He said SpaceX has an investment-grade credit rating and that Starlink and the launch business generate revenue independent of AI data centers, which is why it was able to obtain this funding; over the past few weeks, the debt market has been nearly closed to companies without independent revenue. Musk
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Agentic AI Foundation Adds Four Projects, Hosted Projects Reach 10 in First Year
The Agentic AI Foundation announced on October 22, 2026 the addition of four hosted projects: Agent Skills contributed by Anthropic, Open Responses contributed by OpenAI, OpenEnv contributed by Hugging Face, and OpenSandbox contributed by Alibaba, bringing the total number of hosted projects from 3 at its founding in December 2025 to 10. The four projects correspond to four layers: agents acquiring skills, applications invoking models across vendors, agent training and evaluation, and secure agent operation. Agent Skills is open-sourced under Apache 2.0 and CC BY 4.0, already supported by more than 70 agent platforms, with over 1 million skills published and nearly 280 million installs; Open Responses defines shared schemas and streaming events based on the OpenAI Responses API, with implementations already provided by Databricks Model Serving and Vercel AI Gateway.
The Agentic AI Foundation announced on October 22, 2026 the addition of four hosted projects: Agent Skills contributed by Anthropic, Open Responses contributed by OpenAI, OpenEnv contributed by Hugging Face, and OpenSandbox contributed by Alibaba, bringing the total number of hosted projects from 3 at its founding in December 2025 to 10. The four projects correspond to four layers: agents acquiring skills, applications invoking models across vendors, agent training and evaluation, and secure age
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Legora CEO on $550M funding: advancing legal AI at an $8.8B valuation
Legal AI company Legora has completed a $550 million Series E funding round led by Atreides Management, reaching a valuation of $8.8 billion. CEO Max Junestrand said the company does not build its own general legal model, but instead routes tasks to the most suitable frontier models, performing post-training only in narrow scenarios. It currently has more than 2,400 customers and over $200 million in annual recurring revenue. The funds will be used to advance Legora aOS, an agent operating system for legal work, enabling agents to take on complete tasks such as due diligence and e-discovery.
Legal AI company Legora has completed a $550 million Series E funding round led by Atreides Management, reaching a valuation of $8.8 billion. CEO Max Junestrand said the company does not build its own general legal model, but instead routes tasks to the most suitable frontier models, performing post-training only in narrow scenarios. It currently has more than 2,400 customers and over $200 million in annual recurring revenue. The funds will be used to advance Legora aOS, an agent operating syste
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