907 articles on AI & ML.
Today, we announced that Stripe is powering OpenAI’s new commerce experience, Instant Checkout in ChatGPT, and we released the Agentic Commerce Protocol, a new open standard that enables programmatic commerce flows between AI agents and businesses.
Claude Sonnet 4.5 is now available on Vercel AI Gateway and across the Vercel AI Cloud. Also introducing a new coding agent platform template.
Cloudflare will soon automatically create an AI-optimized search index for your domain, and expose a set of ready-to-use standard APIs and tools including an MCP server, LLMs.txt, and a search API. For AI builders, Cloudflare will offer a new way to discover and retrieve web content.
It turns out we've all been using MCP wrong. Most agents today use MCP by exposing the "tools" directly to the LLM. We tried something different: Convert the MCP tools into a TypeScript API, and then ask an LLM to write code that calls that API. The results are striking.
AI is everywhere and, as network engineers, we are right in the thick of it: building the network infrastructure for AI. This year, at our largest @Scale:Networking ever, engineers from Meta, ByteDance, Google, Microsoft, Oracle, AMD, Broadcom, Cisco, and NVIDIA came together to share our latest experiences in architecting, designing, operating, and debugging our AI […]
What if your best AI prompts didn’t disappear into your unorganized chat history, but came back tomorrow as a reliable assistant? In this article, you’ll learn how to turn one-off “aha” prompts into reusable assistants that are tailored to your audience, grounded in your knowledge, and consistent every time, saving you (and your team) from typing the same 448-word prompt ever again.
As governments around the world eye AI for national transformation, Cloudflare champions AI sovereignty through choice: diverse tools, data control, and no vendor lock-in. We're enabling this in India, Japan, and Southeast Asia, offering local, open-source models on Workers AI, fostering innovation.
We are proposing—as starting points—responsible AI bot principles that emphasize transparency, accountability, and respect for content access and use preferences. These are a launchpad for a larger conversation, and we recognize that there is work to be done to address many nuanced perspectives.
With the help of GitHub, UNHCR turned drone imagery into maps — helping refugees in Kakuma and Kalobeyei build sustainable, powered communities.
Yegor Gilyov examines the problem of over-reliance on static high-fidelity mockups, which often leave the conceptual model and user flows dangerously underdeveloped. He then explores whether AI-powered prototyping is the answer, questioning whether the path forward is the popular “vibe coding” approach or a more structured, intent-driven approach.
We are excited to announce that Project Galileo will now include access to Cloudflare's Bot Management and AI Crawl Control services. Participants in the program, which include roughly 750 journalists, independent news organizations, and other non-profits supporting news-gathering around the world, will now have the ability to protect their websites from AI crawlers - for free.
Cloudflare is doing anomaly detection like never before. Today, we’re sharing how we build and deploy bespoke, per-customer models to detect traffic anomalies and catch more sophisticated bots in bot management and Super Bot Fight Mode. As we develop a new generation.
Cloudflare Confidence Scorecards are now live in the Application Library. Get transparent risk ratings for SaaS and Gen-AI apps.
Introducing VibeSDK, an open-source AI "vibe coding" platform that anyone can deploy to build their own custom platform. Comes ready with code generation, sandbox environment, and project deployment.
Learn how to use GitHub Copilot agent mode to modernize legacy Java projects with guided upgrades, automated fixes, and cloud-ready migrations.
Our commitment is to empower every developer and stay true to our north star by building an open, secure, and AI-powered platform that defines the future of software development.
For the customer service and AI event Pioneer, Intercom’s designers used Figma to create a visual language of surreal flowers and shape-shifting pollen.
With digital products moving to incorporate generative and agentic AI at an increasingly frequent rate, trust has become the invisible user interface. When it works, interactions feel seamless. When it fails, the entire experience collapses. But trust isn’t mystical. It can be understood, measured, and designed for. Here are practical methods and strategies for designing more trustworthy and ethic
Already know the basics of GitHub Copilot coding agent? Here are five ways to offload chores, tackle tech debt, and keep your workflow moving fast.
This is your new home base for discovering MCP servers. Learn how we’re working with the broader community on MCP publication and discovery.
From competitive SEO research and monitoring prices to training AI and parsing local geographic data, real-time search results power smarter apps. Tools like SerpApi make it easy to pull, customize, and integrate this data directly into your app or website.
For too long, personas have been created with considerable effort, only to offer limited value. Paul Boag shows how to breathe new life into this stale UX asset and demonstrates that it’s possible to create truly useful functional personas in a lightweight way.
The next leap in AI won’t come from new models, but from an app layer that makes the technology more intuitive and useful for everyone.
Delegate it a task, and coding agent can independently write, run, and test code. Here’s how you can make the most of it.
While businesses are rapidly building AI products, monetization remains a challenge. In this post, we share a framework for building a successful pricing strategy with key decision points on charge metrics, billing models, and guardrails.
The second wave of MCP, building for LLMs, not developers. Explore the evolution of MCP as it shifts from developer-focused tools to LLM-native integrations. Discover the future of AI connectivity.
Reproduce and debug web app issues with ease using the Playwright MCP server and GitHub Copilot.
Explore how MCP elicitation transforms AI tool interactions by gathering missing information upfront.
This guide offers five essential tips for writing effective GitHub Copilot custom instructions, covering project overview, tech stack, coding guidelines, structure, and resources, to help developers get better code suggestions.
