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Atlassian is expanding its India development centre into a strategic R&D hub, with more than 2,700 employees and continued hiring planned across engineering and sales. AI agents are making software creation faster while shifting engineers' work toward directing agents, evaluating results, and applying human judgment to architecture, design, and product decisions.
Microsoft spent Monday battling a widespread Microsoft 365 outage that started with Exchange Online and expanded to Teams, OneDrive, SharePoint, Purview, and Defender XDR. Microsoft traced the disruption to a core authentication configuration problem and was rolling out mitigation across affected infrastructure, with users seeing gradual recovery by late Monday.
OpenAI says it will stop providing its coding models to Cursor on November 12, giving customers roughly 10 weeks to switch models or platforms. Beyond Cursor, the bigger enterprise lesson is vendor dependency: model availability inside AI tools can change because of acquisitions, contracts, competition, or regulation, making multi-model support increasingly important.
McKesson confirmed hackers breached several cloud-hosted accounts and stole data tied to its oncology, multispecialty, and medical-surgical businesses. ShinyHunters claims it used phishing and social engineering to gain access, stealing millions of rows from Snowflake and Salesforce containing personal and highly sensitive health information. The group reportedly demanded a $55 million ransom.
Broadcom's strategy will gradually end VMware's dominance of server virtualization as customers move workloads to alternatives, while VMware focuses on a smaller base of lucrative users adopting VMware Cloud Foundation. Three deadlines (November 22, 2026, March 31, 2027, and October 11, 2027) are expected to accelerate exits, although rivals generally acknowledge that VMware remains technically difficult to match.
Even conventional IT initiatives continue to miss their goals: PMI says 31% of complex projects fail to deliver the full benefits originally intended. The article points to familiar culprits, unclear success metrics, weak business ownership, poor prioritization and under-resourcing, while arguing that AI can actually amplify these problems by accelerating output faster than organizations can review or absorb it.
Tailscale announced a broader connectivity platform at its Tailscale Up conference, extending its identity-based networking beyond VPN access into DNS filtering, privileged access management, AI agent controls, browser-based access, open-source networking, and developer APIs. Aperture, its AI gateway, reached general availability with guardrails, logging, model access, and integrations for provisioning and connecting to tailnet nodes.
Google has made its advanced OneDrive migration tooling generally available directly in the Workspace Admin console at no additional cost. Admins can migrate multiple batches concurrently while preserving permissions, and a planning utility estimates source-data size and migration timelines before the move begins.
Salesforce's Next Generation DevOps Center is now available natively in production instances, replacing the need for its managed package and adding AI-powered actions. This guide explains how to enable the app and move changes through its five-step workflow: creating a Work Item, committing changes, reviewing them, marking them ready, and promoting them through pipeline stages.
OpenTelemetry achieved CNCF graduated status in May, reflecting its production adoption, governance, security, API stability, documentation, and community health. Graduation confirms OpenTelemetry is production-ready and urges organizations that have not adopted it to do so, while highlighting continued work on AI workflows, browser and mobile observability, telemetry governance, packaging, and zero-code instrumentation.
Meraki admins can now start Client VPN and switching support cases directly from the Dashboard's AI Assistant. The assistant analyzes the environment, suggests troubleshooting steps, and can generate a case summary for approval before sending it to Meraki support.
A practical deep dive that traces an IPv4/TCP packet over Ethernet through the Linux 7.1 network subsystem, from a network card to a server blocked in recv() and back out again.
Agent Package Manager (APM) is a dependency manager for AI agents that centralizes skills, prompts, instructions, plugins, and MCP servers in an apm.yml manifest.
Apple has moved the 2018 Retina MacBook Air and two 2017–2018 13-inch MacBook Pro models to its obsolete list.
Anthropic says it will permanently raise Claude Code's standard weekly limits by 25% for Pro, Max, Team, and seat-based Enterprise plans starting September 14. However, because users currently have a temporary 50% boost, the change will reduce their available usage by about 17% compared with today. Anthropic says the temporary increase remains through September 13.
