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AI agents are software systems that take over tasks made up of manual, multi-step processes. These often require context, judgment, and adaptation, making them difficult to automate with simple rule-based code. While traditional automation is possible, it usually means hardcoding endless edge cases. Agents offer a more flexible approach. They use context to decide what to do next, reducing manual effort on tedious steps while keeping a review process in place for important decisions. The most effective AI agents are narrow, tightly scoped, and domain-specific. Here's how to approach building one. Read more Continue reading...
You can now monitor and query Vercel Firewall challenge outcomes using two new metrics: challenge-solved – Visitor solved the challenge and was granted access (indicates a real user) challenge-failed – Visitor submitted an invalid challenge solution (the request was blocked) These metrics help evaluate rule effectiveness and reduce friction when users are unnecessarily challenged (high success rates). Now available in the Firewall dashboard and in the Observability Plus' query builder with no additional setup required. Learn more about custom rules and managed rulesets. Read more Continue reading...
The Vercel Web Application Firewall (WAF) inspects billions of requests every day to block application-layer threats, such as cross-site scripting, traversal, and application DDoS attacks. While we already inspect and block malicious bot traffic, we wanted to provide better, more precise controls to fine tune your application security. Today, we're launching the Bot Protection managed ruleset, free for all users on all plans. With a single click, you can protect your application from bot attacks. Read more Continue reading...
Vercel Web Application Firewall now includes a new Bot Protection managed ruleset, available in public beta for all users. Bot Protection helps reduce automated traffic from non-browser sources and allows you to respond based on two action choices: Log Only Action: Logs identified bot traffic in the Firewall tab without blocking requests Challenge Action: Serves a browser challenge to traffic from non-browser sources. Verified bots are automatically excluded To avoid disrupting legitimate automated traffic that's not already covered by Verified Bots, you can configure custom WAF rules using the bypass action for specific requests. To enable the ruleset: In your project dashboard, navigate to the Firewall tab and select...
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  • By Sage Abraham, Casey Gowrie, Yanick Bélanger, Joe
We recently launched our AI models v0-1.5-md and v0-1.5-lg in v0.dev and v0-1.0-md via API. Today, we're sharing a deep dive into the composite model architecture behind those models. They combine specialized knowledge from retrieval-augmented generation (RAG), reasoning from state-of-the-art large language models (LLMs), and error fixing from a custom streaming post-processing model. While this may sound complex, it enables v0 to achieve significantly higher quality when generating code. Further, as base models improve, we can quickly upgrade to the latest frontier model while keeping the rest of the architecture stable. Read more Continue reading...
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  • By Aryaman Khandelwal, Gaspar Garcia, Ido Pesok, Max
Fluid compute now supports both background and on-demand Incremental Static Regeneration (ISR) across all Vercel projects. This means ISR functions now benefit from Fluid's performance and concurrency efficiency with no config changes needed. If you’ve redeployed recently, you’re already using it. Fluid compute reuses existing resources before creating new ones, reducing costs by up to 85% for high-concurrency workloads. It delivers server-like efficiency with serverless flexibility with: Optimized concurrency Scale from zero to infinity Minimal cold starts Usage-based pricing Full Node.js and Python support No infrastructure management Background tasks with waitUntil Enable Fluid for your existing projects...
The login experience has been redesigned for faster access and now includes full support for Google Sign-in, including Google One Tap. If your existing Vercel account's email matches your Google email, you can use the Google button from the login screen and your accounts will be automatically linked. If the emails don’t match, you can manually connect your Google account from your account settings once logged in. Read more Continue reading...
Brand Targeting: How to Reach Your Target Audience Online
When it comes to online success, you need to be thinking about how to reach your target audience. It’s brand targeting 101, and you don’t want to get left behind. Imagine walking into a crowded room, yelling about your shiny new product, and hoping someone — anyone — cares. Now imagine walking into that same room, spotting the three people who actually want what you’re offering, and starting a genuine conversation. That’s the difference between broadcasting and targeting. One’s a shot in the dark. The other? It’s a strategy with a purpose (and less awkwardness). Keep reading as we’re diving headfirst (or snout first, if you like ) into how to reach your target audience online so you can connect with the right folks and get your...
