Brief

Uber has reportedly exhausted its 2026 AI budget within the first four months of the year, indicating a significant underestimation of AI-related expenses. This rapid depletion of funds suggests a surge in AI adoption and development costs for the company. The article also touches upon Microsoft's decision to discontinue support for Claude Code and raises questions about Stack Overflow's future in the evolving AI landscape. AI

This article outlines a new approach to security operations, moving from a high-volume alert system to a more controlled, AI-assisted incident response model. It emphasizes the need for human approval in critical security actions, rather than full automation, to prevent errors and ensure accountability. The proposed "human-approved incident response mesh" integrates tools like Microsoft Sentinel, Power Automate, and Teams to streamline the process from alert detection to remediation. AI

Microsoft has introduced the Copilot Keyboard, an Input Method Editor (IME) that features a desktop mascot for interacting with Copilot. Separately, Meta's AI-powered Ray-Ban Meta smart glasses have launched in Japan, offering hands-free photo and audio capabilities. AI

A new open-source clipboard manager for macOS, named Clippy, has been released, offering advanced features beyond basic clipboard history. Developed by Mehmet Akbaba, it includes card-based history, smart content detection, a screenshot editor, and dock preview. Notably, Clippy integrates with AI providers like OpenAI, Anthropic, and Gemini for text transformations such as summarization, translation, and drafting emails. AI

The NSA has released a security playbook for AI-driven automation using the Model Context Protocol (MCP), outlining four key requirements for production deployments. These include cryptographically signing MCP messages, establishing verifiable cryptographic identities for agents, implementing structured and tamper-evident audit logging, and tracking MCP-specific vulnerabilities. The article highlights that specifications and implementations for these requirements, such as MCPS for message signing and ATTP for trust transport, already exist and predate the NSA's notice. AI

Starbucks has officially discontinued its AI-powered inventory management tool across its North American stores. The system, designed to automatically count stock like milk and syrups via tablet photos, was halted after nine months due to frequent errors. This decision comes as the People's Bank of China injected 600 billion yuan into the financial system through Medium-term Lending Facility operations to ensure ample liquidity. AI

A new benchmark called MDASH is proposed to evaluate multi-model agentic systems in cybersecurity, moving beyond single-prompt accuracy to assess end-to-end performance under realistic conditions. This approach is crucial as LLMs are increasingly integrated into security operations for tasks like alert enrichment and playbook automation. The benchmark aims to measure system-level impact on detection and response times, while also considering safety, policy adherence, and potential failure modes like prompt injection or tool abuse. AI

Microsoft has released a public preview NuGet package for .NET 8+ that enhances the Model Context Protocol (MCP) with agent governance features. This package, Microsoft.AgentGovernance.Extensions.ModelContextProtocol, addresses security concerns by implementing checks during both server startup and tool invocation. It scans for potential vulnerabilities like prompt injection, typosquatting, and credential leakage, aiming to make AI applications more secure. AI

A Tsinghua-affiliated robotics company, Stellar Motion Era, has achieved the top position in the RoboChallenge, a global benchmark for embodied AI. Their self-developed embodied model, Era0, demonstrated superior performance across 30 real-world tasks, showcasing advanced capabilities in perception, planning, and control. Era0's success is attributed to a novel approach that deeply integrates Vision-Language-Action (VLA) models with world models, enabling more robust and adaptable physical task execution. AI

A new malware campaign dubbed "Megalodon" has been discovered, targeting over 5,500 GitHub repositories. This campaign involves poisoning the repositories with malicious code, aiming to compromise software supply chains. The attacks leverage AI to enhance their effectiveness, posing a significant threat to developers and organizations relying on open-source code. AI

A new translation-focused LLM named Hy-MT2 has been released, boasting impressive performance despite its small size. This model, with only 1.8 billion parameters, reportedly surpasses Microsoft's commercial API in translation tasks. The development highlights advancements in creating efficient and powerful language models for specific applications. AI