Developers can use their AI tool of choice for spec-driven development with this open source toolkit.
We’re sharing how Meta is applying machine learning (ML) and diversity algorithms to improve notification quality and user experience. We’ve introduced a diversity-aware notification ranking framework to reduce uniformity and deliver a more varied and engaging mix of notifications. This new framework reduces the volume of notifications and drives higher engagement rates through more diverse […] Re
By mid-2025, training drives nearly 80% of AI crawling, while referrals to publishers (especially from Google) are falling. GPTBot and ClaudeBot surged, Amazonbot and Bytespider collapsed, and crawl-to-refer ratios show AI consumes far more than it sends back.
Learn how GitHub Copilot’s evolving models and infrastructure center developer choice and power agentic workflows.
Prompting is more than giving AI some instructions. You could think of it as a design act, part creative brief and part conversation design. This second article on AI augmenting design work introduces a designerly approach to prompting: one that blends creative briefing, interaction design, and structural clarity.
Bring conversational search to your website so people and AI agents can ask natural language questions and get direct answers. With NLWeb, an open project by Microsoft, and Cloudflare AutoRAG, conversational search is now a one-click setup for your website.
We are extending AI-related insights on Cloudflare Radar with new industry-focused data and a breakdown of bot traffic by purpose, such as training or user action. These new views help website owners better understand the impact of AI crawlers.
Cloudflare now lets websites and bot creators use Web Bot Auth to segment agents from verified bots, making it easier for customers to allow or disallow the many types of user and partner directed bots the explosion of AI agents has created.
Cloudflare launches AI Crawl Control (formerly AI Audit) and introduces easily customizable 402 HTTP responses. Instead of blocking crawlers outright, content creators can now send "Payment Required" responses with custom messages, creating direct communication channels for AI partnerships.
A common enterprise problem: crucial legacy systems become “black boxes”—key to operations but opaque and risky to touch. We worked with a client to use AI-assisted reverse engineering to reconstruct functional specifications from UI elements, binaries, and data lineage to overcome analysis paralysis. We developed a methodical “multi-lens” approach—starting from visible artifacts, enriching increm
I’m about to head away from looking after this site for a few weeks (part vacation, part work stuff). As I contemplate some weeks away from the daily routine, I feel an urge to share some scattered thoughts about the state of LLMs and AI.
Learn how the Secret Protection engineering team collaborated with GitHub Copilot coding agent to expand validity check coverage.
AI Gateway simplifies AI app development with unified billing, secure key storage, and dynamic routing. Gain observability and control over costs, API keys, and traffic, connecting to major AI providers through a single endpoint.
In order to support a growing catalog of AI models while maximizing GPU utilization, Cloudflare built an internal platform called Omni. This platform uses lightweight isolation and memory over-commitment to run multiple AI models on a single GPU, allowing us to serve inference requests closer to users and improve overall availability across our network.
CLI coding agents are a fundamentally different tool to chatbots or autocomplete tools - they're agents that can read code, run tests, and update a codebase. While commercial tools are impressive, they don't understand the particular context of our environment and the eccentricities of our specific project. Instead we can build our own coding agent by assembling open source tools, using our specif
Explore how to use GitHub Copilot on github.com to automate tasks, assign agents, prototype ideas, and streamline your entire workflow — all without an IDE.
Cloudflare will provide confidence scores within our application library for Gen AI applications, allowing customers to assess their risk for employees using shadow IT.
We’re excited to announce Cloudflare MCP Server Portals are now available in Open Beta. MCP Server Portals are a new capability that enable you to centralize, secure, and observe every MCP connection in your organization. This feature is part of Cloudflare One, our secure access service edge (SASE) platform that helps connect and protect your workspace.
Unmesh and Martin exchanged some emails about building abstractions while working with an LLM. They talk about the influence of Brooks's framing of essential and accidental complexity, and how this carries over to thinking of programming as both growing and applying abstractions. An LLM is useful in both modes of working, but has to be used differently. We can't reduce growing abstractions to a st
Learn how we evolved our AI assistant architecture and built robust evaluation frameworks for real-world deployment
AI Avenue tackles fears, showcases AI's potential, and highlights positive human augmentation stories, even allowing hands-on interaction.
Learn Model Context Protocol by building a turn-based game server that shows how to extend GitHub Copilot with custom tools, resources, and prompts.
If you are new to using AI in design or curious about integrating AI into your UX process without losing your human touch, this article offers a grounded, day-by-day look at introducing AI into your design workflow.
Why AI-native design systems unlock true brand-ready, production-aligned prototyping for teams using v0
AI face cropping for Images automatically crops around faces in an image. Here’s how we built this feature on Workers AI to scale for general availability.
AI has introduced huge efficiencies for web designers and is frequently being touted as the key to unlocking sustainable design and development. But do these gains outweigh the environmental cost of using energy-hungry AI tools?
Delegate coding tasks to Copilot and track progress wherever you are on GitHub. Copilot works in the background, creates a pull request, and tags you for review when finished.
How GitHub’s new MCP server and GPT-5 are revolutionizing developer workflows — with live build examples.
Bots account for over 20% of all web traffic. A quarter of that is AI crawlers alone. But not all bots are bad. Some are key to how your site gets discovered. Learn how AI bots shape visibility and what happens if you block them.
Certain industries and business models are embracing AI-powered fraud tools at significantly higher rates. Understanding which types of companies are leading this shift—and why—offers insights into which strategies are most effective.
