Clef

What it does

Clef is a 27B multimodal model that turns a state and a schema of typed questions into decisions. It reads the state as text, JSON, images, or video, and returns a probability for every allowed option of every question in a single forward pass. There is no free-form text generation and no output parsing. The Clef API is fully compatible with Jev and SystemOne.

We are introducing Clef and Clef-flash, open-source decision models hosted on Workers AI for high-speed classification and agentic workflows. Also launching: a new reinforcement learning platform that allows developers to fine-tune decision models using their own data.

Over the last few weeks, there has been lots of buzz around decision models such as Typesafe AI’s Jev System One model. While classifier models have been around for some time, Jev introduces a new decision model concept into the world of AI — a model that produces bounded structured outputs cheaply, quickly and consistently that can be added into a workflow when a decision is required. These models are capable enough to work over any set of inputs without constantly retraining the model to incorporate new classification categories. This contrasts with the world of Large Language Models (LLMs), which are largely non-deterministic, but are open-ended enough to reason and generate text and…from blog.cloudflare.com

• 
  BigML2014 · bigml.com · ▲64

  Machine learning as a service - build predictive apps

• 
  SelfJev4d ago · selfjev.dev · ▲80

  Jev-compatible self-hosted decisions mode

• 
  easyspecs.ai28d ago · easyspecs.ai · ▲161

  The spec review platform

• 
  Fivemetrics16d ago · fivemetrics.io · ▲63

  Understand cloud and AI spend, then investigate what changed

• 
  Talking Machines: OpenAI and Gaussian Processes2016 · thetalkingmachines.com · ▲56

  Featuring Ilya Sutskever, director of research for OpenAI

• CC
  Cloud Computing Comparison Engine2015 · cloudorado.com · ▲8

• 
  An e-ink frame that hears birds and draws them as 1800s illustrations▲2,389

  E-ink bird frame for Raspberry Pi - real-time bird detection by audio, fully local AI, rendered as real, hand-cut 1800s bird illustrations. - arnegiacomo/fugleramme

  AI · 17d ago · github.com

• 
  Jev▲544

  Fast, structured AI decisions for software automation

  AI · 12d ago · console.typesafe.ai

• 
  AINA▲497

  Find your job search blind spots with an AI coach

  AI · 15d ago · aina-tech.io

• 
  Solid▲471

  Agents with their own computers, accounts, and budgets.

  AI · 12d ago · solid.tech

• 
  iFixAi▲440

  Independent auditing of AI agents to uncover misalignment

  AI · 16d ago · ifixai.ai

• 
  PixVerse R2▲381

  A real-time world model you can explore and change

  AI · 9d ago · world.pixverse.video

• VO
  Vote on which of Hacker News' challenges for AI have been met▲195

  AI · 1d ago · stoppels.ch

• 
  Giving Opus 5.5 a simulated paint canvas▲154

  Paintings by AI models: programs run through a simulation of oil paint.

  AI · 21h ago · stillwet.art

• 
  ShipHQ▲140

  Build your own app studio, powered by your real apps

  Growth · 1d ago · apps.apple.com

• 
  Audionaut – an open-source cross-platform multitrack audio editor▲130

  Dev tools · 13h ago · github.com

• 
  Bambu Lab R1▲123

  CO2 laser cutting with Bambu-style automation

  Life & fun · 1d ago · bambulab.com

• 
  Open Inspector▲109

  Hover any website, get its design system. No permissions.

  Dev tools · 1d ago · patlf.github.io