08:28
Anthropic upgrades Claude Code Projects to run parallel AI workers
Article URL: https://claude.com/resources/articles/projects-redesigned Comments URL: https://news.ycombinator.com/item?id=50492141 Points: 65 # Comments: 50
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2026-11-14
Follow the timeline06:24
Daemons can now send traces to Vercel Tracing
Vercel daemons can now send OpenTelemetry traces to Vercel Tracing via a Unix socket, with automatic export enabled in @vercel/otel version 2.3.0 or later. Developers can initialize tracing using registerOTel and search daemon spans through the Vercel CLI with service name filtering.
04:40
Upcoming deprecation of selected GitHub Copilot models in December
We will deprecate the following models across all GitHub Copilot experiences (including Copilot Chat, inline edits, ask and agent modes, and code completions) on December 14, 2026: Model Deprecation date… The post Upcoming deprecation of selected GitHub Copilot models in December appeared first on The GitHub Blog.
03:08
Microsoft 365 Crawls Back to Life After a 24-Hour Outage
The company says a bad update—not a cyberattack or AI—caused its servers around the world to crash.
02:42
Token Pass now includes $150 in tokens for $30/month
Vercel Token Pass now offers $150 in monthly tokens (up from $80) for $30 per team per month, applicable to featured open-weight models via AI Gateway such as Kimi K3, Kimi K3.1 Pro, GLM 5.3, GLM 5.3 Flash, and DeepSeek V4.1 Flash. Credits reset each billing cycle with no rollover; once exhausted, requests using standard keys fall back to the team's AI Gateway balance, while Token Pass-scoped keys cease without overage charges. Available as an Early Access add-on for Pro teams with limited availability and a waitlist. Connect via the Vercel CLI command 'vercel token-pass' or use a Token Pass API key if supported. Subscribe through the AI Gateway dashboard.
02:27
GitHub Enterprise Server support in the GitHub Copilot app
You can now bring your work on GitHub Enterprise Server (GHES) into the GitHub Copilot app. Add your GHES account to work with remote repositories, issues, and pull requests. This… The post GitHub Enterprise Server support in the GitHub Copilot app appeared first on The GitHub Blog.
2026-11-13
Follow the timeline13:00
New AI “copilot” helps engineers design better structures
The system asks humans for feedback to increase trust in machine-generated designs for buildings and bridges.
08:00
Build cache size limit on Vercel increased to 5 GB
The build cache size limit on Vercel's build machines has been raised to 5 GB, enabling projects to retain more installed dependencies and framework files across deployments, thereby reducing install and build times. This change applies automatically to all build machine types without additional cost or configuration.
08:00
Parallel Decisions now available on AI Gateway for free
Parallel Decisions Fast is now available on AI Gateway at no cost until November 23, 2026. It searches the live web to answer questions about companies, products, policies, and other dynamic information, providing probabilities and cited evidence. The model supports boolean, choice, and score question types, with related questions sharing context and evidence in a single request. It can be used to enrich CRM records, verify claims, check eligibility, or route leads. The model name is 'parallel/parallel-decisions-fast', requiring no separate Parallel account. Citations include source URLs, optional titles, and excerpts, applicable to the entire request. Applications can act on high-probability answers and route uncertain ones for review. Requests are tracked in AI Gateway logs and spend budgets.
08:00
Vercel Sandbox starts up to 4x faster
Vercel Sandbox startup times have improved significantly outside the Washington, D.C. (iad1) region by leveraging regional caching for reused image data, reducing initialization time by up to 75% in Paris and from 3.5s to 1.05s in Seoul, with smaller gains in regions closer to the origin due to shorter distances.
08:00
Vercel Security Review no longer requires a linked Vercel project
Vercel Security Review can now scan code changes in GitHub repositories not yet linked to a Vercel project, automatically reviewing commits upon push and offering enhanced analysis when used with linked projects.
04:56
Kimi K3.1 Pro is now available in Token Pass
Token Pass, Vercel's Early Access subscription for Pro teams, now includes Kimi K3.1 Pro, Moonshot AI's most advanced model for coding and agentic workflows featuring vision, tool use, and a 1M context window. For $30 per team per month, users receive $80 in monthly credit for coding agents via AI Gateway, with zero data retention on requests. The subscription also offers access to other models like GLM 5.3, GLM 5.3 Flash, and DeepSeek V4.1 Flash, with additional models forthcoming.
