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Some Copilot reviews of pull requests stopped before completion on September 15, 2026, GitHub reports. A slowdown in an internal cache prevented review jobs from acquiring coordination locks before their timeout, interrupting the work. GitHub rolled back the cache change and restored operation by 20:00 UTC, ending an incident that began at 15:30 UTC.

With the release of Kubernetes v1.37, the Pod-Level Resource Managers feature has graduated to Beta status (disabled by default)! First introduced as an Alpha feature in Kubernetes v1.36, this enhancement builds on Pod-Level Resources by equipping Kubelet's Topology Manager, CPU Manager, and Memory Manager to use Pod-level resource declarations (.spec.resources) directly when making hardware placement decisions. Bringing pod-level resources to node managers Before this feature, obtaining exclusive NUMA-aligned CPU cores or memory for latency-critical applications forced cluster operators into an all-or-nothing choice: assign integer resource requests to every container in the Pod, or forfeit exclusive NUMA alignment entirely.

Google introduced Gemini 3.8 Live for responsive voice interaction and an Extended Thinking variant for more complex tasks. The models combine conversation with visual context and background tool calls; Google says Extended Thinking can reason while continuing to speak. Developer access is rolling out through the Gemini API and AI Studio, while Gemini Enterprise access remains a private preview with additional product availability planned.

Google describes a push beyond text translation toward AI that handles speech, cultural context and underrepresented languages. Its work includes community-built speech datasets and TranslateGemma, lightweight models trained across 55 languages that can run on devices without an internet connection. Supporting the world’s 1,000 most-spoken languages remains a goal, with local partnerships central to improving coverage.

Google highlights AI research in genomics, weather forecasting, disease detection and education. James Manyika points to openly available AlphaGenome Atlas predictions and WeatherNext 3 as recent examples, alongside research partnerships and workforce training. He argues that wider benefits depend on collaboration, access and responsible use, while acknowledging that economic gains are not automatic and that scientific applications carry misuse risks.

Google’s AI for Societal Impact collection organizes examples of research and community partnerships in disease detection, natural-disaster forecasting, learning and economic opportunity. The company presents these efforts as ways to turn scientific advances into practical uses. The collection’s introduction emphasizes working with local experts so that more communities can benefit from AI.

Google has opened an interactive version of its AI & Economy ATLAS for exploring AI use across countries and occupations. Research with Google DeepMind and MIT FutureTech surveyed more than 600 scientists in the United States and United Kingdom. Respondents reported saving almost seven hours weekly, but the study also identified validation work and experimentation bottlenecks that could delay gains in scientific discoveries.

You can now stream Workflow instance events via WorkflowInstance.subscribe() and the GET /subscribe API endpoint. Workers and HTTP clients can react to workflow and step events, including attempts, sleeps, waits, and rollbacks, without polling for instance status. A subscription first streams the entire event history of the Workflow instance. After streaming past events, the subscription waits for new events as the instance runs. You can use filter to receive only specific event types or cursor to start a subscription at a specific event. Use .subscribe() to update Workflow status in user-facing dashboards, send notifications when steps complete, or trigger follow-up work for specific events.

Sep 15, 11:17 UTC Resolved - On September 15, 2026, between 05:45 and 09:50 UTC, the Claude Fable 5.1 model in GitHub Copilot experienced intermittently degraded availability, with an average error rate of 2.8%.

A September 15 Vercel case study describes Delphi moving its Python backend onto the platform alongside its frontend. Delphi says its team now deploys to production more than 100 times daily using feature flags. Workflows handles long-running processing and Queues handles background jobs, including knowledge ingestion. These are customer and vendor accounts of the migration, rather than independently measured results.

Vercel added Google's Gemini 3.8 Live and Live Extended Thinking to AI Gateway for spoken conversations. Its announcement describes visual grounding, automatic switching among 97 languages and tool calls that can run while speech continues. Extended Thinking adds parallel multistep reasoning. Developers connect through the AI SDK realtime API using a short-lived token and a WebSocket connection.

You can now grant access to specific Workers and choose from four roles to control the level of access you give teammates, agents, and CI/CD workflows. Choose from four roles to control the level of access: Metadata Read-Only: View settings, metrics, logs, and traces without access to Worker code or the ability to make changes. Content Read-Only: Read Worker code, settings, and observability data without the ability to modify or deploy changes. Editor: Update and deploy a Worker without the ability to delete it. Admin: Everything in Editor, plus the ability to delete the Worker. Worker-level access controls are available today for all customers. You can configure them in the Cloudflare dashboard, through the API, or with Terraform. Roles designed for how teams build Give Metadata Read-Only to a debugging agent so it can inspect settings and observability data without seeing Worker code.

Vercel's AI SDK harness can now use native coding-agent subscriptions when the underlying agent supports them. Explicit provider credentials take priority in direct mode; automatic mode can use a subscription only without Gateway credentials. Gateway mode never reads subscriptions. Vercel says tokens remain managed on the host, with placeholder injection available only where the sandbox supports it.

