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Description
Run BiOS offers a serverless and OpenAI-compatible inference solution that allows you to direct the OpenAI SDK towards its endpoint, enabling you to maintain your existing code. It features six model families—Claude, DeepSeek, GLM, Kimi, MiniMax, and Qwen—alongside a bios-adaptive system that optimizes each request for quality, speed, and budget while adhering to a specified price ceiling. Both prompts and responses are temporarily stored in memory and removed once the request is fulfilled, ensuring there are no request logs, content stores, or archives retained. Additionally, fine-tuning and dedicated GPU endpoints can be accessed under the same account if you later decide to obtain ownership of the weights, with billing occurring per second of GPU usage. The pricing structure is based on your consumption from a prepaid balance, calculated per million tokens, and the endpoint will pause instead of accumulating debt if your balance depletes.
Description
oMLX is an MLX server specifically designed for macOS, enhancing the efficiency and speed of local AI operations on Apple Silicon. It caters to the functional dynamics of coding agents by implementing paged SSD KV caching, which enables the persistence of cache blocks on disk; this means that previously accessed prefixes can be retrieved quickly across different requests and even after server restarts, thereby eliminating the need to recompute them from scratch. As a result, the time taken to generate the first token in lengthy contexts can be significantly reduced, dropping from a range of 30 to 90 seconds down to less than five seconds after the initial interaction. The server adeptly manages simultaneous requests through a continuous batching mechanism via mlx-lm’s BatchGenerator, which enhances overall generation throughput without requiring requests to queue up behind a single task. oMLX is capable of simultaneously serving a variety of models, including LLMs, vision-language models, embedding models, and rerankers, utilizing LRU eviction to manage memory constraints effectively. Furthermore, it is compatible with any MLX-format model sourced from Hugging Face, such as Qwen, LLaMA, Mistral, Gemma, DeepSeek, MiniMax, and GLM, and can also utilize models that are already present in the standard Hugging Face cache, directories associated with LM Studio, or any custom storage locations, ensuring a versatile user experience. This flexibility in model integration enhances the overall usability and practicality of oMLX for developers and researchers alike.
API Access
Has API
No
API Access
Has API
Yes
Screenshots View All
No images available
Integrations
Anthropic
No
Claude Code
No
Cursor
No
DeepSeek
No
GLM-4.1V
No
Gemma
No
Gemma
No
GitHub
No
Hugging Face
No
JSON
No
Integrations
Anthropic
Yes
Claude Code
Yes
Cursor
Yes
DeepSeek
Yes
GLM-4.1V
Yes
Gemma
Yes
Gemma
Yes
GitHub
Yes
Hugging Face
Yes
JSON
Yes
Pricing Details
No price information available.
Free Trial
Yes
Free Version
No
Pricing Details
No price information available.
Free Trial
No
Free Version
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Deployment
Web-Based
No
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
Yes
Linux
No
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Vendor Details
Company Name
UltraSafe AI Inc.
Founded
2025
Country
United States
Website
runbios.ai
Vendor Details
Company Name
oMLX
Country
United States
Website
omlx.ai/
