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Cloudflare's release of the Clef decision models marks a significant shift toward specialized AI architectures optimized for agent routing rather than general text generation. By leveraging edge infrastructure to deliver sub-100ms latency, these open-weight models provide a practical solution for integrating deterministic decision-making directly into high-throughput workflows without relying on output parsing.
Cloudflare Open Sources Decision Models for AI Agents

During its recent “Birthday Week”, Cloudflare announced Clef, a set of open-weight AI models designed to choose between predefined options rather than generate text. Cloudflare released 9B- and 27B-parameter models, along with a platform for adapting them to specific decision-making tasks. By Renato Losio
During its recent "Birthday Week", Cloudflare announced Clef, a set of open-weight AI models designed to choose between predefined options rather than generate text. Cloudflare released 9B- and 27B-parameter models, along with a platform for adapting them to specific decision-making tasks. Clef is a 27B multimodal model that takes a state and a schema of typed questions as input and returns decisions. It can process text, JSON, images, or video, and returns a probability for each allowed…
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