GitHub traced slow starts for Actions larger-runner jobs on September 14, 2026, to a provisioning bug exposed during a capacity expansion. It says 5.7% of those jobs were affected between 16:10 and 19:01 UTC because new runners could not be created quickly enough. GitHub corrected capacity records to restore provisioning, fixed the underlying selection bug and added alerts. The incident is resolved.

Google's latest Dialogues on Technology and Society episode features NASA astronaut Christina Koch in conversation with James Manyika. The accompanying article says they discuss her International Space Station experience, the first all-female spacewalk and the Artemis II lunar journey. Their conversation also considers how astronauts work alongside robotics and AI, with Koch offering advice to people pursuing exploration careers.

Memory QoS has graduated to Beta in Kubernetes v1.37 and is now enabled by default. On Linux nodes running cgroup v2, the feature uses the memory controller to give the kernel better guidance on how to treat container memory. It was first introduced as Alpha in v1.22, and expanded in v1.36 with tiered memory reservation. This post covers what changed in v1.37, what the Beta promotion means for cluster operators, and how to configure the feature. What changed in v1.37Memory QoS is Beta and enabled by default The MemoryQoS feature gate is now Beta in v1.37. This means every v1.37 kubelet has the feature gate turned on without any configuration change. Turning on the feature by default is safe because the default kubelet configuration does not enable memory throttling or memory reservation.

Changed Block Tracking (CBT) support for CSI drivers shipped as Alpha in September 2025. With the March 2026 v1.0.0 release of the external-snapshot-metadata project, the feature moved to Beta. If you aren't yet familiar with changed block tracking for storage in Kubernetes, the Alpha announcement covers the motivation, the three primary components (the CSI SnapshotMetadata gRPC service, the SnapshotMetadataService CRD, and the external-snapshot-metadata sidecar), and a walkthrough of how to use the API. CBT currently applies to block volumes; file-volume and network file-share changed-list tracking is not covered by this feature. This post focuses on what is different in Beta. What's new in Beta The main change in that release was the promotion of the SnapshotMetadataService CRD from v1alpha1 to v1beta1.

Google says DevFest 2026 will run from October 1 through December 31, with more than 800 community events planned in 115 countries. Local Google Developer Groups will organize practical workshops and coding sessions covering tools including Gemini, Google Cloud and Firebase. This year's program emphasizes building AI applications, securing their deployment and scaling them, while local organizers tailor agendas to their communities.

AI Gateway can now require credentials for third-party provider requests. Credentials must accompany the request or be stored on the gateway. This setting prevents fallback to Unified Billing with Cloudflare-managed credentials. Turn on Require provider credentials in your gateway settings. To use the API, set byok_only to true in the request body of a PUT request to update the gateway: { "byok_only": true } To require provider credentials for one third-party request, set the cf-aig-no-wholesale header to true. This header cannot relax the gateway setting. Requests without applicable credentials then return an HTTP 400 response. Workers AI requests remain allowed, and the setting does not change their configured billing mode. For configuration details and request-level controls, refer to Prevent Unified Billing fallback for BYOK third-party providers.

An internal cleanup task overloaded a shared GitHub database on September 13, 2026, disrupting roughly 28 services, GitHub reports. About 96% of attempts to create issues through the website failed, while token failures also affected Actions workflows. GitHub paused the job and reduced internal load; services recovered by 10:44 UTC. Its incident review calls for broader load safeguards, bounded retries and database separation.

Supabase has published monitoring-agent setups for health, security, performance and capacity, each with a defined scope and reporting instructions. Its plugin now pairs skills with an MCP server whose query_logs tool exposes structured logs across Supabase services. Teams can adapt the supplied prompts for scheduled agent environments and their existing work-tracking integrations, choosing a role and configuring the agent in their own environment.

I'm excited to announce that native histogram support for Kubernetes metrics is graduating to Beta and is enabled by default in Kubernetes v1.37! Native histograms (previously introduced as Alpha in Kubernetes v1.36 under KEP-5808) bring high-resolution, low-cardinality observability to Kubernetes metrics. By adopting Prometheus Native Histograms, Kubernetes components now expose latency and duration metrics with far greater accuracy while significantly reducing telemetry storage and scraping overhead. Why move beyond classic histograms? Since the early days of Kubernetes observability, duration and latency metrics (such as API server request latencies or scheduling durations) have relied on classic Prometheus histograms.

EFF's review of Ring's temporary-key encryption approach acknowledges a privacy improvement while arguing that it still falls short of end-to-end encryption. The authors describe how cloud processing and features that restore access can preserve exposure beyond the initial storage window. They call for independent auditing and stronger default protection for the contents of users' recordings.

Vercel doubled the storage included with each Sandbox from 32 GB to 64 GB in its September 11 update. The capacity applies to sandboxes using managed images, custom images and the deprecated runtime configuration. Vercel positions the extra space for larger repositories, dependencies, build output, disk-heavy data work and agent tasks that need more local storage.