2026-11-12
Follow the timeline21:00
Workflow SDK 5: built for production
Vercel's Workflow SDK 5 introduces end-to-end encryption for workflow payloads, regional data residency for improved latency and reliability, and significant performance enhancements including fewer queue hops, incremental replay, and WebSocket streaming. The update supports secure, durable workflows across multiple regions, enables zero-configuration encryption on Vercel, and delivers up to 25× faster execution in benchmarks. It also adds features like searchable run attributes, in-flight cancellation, and expanded framework integrations, with a Python SDK now in beta.
13:00
WTF are evals? How to test agents and the software they use
Agents interact with software through a funnel similar to humans: Discovery, Selection, Access, and Success. To measure whether agents complete user tasks correctly, end-to-end (E2E) evaluations are essential. These evaluations assess the full sequence of steps an agent takes, ensuring outcomes meet user requirements. Using frameworks like Harbor, developers can design tasks with defined environments, verifiers, and known-good solutions, then run trials across variants to measure success rate, pass@k, pass^k, efficiency, time, and cost. Analyzing traces reveals root causes of failures, enabling targeted improvements. Iterative evaluation helps catch regressions, test changes, and guide product development, turning evaluations into ongoing infrastructure for building better agent-driven products.
09:56
Vercel Sandbox now supports managed npm credentials
Vercel Sandbox now enables installation of private npm packages using team-shared environment variables, supporting custom registries like GitHub Packages and JFrog Artifactory. By passing { npm: true } in sandbox creation, credentials are securely managed without exposing tokens, as authentication is handled via a firewall. Users must update the Sandbox SDK or CLI to the latest version to use this feature.
08:00
Gemini 4 Hydrogen now available on AI Gateway
Gemini 4 Hydrogen, succeeding Gemini 3.8 Flash, is now available on Vercel's AI Gateway, offering improved performance in agentic coding, knowledge work, and tool use with enhanced reliability in following instructions, formatting, and task boundaries. It supports longer engineering tasks, better-researched documents, and stronger grounding to reduce unsupported claims. The model can be used via the 'google/gemini-4-hydrogen' identifier in supported tools after setting up the Vercel CLI. AI Gateway provides a unified API for model access, usage tracking, cost management, and advanced configurations like routing rules and budgets, with no markup or platform fees.
08:00
Inkling 2 Small now available on AI Gateway
Inkling 2 Small, a multimodal reasoning model supporting coding agents, visual understanding, and professional knowledge work, is now available on AI Gateway. It accepts text and image inputs and produces text output, enabling extended coding tasks, tool use for information gathering, document generation, and visual analysis including reading text in images, interpreting charts, and inspecting interfaces. The model can be used via the Vercel CLI with the identifier 'thinkingmachines/inkling-2-small' and integrated into tools like Claude Code, Codex, and Cursor. AI Gateway offers a unified API with features such as usage tracking, cost monitoring, retry configurations, failover, performance optimization, custom reporting, Zero Data Retention, budget controls, and routing rules. Pricing reflects provider rates with no markup or platform fees, including for Bring Your Own Key requests.
2026-11-11
Follow the timeline20:56
Adobe’s AI experiments let you walk around in photos and interview your characters
Some of the most impressive tech that Adobe showcases at its annual Max conference each year is the experimental features it's developing, and the latest of those tools are being announced today: they can transform images into explorable 3D scenes, design AI characters by talking to them, and turn photo editing into a copy/paste process. […]
08:00
Gemini Decision 1 now available on AI Gateway
Google's Gemini Decision 1, a multimodal decision model supporting text, images, audio, video, and PDFs, is now accessible via AI Gateway. It provides Boolean probabilities, choices, and scores for tasks like request routing, policy checks, tool filtering, and result ranking without generating output tokens. Supported through the AI SDK, TypeSafe-compatible API, and Decisions API, with PDF, audio, and video inputs available in AI SDK 7. Decision calls are logged and counted toward budgets alongside other model requests.
01:04
C++ language server now auto-configures MSBuild builds
The Microsoft C++ Language Server for GitHub Copilot CLI now bundles its MSBuild compile commands extractor and invokes it automatically. An agent no longer needs to discover and run a… The post C++ language server now auto-configures MSBuild builds appeared first on The GitHub Blog.
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