
Talorys: A Free Personal AI Agent on Cloudflare, and What 10,000 Neurons Buys
Talorys deploys a personal AI agent to your own Cloudflare account with one npx command. How far 10,000 free daily Neurons go and where "self-hosted" breaks.
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Cloudflare's GLM-5.3 Workers AI endpoint returned other customers' data in 155 long-prompt responses. What broke in SGLang, the upgrade and config checklist, and what API users should ask.

Talorys deploys a personal AI agent to your own Cloudflare account with one npx command. How far 10,000 free daily Neurons go and where "self-hosted" breaks.

Cloudflare Clef and Clef-flash are Jev-compatible decision models on Workers AI. Pricing, latency and benchmarks against Jev, plus the RL fine-tuning service.

Cloudflare Page Shield ML caught four malicious JavaScript campaigns on storefronts that static scanners missed. How each hid, and why behavior beat signatures.

Cloudflare Adaptive Intelligence swaps static bot rules for a continuously retraining model. What shipped and what changes if you build on bot score.

Cloudflare Gateway now detects MCP traffic by protocol header, adds a shadow MCP dashboard, and can block MCP connections outside approved portals.

Cloudflare's H1 2026 DDoS report: attacks above 1 Tbps grew 519% quarter over quarter as DNS floods became the leading network-layer vector.

Cloudflare's behavioral trust framework for agent traffic replaces one-time bot scoring with continuous session checks. What 206M daily Precursor events show.

Cloudflare's Agentic Internet treats agents as a new kind of web visitor with four primitives: readable, discoverable, callable and payable.

Cloudflare Radar Researcher is a plain-language agent over live internet data, built on MCP code mode and chart specs that keep numbers out of the model.

Cloudflare is merging Workers AI and AI Gateway into one control plane with a unified /ai/ API, default gateways and shared credits. What changes for you.

Cloudflare AI Gateway now ties requests to a verified identity and learns per-account baselines. How the anomaly math works and why it beats global thresholds.

Cloudflare shipped Kitesurf, an agent-first browser that runs entirely on Workers: Rust and WebAssembly rendering, per-page isolates, CDP compatibility, and 3-7x less memory and CPU than Chromium for common agent tasks. Free in beta in Browser Run.
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