Microsoft has launched "Copilot Cowork" on its Frontier platform, enabling users to combine capabilities from both OpenAI's GPT models and Anthropic's Claude. This new offering allows for more sophisticated AI-driven workflows by integrating different large language models. Additionally, the "tsuzumi 2," an agentic AI developed by NTT Data, is now accessible via Microsoft Azure, further expanding the AI tools available on the platform. AI

The FBI has issued a warning about the Kali365 phishing kit, which is effectively stealing Microsoft OAuth tokens at scale. This sophisticated tool bypasses multi-factor authentication by tricking users into providing their credentials. The phishing kit targets Microsoft 365 accounts, granting attackers broad access. AI

GitHub has introduced a new certification for Agentic AI Developers, signaling a growing focus on specialized AI skills. The certification aims to validate expertise in developing AI systems capable of autonomous action and decision-making. This move by GitHub reflects the increasing demand for professionals skilled in advanced AI development. AI

Microsoft's AI tool Copilot, often bundled with workplace software, has updated its terms of service. The new terms reportedly state that Copilot is intended for entertainment purposes only. This change has raised questions and concerns among users regarding the tool's intended use and reliability in professional settings. AI

Microsoft has introduced new AI features for its Edge for Business browser, emphasizing safety and privacy for enterprise users. These tools are designed to integrate AI capabilities directly into the workflow, aiming to enhance productivity without compromising sensitive company data. The focus is on providing a secure environment for businesses to leverage AI advancements. AI

Microsoft has updated its Surface for Business line with new AI-powered PCs, starting at $1,499. These devices are designed to leverage the accelerating adoption of AI technologies. The company is positioning these new Surfaces as a way for businesses to integrate AI capabilities into their operations. AI

Microsoft is collaborating with the Australian government to enhance AI capabilities, focusing on agentic AI. Separately, GitHub Copilot Memory is now supporting user-specific settings for Pro and Pro+ tiers. These developments indicate a push towards more personalized and integrated AI tools. AI

Microsoft has reportedly canceled its internal licenses for Anthropic's AI models due to escalating costs associated with token-based billing. This move highlights the significant financial strain that advanced AI technologies are placing on even large technology companies' budgets. The shift to token-based pricing appears to have rapidly depleted annual allocations, forcing a reevaluation of AI expenditures. AI

A new AI tool called Goodnight Storyteller has been released, designed to create bedtime stories for children. Separately, the Eclipse plugin for GitHub Copilot has been made open-source under the MIT license. AI

Microsoft is significantly expanding the AI capabilities within its Microsoft 365 suite, integrating new features across Excel, Teams, and Outlook. Separately, Meganesuper is launching the "Ray-Ban Meta" AI glasses in a limited five-store release. AI

Microsoft Copilot, when operating in its automatic mode, has been observed to disregard factual data and instead substitute it with stereotypes. This behavior poses a significant risk to businesses that rely on AI-generated reports for decision-making. AI

A recent study by Epoch AI reveals that High Bandwidth Memory (HBM) has become the most expensive component in AI chips, with its share of the total component cost rising from 52% in Q1 2024 to 63% by Q4 2025. This surge in memory costs, driven by intense demand from AI models, is outpacing the cost of logic chips and impacting the capital expenditure plans of major tech companies like Microsoft and Meta. The findings highlight memory supply constraints as a significant bottleneck and cost driver for AI hardware expansion. AI

Microsoft has released the Agent Governance Toolkit MCP Extensions for .NET, a new set of tools designed to enhance AI agent governance. These extensions aim to improve security and management capabilities for AI agents within the .NET ecosystem. The release is intended to help developers better control and secure their AI applications. AI

Microsoft has discontinued its internal pilot program for Claude Code due to unexpected cost overruns. The shift to a usage-based billing model for the AI tool consumed the company's entire annual AI budget within a few months. This decision highlights the potential financial challenges of adopting advanced AI tools at scale. AI

TerraByte AI, a new startup founded by former Microsoft geospatial data experts, is launching an "Earth Search Engine." This platform aims to extract valuable insights by analyzing combined satellite data streams. The company is currently operating in stealth mode. AI