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MII makes low-latency and high-throughput inference possible, powered by DeepSpeed.

Runpod provides on-demand GPUs and serverless compute for AI model training, fine-tuning, inference, and batch workloads.

Wallaroo provides inference microservices for running models on CPUs or GPUs across cloud and edge environments.

Run sandboxes, task queues, and custom model inference with ultrafast boot times, instant autoscaling, and a developer experience that just works.

Forefront provides a platform for fine tuning and running inference with open source language models.

Featherless is a serverless AI inference platform for open-weight models with API access to tens of thousands of models.

Cerebras provides AI inference infrastructure built around its wafer-scale chips.

GPT-NeoX implements model parallel autoregressive transformers on GPUs using Megatron and DeepSpeed libraries.

Cerebrium provides serverless GPU infrastructure for deploying voice agents, video models, language models, and other AI workloads.

DigitalOcean offers cloud infrastructure for AI agents, inference, and production AI products.

Groq provides cloud infrastructure and developer APIs for running AI model inference.

Algorithms for learning and inference with discrete probabilistic models.

Baseten provides an inference platform for serving and scaling open-source and custom AI models in production.

Infer.NET runs Bayesian inference in graphical models for a range of machine learning problems.

Prime Intellect provides compute, training, inference, and sandbox tools for training and deploying machine learning models.

Apertus provides a nonprofit public inference service intended to make public and sovereign AI models more accessible.

Extensible Toolkit for Finetuning and Inference of Large Foundation Models.

Hugging Face Text Embeddings Inference serves text embedding models through an inference solution.

OpenModelZ scales LLM inference on Kubernetes with engines including vLLM, SGLang, and LMDeploy.

RunComfy launches ComfyUI workflows in the cloud and offers GPU access and production API deployment.

Omnisearch indexes audio, video, documents, and text so users can search across their website content.

Orq.ai provides an enterprise AI gateway with access to hundreds of models, guardrails, cost limits, and audit trails.

OpenRouter offers one API interface for finding and using hundreds of AI models across text, image, video, and audio providers.

Supermemory provides memory and continual-learning tools for AI agents through an API, plugins, and an MCP interface.