🧰 Hugging Face Jobs

The items that name it 5

• Welcome Beam: a 501B open model you can own, customize, and scale
  article2026-10-16

  Ran the multi-agent harness

• Welcome RL Environments to the hub
  article2026-09-28

  Runs cloud workloads for environment frameworks.

• Async GRPO with LoRA across HF Jobs: a bucket, a proxy, and no NCCL
  writeup2026-09-10

  Runs each component (trainer, vLLM replicas, proxy) as a separate container on its own VM; used here since one Job cannot span multiple nodes

• Training a coding model to paint watercolours with TRL and OpenEnv
  article2026-09-03

  Used to run the training job end to end via the `hf jobs uv run` command

• How Hugging Face Inference Endpoints, Jobs, and Buckets Power Search on Papers with Code
  article2026-08-21

  Gives burstable GPU compute for embedding the paper corpus; defined by a command, hardware flavor, and optionally a Docker image, and can run uv scripts with inline dependencies