Cloudflare AI Blog

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：We built a WAF tester that adapted each request based on what the WAF blocked or passed. This helped us explore variations that a fixed test might miss. We ran it across six attack categories on an authorized staging environment and discovered detection gaps worth fixing. Here’s how the loop worked, what got through, and what we did about it.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：We’re building CryptoLabe, an internal AI-powered tool that discovers cryptography across our codebase, surfaces dependencies, and helps us progress toward a full post-quantum migration by 2029. Here’s what we’ve learned so far.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Vinext 1.0 graduates from an AI experiment to a production-ready framework, letting developers run Next.js apps on Vite. This release brings advanced cache warming, broader compatibility, and an automated testing pipeline.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：We’ve updated Kitesurf, our Workers-based browser for AI agents, with WebMCP support, improved DOM performance, and terminal-based rendering. With over 730,000 Web Platform subtests passing, agents can now navigate complex sites faster.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The Internet is changing more today than at any point since Cloudflare launched back on September 27, 2010. As automated traffic surpasses human activity, we reflect on the rise of AI agents, new creators, and how we can help build a fair, sustainable future for the web.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Misconfiguring Turnstile by skipping backend validation leaves sites exposed to bots. Turnstile Spin fixes incomplete setups by using your preferred AI coding agent to wire up server-side verification.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Python Workers allow developers to run Python web frameworks and AI orchestration libraries natively in the Cloudflare Workers runtime. You can seamlessly integrate with Cloudflare's ecosystem including D1, R2, and Workers AI without writing any JavaScript glue code.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：A modern storefront can look healthy while malicious JavaScript quietly siphons revenue, hijacks clicks, or rewrites analytics. See how Cloudflare's machine learning models surface evasive client-side attacks for analyst investigation.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Cloudflare is giving site owners a way to stay discoverable while disallowing AI training. New controls and an Accountable designation establish a shared model with Apple, Google, and Microsoft.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Our latest Agents Week has come to a close. Here’s a recap of all the announcements we made, from Wallets to Radar.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Cloudflare is unifying AI Gateway and Workers AI into a single control plane, giving developers observability, billing, and dynamic routing across both managed GPUs and external providers. Learn how unified bindings and model-first routing simplify building resilient AI applications.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Today we're launching a developer preview of WebMCP on Cloudflare. With one switch, any site becomes usable by browser AI agents — no new APIs, no origin changes — while the human stays in control and creators keep their traffic.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：We should be giving all agents tools that excel at what’s important for an AI model. Kitesurf is Cloudflare’s new stateless, highly scalable, and cost-effective web browser that runs entirely on top of Workers and was designed specifically for the Agentic Cloud.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Agents are a new kind of visitor. They don't render CSS or click ads, but they have a paying human on the other end. Block them and you block your customer. We're building the open tools and protocols so publishers and agents can cooperate and not collide.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：More than half of requests now come from machines, not people. Agent Readiness shows how well agents can discover and read your site, while Answer Engine Optimization tracks how often AI assistants recommend you.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The next version of MCP has a rewritten, stateless core that just works on Workers. We cover upgrades to the protocol, the new feature lifecycle and SDK migration path, and hear from early adopters already running it in production.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：AI Search makes search easier than ever, with no Cloudflare primitives to stitch together. Point it at your data to create a search for your own files and websites. We're also sharing a preview of our new pricing model.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：We're honored to announce that Cloudflare is the only vendor that has been recognized as a Visionary in both the 2026 Gartner® Magic Quadrant™ for SASE Platforms and the 2026 Gartner® Magic Quadrant™ for Security Service Edge reports.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The Agent Access Model proposes a new architecture to secure task-scoped agents using strict identity brokering, continuous mediation, and stateful trust.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Identity-aware AI Gateway is now in open beta. User Insights turns that traffic into a behavioral baseline for every person and agent, and flags insider risk the moment it appears.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：We built Cloudflare OS to equip our teams to safely rethink how they get work done with AI. The platform brings together the best of our technologies, from our Compute primitives to our Zero Trust suite. This post walks through our journey to give our users the best AI tools available.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Cloudflare OS is an open-source platform that lets everyone in your company build apps, automate work, and safely access internal systems, shaped around what your organization knows and how it operates

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：By replacing manual issue verification with isolated AI subagents running in GitHub Actions, the Astro maintainers reduced open issue count by 85%. This post explores the architecture behind automated bug reproduction, patch verification, and preview releases.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Cloudflare Agents brings all of your deployed agent sessions into a single experience, surfacing key information and insights into how your agents perform at scale.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：We created the Cloudflare Codex, a governed body of engineering standards that AI agents consume across the development lifecycle. By pairing structured RFCs with agentic reviews, teams automatically enforce consistency across code, specs, and incident reports.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Learn how to build customizable, sandboxed CI/CD pipelines natively on Cloudflare using Workflows, Artifacts, and the CI SDK. We walk through replacing complex YAML configurations with TypeScript workflow steps and self-healing AI agents.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Cloudflare Wallets will provide AI agents with native payments and verifiable identity on the web. Using the x402 protocol, agents can autonomously purchase APIs and content within clear safety guardrails.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Agents can write code faster than teams can review, deploy, and maintain it. Today we’re introducing the Agent Development Lifecycle and the Cloudflare primitives that underpin it.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Agents need more than just a container to scale. We're introducing @cloudflare/computer, an agent runtime that dynamically orchestrates between fast, efficient isolates and full Linux containers to give every agent a computer of its own.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Serving frontier models like Kimi and GLM means fighting for GPU memory. Here's how we quantize KV caches, compress model weights, and add integrity checks to serve them faster, cheaper, and safely.