Unexpected enterprise demand for local AI compute is reportedly driving Mac mini and Mac Studio sales hard enough that Apple accelerated its latest hardware launch. Companies are clustering Mac Studios to run large models, while constrained supply has pushed some buyers toward alternatives such as Nvidia's DGX Spark.
Major cloud-software availability incidents arise from persistent, fundamentally unavoidable risks rather than isolated mistakes. The main risk areas are resource saturation, networking failures in distributed systems, security mechanisms that block legitimate users, and uncommon operational changes that require less-practiced tools or human interventions.
Owner.com says its own customer research initially showed restaurant owners were wary of AI, but that conclusion was outdated within three months. CEO Adam Guild walks through how the company spent three years rebuilding around AI, including changing its product, workflows, and internal operating model, a useful look at what an actual AI transformation requires beyond simply adding AI features.
SkillRepo has launched Skillsets, a governance feature that lets teams assign graded skill collections to groups of repositories and control which agent instructions they run. It adds approval queues for external updates, repository compliance and drift visibility, sync records, and rollback capabilities, while preserving the open skill format and existing session-start delivery process.
Intel laid out three architectures spanning data center to endpoint AI: the 256-core Diamond Rapids Xeon, Crescent Island inference GPU, and already-shipping Wildcat Lake client SoC. The latter's 17-TOPS NPU notably falls short of Microsoft's 40+ TOPS Copilot+ requirement, while Diamond Rapids isn't expected until 2027.
Cisco is adding Supermicro's liquid- and air-cooled rack-scale systems to its Secure AI Factory with NVIDIA, wrapping them with Cisco networking, validation, support and lifecycle services. Systems are expected through Cisco's enterprise and channel ecosystem beginning in October, with architectures designed to scale from roughly 1,000 to more than 100,000 GPUs.
Kafka could support elastic partitioning, dynamically splitting and merging key ranges to scale ingestion and processing while balancing load. The design could preserve per-key ordering and Kafka's batch-oriented efficiency, but it would complicate consumer state locality, repartitioning, replay tracking, and recovery. Eliminating partitions entirely would sacrifice important batching and storage benefits.
Glean argued that enterprise AI reliability depends primarily on supplying agents with relevant company context, rather than adding more oversight after failures occur. The company introduced Glean Tau, a desktop-first product that combined local files and workflows with its cloud context graph, and reported that Glean Assistant outperformed Claude Cowork on cost and preferred outputs in an internal benchmark.
The experiment evaluates Drasi's standing Cypher queries against a live AKS Kubernetes resource graph to detect persistent, cross-resource drift.
A $19.4 billion New Jersey AI data center is facing complaints over gas turbines, construction, and noise, highlighting how power and permitting are becoming real constraints on scaling AI infrastructure.
Nvidia has reportedly agreed to acquire Hugging Face for $12.9 billion, though conflicting reports say a deal may not yet be signed. The acquisition would give Nvidia control of one of the largest open-source AI ecosystems and another route into cloud compute.
AWS plans to add another 2 million Nvidia GPUs, including Blackwell Ultra and Rubin systems, after demand exceeded its earlier million-GPU commitment. Nvidia's models and broader software stack will also expand across Bedrock and SageMaker.
Large companies with proprietary software should reconsider polyrepo defaults because repository boundaries create recurring coordination costs across ownership, backlogs, releases, and controls. A monorepo can make related software cheaper to change, improve reuse and enable broader AI productivity, but the business case should be based on measured coordination work and must account for migration, tooling, ownership, and access-control costs.
Nvidia expects demand to continue outstripping supply as AI infrastructure spending expands across hyperscalers, enterprises, governments, and AI labs. Persistent constraints could increasingly shape enterprise pricing, procurement timelines, and architecture decisions.
