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What is Run BiOS?

Run BiOS provides a serverless inference solution that is compatible with OpenAI, allowing users to direct the OpenAI SDK to its endpoint while keeping their original code intact. It boasts six distinct model families—Claude, DeepSeek, GLM, Kimi, MiniMax, and Qwen—along with a bios-adaptive system that enhances each request for optimal quality, speed, and budget compliance, all within a predetermined price ceiling. To maintain user privacy, prompts and responses are stored temporarily in memory and are purged after the request is completed, eliminating any retention of request logs, content databases, or archives. Furthermore, if you choose to acquire ownership of the model weights later on, you can access fine-tuning and dedicated GPU endpoints under the same account, with billing calculated by the second of GPU usage. The pricing model is structured around your consumption from a prepaid balance, assessed per million tokens, and the endpoint will pause rather than incur debt if your balance runs out.

What is DeepInfer?

DeepInfer is an open-source framework tailored for running DeepSeek language models on Linux systems equipped with compatible NVIDIA or Huawei Ascend accelerators. It boasts a range of features intended to streamline offline inference and enhance model performance, such as optimized kernels, distributed parallelism, asynchronous batch scheduling, speculative decoding, and the creation of structured outputs in formats including JSON Schema, regular expressions, and EBNF. The documentation for the project includes support details for DeepSeek-V4.1-Flash, along with thorough instructions for building, configuring, and utilizing various examples and evaluation tools. Targeted at developers and infrastructure teams, it aids in the development or evaluation of self-managed inference deployments. Furthermore, the repository emphasizes that for production environments, additional components like KV-cache, prefill/decode disaggregation, and load-balancing mechanisms may be necessary, making users conscious of possible extra requirements as they implement the framework. In summary, DeepInfer not only optimizes the deployment of language models across diverse applications but also caters to both essential and sophisticated operational needs, making it a versatile tool for developers. This framework ultimately encourages innovation in language processing and model deployment strategies.

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Media

Integrations Supported

Additional information not provided

Integrations Supported

Additional information not provided

API Availability

API Availability

Has API

Pricing Information

Pricing not provided
Free Trial Offered?

Pricing Information

Pricing not provided
Free Version

Supported Platforms

SaaS

Supported Platforms

On-Prem
Linux

Customer Service / Support

Web-Based Support

Customer Service / Support

Not specified

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

UltraSafe AI Inc.

Date Founded

2025

Company Location

United States

Company Website

runbios.ai

Company Facts

Organization Name

DeepSeek

Date Founded

2023

Company Location

China

Company Website

github.com/deepseek-ai/DeepInfer

Categories and Features

AI Inference

Not specified

Categories and Features

AI Inference

Not specified

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