Release2026-10-01

Cloudflare released Clef and Clef-flash as open-source decision models. They are hosted on Workers AI for high-speed classification and agent workflows. Clef leads the Jev Decision Index among tested models. Both models are Jev-API compatible and open-sourced under Apache 2.0. Cloudflare also launched a reinforcement learning platform for fine-tuning Clef. Clef supports vision and text inputs with a 64k context window. It outputs typed answers with probabilities for programmatic decisions. Clef is faster than Jev and most other decision models in benchmarks. Workers AI hosting adds low-latency edge inference. Clef is enterprise-ready with no data retention for inference. Fine-tuning services are available via Cloudflare’s FDE team.

What changed

Decision models were not widely available as open-source, fast, structured-output classifiers on Cloudflare’s platform.

What it unlocks

Running fast, structured decision workflows in production without retraining for new categories.

  • 209.3 ms median latency for Clef
  • 38.8 ms median latency for Clef-flash
  • 64k context window
  • 98.76% BFCL case exact for Clef-flash

What you need to act on it

  • a Cloudflare account for Workers AI
  • API access for fine-tuning

Send this to someone who needs it

Shares the story and its sources. Nothing about you.

What does this mean for your job?

This is the story as everyone gets it. Once a week we send you the version written for your role — what changed, why it matters for the work you actually do, and one thing to try. Free while we tune it.