Cloudflare Clef

A Pi extension that builds a neutral context and lets Jev or Clef return a probability distribution over choices, to advise the agent rather than command it.

Japanese-documented Codex skill that offloads public screen state checks to Clef-flash.

Unofficial agent skill covering typed decisions, calibration and provider differences across Jev, Clef and others.

An agent does the legwork while Clef makes each judgment call from discovery to regression.

Adds an auto-approve mode to pi where System One decision models judge whether each action is safe.

Shows exact context size per turn and a Clef judgment of whether now is a good moment to compact.

Snap package for running Clef Flash inference locally on Ubuntu, a sign of fast distribution-level pickup.

A collection of Japanese demos built on Cloudflare Workers AI's Clef and Clef-flash decision models.

Clef-Flash reviews each reasoning step of a llama-server model and triggers rollback or reflection.

Common-ground comparison of Jev, Clef, Kev and others against embeddings, rerankers, NLI and prompted LLMs.

Benchmarks Jev, Clef-flash and Laya against an LLM and six rerankers on BEIR with paired confidence intervals.

Reproducible fine-tune study with paired evaluation and tutorials, using a playable Tetris-like game as the task.

Fine-tunes Clef decision models on a 12 GB GPU for real-time entity resolution with TRL comparisons.

Service that uses Clef on Workers AI to flag possible checkout losses from store footage.

Dockerised research prototype that explores language-model support for emergency triage using synthetic narratives and a local GGUF model.

NVFP4 quantised Clef Flash tuned for the DGX Spark box, tied to the community Balatro-playing demo setup.

Runs Clef 27B and Flash 9B through llama.cpp and MLX, with benchmarks including render QA for 3D models and prompt-injection robustness.

CLI, MCP server and Chrome extension bridge that lets Clef operate your own signed-in browser session.

Runs decision models, including Cloudflare's clef-flash, locally with MLX, with a table of speed and memory for each supported model.

A SmolVLM2-500M based decision model with a Jev/CLEF-compatible API, plus data pipelines, synthetic generators, LoRA training and an eval harness.

Code for a Portuguese article comparing Clef against two generative LLMs on 24 hand-labelled support tickets, using the probability as a certainty threshold for automation.

An MCP tool where your agent asks in plain words and a local Clef-flash judge on Apple silicon finds the file, checks the claim and remembers what you approved.

Browser evidence tests for consent leaks, with optional Clef assessments of captured traffic.

Exploratory study comparing quantisation levels of Clef-Flash playing Snake, with per-seed results.