… On top of this, real-world use cases often require calling more than one model. Your customer support agent might use a fast, cheap model to classify a user's message; a large, reasoning model to plan its actions; and a lightweight model to execute individual tasks. …
… When a user hits their limit, requests can be downgraded to a cheaper model or blocked. You can set per-team model policies. For instance, your ML team gets Claude Opus and GPT-4o. The brand design team can access generative image and video models. Interns use open-source models on Workers AI. …
… The one-app-serves-many-users model the cloud was built on doesn't work for that. But that's exactly what developers and businesses want to do: build agents, deploy them to users, and run them at scale. …
… Here is how the token usage breaks down by model and by agent: Model Input Output Cache Read Cache Write % of Total Top-tier models Claude Opus 4.7, GPT-5.4 806M 1,077M 25,745M 5,918M 51.8% Standard-tier models Claude Sonnet 4.6, GPT-5.3 Codex 928M 776M 48,647M 11,491M 46.2% Kimi K2.5 11,734M 267M … …
… Elicitations allow agentic systems to actively solicit information, preferences, or approvals from users or other systems mid-execution. When Agent Lee needs to take non-read actions on a user's behalf we use elicitations by requiring an explicit approval action in the user interface. …
… Our custom database migrations ran faster than we expected, with no user impact. …
… Together they cover migrating to, building an implementation for, managing, and troubleshooting your Cloudflare One deployment: Remote access and VPN replacement with Cloudflare Access User, network, device, and data security with Cloudflare Gateway Connectivity with Cloudflare Tunnel, Cloudflare M… …
… And dark mode by default." }, { role: "assistant", content: "Got it -- pnpm and dark mode as default." }, , { sessionId: "session-001" } ; // Remember -- store a single memory explicitly direct tool use by the model const memory = await profile.remember { content: "API rate limit was increased to 1… …
… This caused legacy approaches to fail Legacy approaches to corporate security pushed the castle and moat model further out. However, that model simply cannot scale with how users do work on the Internet today. …
… The Cloudflare MCP server exposes just two tools: a search tool lets the model write JavaScript to explore what’s available, and an execute tool lets it write JavaScript to call the tools it finds. The model discovers what it needs on demand, rather than receiving everything upfront. …