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Inference
Deploy high-performance inference endpoints.
Task Queues
Run task queues for large-scale workloads.
Sandboxes
Run anything in secure code execution environments.
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Use Cases
Use Cases
LLM Inference
Serve open-source LLMs behind an autoscaling, OpenAI-compatible API.
RL Environments
Forkable, restorable sandboxes for reinforcement learning rollouts.
Fine-tuning
LoRA and QLoRA fine-tuning on serverless GPUs.
ComfyUI
Turn ComfyUI workflows into autoscaling API endpoints.
GPU Training
Start training runs on cloud GPUs from Python — pay only while they run.
Batch Processing
Fan out batch inference and ETL across thousands of containers.
Image Generation
Host SDXL, Flux, and custom checkpoints behind an autoscaling API.
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