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Dun & Bradstreet is partnering with Perplexity to integrate its D&B Commercial Graph and risk analytics into Perplexity and the Perplexity Computer agent platform through Model Context Protocol servers. The integration gives business users access to verified company identities, ownership relationships, risk intelligence, and auditable data for workflows including KYC/KYB, procurement, finance, compliance, and sales.
Anthropic will reportedly lease 460MW of AI capacity from Nscale's West Virginia campus in a six-year, $45 billion agreement. The deployment will use Nvidia Vera Rubin systems and is expected to come online in late 2027.
This guide explains how teams can migrate Claude Code access from the Console API to Claude Enterprise. Users generally do not need to move locally stored CLI session history. Administrators instead provision Enterprise accounts, configure identity and access controls, and have developers switch their login method, gaining centralized policies, analytics, audit logs, and hierarchical spend limits.
Nutanix built a $20 million internal AI cluster partly to reduce its reliance on services such as Copilot and Claude. The company expects the infrastructure to pay for itself within roughly a year.
Palo Alto Networks CEO reportedly explored acquisitions of Okta and Datadog before pursuing a $25 billion CyberArk deal.
Z.ai released GLM-5.3-Flash, previously known anonymously as Ox Alpha, as an open model.
Nvidia reported $96.2 billion in quarterly revenue, more than doubling year over year, with data center revenue reaching $89 billion. The company expects $108 billion next quarter as demand for AI infrastructure continues to outpace supply.
Salesforce and Anthropic launched Claudeforce, bringing live CRM data and Salesforce workflows directly into Claude. The initial release includes 37 sales skills for tasks like pipeline analysis, account research, and deal reviews.
CISA added the maximum-severity Oracle vulnerability CVE-2026-21962 to its Known Exploited Vulnerabilities catalog after confirming active exploitation and ordered federal agencies to patch by August 27. The flaw affects Oracle HTTP Server and the Oracle WebLogic Server Proxy Plug-in, can be exploited remotely without authentication, and may allow attackers to access, modify, or delete critical data.
AI is changing the rules of competition, not merely automating existing work, so companies must rethink strategy around shifting scarcity and industry boundaries. The strongest advantages may come from redefining the unit of value, translating across incompatible systems, and owning feedback loops that connect activities and enable learning across organizational boundaries.
MCP's 2026-07-28 breaking revision makes the protocol easier to operate as a first-class HTTP workload, rather than creating an “MCP v2.” Removing handshakes and protocol sessions simplifies load-balanced deployment, while state shifts into requests and server-side data models. The revision also standardizes an authorization profile, tool-risk annotations, and embedded interfaces, making MCP an HTTP ecosystem profile with practical value for enterprise teams.
Communities and lawmakers are increasingly pushing for moratoriums on new AI data centers over electricity costs, water use, and local infrastructure strain. The backlash is becoming another constraint on how quickly AI compute capacity can expand.
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Vercel's Run SDK is a package for executing untrusted JavaScript and type-stripped TypeScript in a sandbox without direct access to an application's secrets, Node.js, or network. Applications expose narrow host functions and can pause runs for authentication or human approval, then resume them using recorded results. The SDK powers code mode in the AI SDK and targets agent workflows inside applications.
Google Cloud has introduced pay-as-you-go Gemini Enterprise pricing, centralized AI spending caps, and savings plans offering up to 20% off token costs. The controls are designed to make rapidly growing agent workloads easier for enterprises to govern.
Amazon has signed an agreement to acquire DuckLabs, the company founded by DuckDB's creators. The team will join AWS. DuckDB will remain open source under its independent foundation and MIT license.
RPM's defining innovation was not package installation but the “pristine sources” build philosophy: unmodified upstream code, explicit patches, and reproducible spec-file instructions. RPM's local package database differs from dependency resolution. Yum eventually hit scalability and API limits, and DNF replaced Yum's solver with libsolv while preserving the RPM format and most familiar commands.
Soaring DRAM and NAND prices could push memory to roughly 68% of cloud infrastructure spending. Higher hardware costs could increasingly flow through to enterprise cloud bills.