Cloudflare Clef

Converts and runs Cloudflare's Clef decision model with Apple's MLX so it works locally on a Mac without a GPU server.

Reproducible code checking whether the models' confidence numbers match reality.

Launch-week battery comparing Jev with Clef and Clef-flash, with harness and raw evidence.

Classifies each prompt with Clef or Jev and routes it to the best-fitting model you have configured.

VLLM /v1/systemone server and FP8 quantisation recipe that keeps Clef-Flash's Decision Index score on a consumer card.

Edit state, images and questions and see probabilities, latency and cost for local Clef runs.

Vue and Workers app teaching options trading one decision at a time, with a fox guide and Clef probabilities shown on each question.

Small Go client for Jev-style decision APIs such as Clef, with animated examples of classification and custom questions.

Experiments letting Clef and Jev pick actions in simulators; Clef clears World 1-1 of Super Mario Bros from raw frames.

A game where you try to make Llama 3.3 70B leak a vault code while Clef scores each message for attack intent, all on Workers AI.

Dockerized inference for Cloudflare's Clef-Flash on the GB10 DGX Spark, with setup notes for running the 9B decision model locally.

A Birthday Week demo that prechecks tool calls with Clef-flash and caches the decisions in Workers KV, showing cache hits and misses.

A single-file Python MCP server, stdlib only, that exposes Cloudflare Workers AI's clef and clef-flash models as tools for agents.

Renders the world as the models see it, comparing Clef, Clef-flash and Jev side by side.

Asks Jev, Clef, Clef-flash and Laya to label a world grid as land or water and scores the maps.

Uses Clef to steer ingest and retrieval across vector databases, hosted or fully local.

LoRA fine-tuning recipe with a joint schema head for vertical decisions on the open Clef weights.

Cloudflare Worker prototype that asks Clef-flash whether a tool call is appropriate before the LLM makes it.

Server plus Python client for Clef and Clef-Flash speaking the Jev/SystemOne API.

Rust implementation running Clef on AMD Strix Halo APUs, an alternative to CUDA-only setups.

Interactive demo of Clef-Flash showing tool routing at 97% confidence, multi-question decisions and questions about video frames.

Renders a preview site, runs axe-core and checks third parties loaded before consent, with Clef vision judging screenshots.

ClawBuilders episode project: agent committee that reviews GitHub PRs against policy using Agents SDK, Workflows, R2 and Workers AI with Clef.

Replays a Pi agent log as a timeline and shows which step Clef scores as the fault, a debugging aid for agent runs.