A low-severity vulnerability in the Next.js dev server has been addressed. Summary This affects versions 13.0.0 through <15.2.2 when using the App Router and involves Cross-site WebSocket hijacking (CSWSH) to perform the exploit. Impact When running next dev, a malicious website can open a WebSocket connection to localhost and access component source code if the project uses the App Router. The root cause is a lack of origin verification on the WebSocket interface. This issue is similar to CVE-2018-14732, though scoped strictly to local development use. Resolution This issue was fixed in Next.js version 15.2.2, which introduces origin checks to prevent unauthorized WebSocket connections during development. Workarounds Avoid...
Observability Plus users can now use natural language to create new queries or modify existing ones by adding filters, changing time ranges, or grouping results. Queries allow customers to explore log data and visualize traffic, performance, and other key metrics. AI prompts generate queries in the standard format, and are represented in the URL so they can be shared and bookmarked. Example prompts include: Show all 500 errors in the last 24 hours Show me the top bandwidth for incoming requests Show me the top hostnames grouped by country All requests challenged by DDoS mitigations by user agent Find all requests with the keyword "timeout" grouped by path This is available to all Observability Plus users at no...
Angular 20 is now fully supported on Netlify with zero configuration required. What's new Full Angular 20 compatibility: Deploy Angular 20 projects with all the latest features including stable signals APIs, zoneless change detection in developer preview, and incremental hydration. Updated Angular template: We've refreshed our Angular starter template to showcase Angular 20's capabilities, including the new control flow syntax and simplified component naming conventions. Optimized SSR support: Angular 20's stable incremental hydration and route-level rendering modes work with Netlify's edge network for faster, more efficient server-side rendering. How to get started Add your existing Angular 20 project by connecting your Git...
Since February, Vercel blocked 148 billion malicious requests from 108 million unique IP addresses. Every deployment automatically inherits these protections, keeping your workloads secure by default and enabling your team to focus on shipping rather than incidents. Our real-time DDoS filtering, managed Web Application Firewall (WAF), and enhanced visibility ensure consistent, proactive security. Here's what's new since February. Read more Continue reading...
The Vercel Observability dashboard now includes a dedicated view for middleware, showing invocation counts and performance metrics. Observability Plus users get additional insights and tooling: Analyze invocations by request path, matched against your middleware config Break down middleware actions by type (e.g., redirect, rewrite) View rewrite targets and frequency Query middleware invocations using the query builder View the dashboard or learn more about Observability and Observability Plus. Read more Continue reading...
We’ve optimized connection pooling in our CDN to reduce latency when connecting to external backends, regardless of traffic volume. Lower latency: Improved connection reuse and TLS session resumption reduce response times by up to 60% in some regions, with a 15–30% average improvement. Reduced origin load: 97% connection reuse and more efficient TLS resumption significantly cut the number of new handshakes required. This is now live across all Vercel deployments at no additional cost. Read more Continue reading...
Rate limiting now has higher included usage and broader availability to help protect your applications from abuse and manage traffic effectively. The first 1,000,000 allowed rate limit requests per month are now included. Hobby teams also get 1 free rate limit rule per project, up to the same included allotment. These changes are now effective and have been automatically applied to your account. Learn more about configuring rate limits or create a new rate limiting rule now. Read more Continue reading...
The Observability dashboard now surfaces caching behavior for external API calls using Vercel Data Cache. External APIs page, you’ll see a new column indicating how many requests were served from the cache vs. the origin. Caching insights are available per hostname for all users, and per path for Observability Plus subscribers. View the external API dashboard or learn more about Vercel Data Cache. Read more Continue reading...
Vercel recently published a Model Context Protocol (MCP) adapter that makes it easy to spin up an MCP server on most major frameworks. Vapi is building an API for building real-time voice agents. They handle orchestration, scaling, and telephony to provide a completely model-agnostic and interchangeable interface for building agents. Vapi rebuilt their MCP server on Vercel, letting users create agents, automate testing, analyze transcripts, build workflows, and give agents access to all of Vapi’s endpoints. Read more Continue reading...
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