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What is oMLX?
oMLX is a dedicated MLX server optimized for macOS, which significantly boosts the speed and efficiency of local AI tasks on Apple Silicon hardware. It specifically addresses the needs of coding agents by employing paged SSD KV caching, allowing cache blocks to be retained on disk; thus, previously accessed prefixes can be swiftly retrieved across various requests and even after server restarts, negating the need for recalculation from the ground up. Consequently, the duration required to produce the first token in extensive contexts can drop dramatically, from a span of 30 to 90 seconds down to under five seconds following the initial interaction. The server skillfully handles multiple requests simultaneously through a constant batching approach using mlx-lm’s BatchGenerator, which improves overall generation throughput by preventing requests from queuing behind a single task. oMLX can serve a diverse array of models concurrently, including LLMs, vision-language models, embedding models, and rerankers, while efficiently managing memory limitations through LRU eviction. Additionally, it supports any MLX-format model available from Hugging Face, including Qwen, LLaMA, Mistral, Gemma, DeepSeek, MiniMax, and GLM, and has the capability to work with models stored in the regular Hugging Face cache, directories linked to LM Studio, or any custom storage solutions, thus providing a seamless experience for users. This adaptability in model integration not only enhances the functionality of oMLX but also significantly benefits developers and researchers, making it a practical tool in various AI applications. Overall, oMLX stands out as a robust solution for maximizing the potential of AI on macOS systems.
What is kluster.ai?
Kluster.ai serves as an AI cloud platform specifically designed for developers, facilitating the rapid deployment, scalability, and fine-tuning of large language models (LLMs) with exceptional effectiveness. Developed by a team of developers who understand the intricacies of their needs, it incorporates Adaptive Inference, a flexible service that adjusts in real-time to fluctuating workload demands, ensuring optimal performance and dependable response times. This Adaptive Inference feature offers three distinct processing modes: real-time inference for scenarios that demand minimal latency, asynchronous inference for economical task management with flexible timing, and batch inference for efficiently handling extensive data sets. The platform supports a diverse range of innovative multimodal models suitable for various applications, including chat, vision, and coding, highlighting models such as Meta's Llama 4 Maverick and Scout, Qwen3-235B-A22B, DeepSeek-R1, and Gemma 3. Furthermore, Kluster.ai includes an OpenAI-compatible API, which streamlines the integration of these sophisticated models into developers' applications, thereby augmenting their overall functionality. By doing so, Kluster.ai ultimately equips developers to fully leverage the capabilities of AI technologies in their projects, fostering innovation and efficiency in a rapidly evolving tech landscape.
Integrations Supported
Llama
OpenAI
Qwen
Anthropic
Claude Code
DeepSeek
DeepSeek R1
GLM-4.1V
Gemma
Gemma 3
Integrations Supported
Llama
OpenAI
Qwen
Anthropic
Claude Code
DeepSeek
DeepSeek R1
GLM-4.1V
Gemma
Gemma 3
API Availability
Has API
API Availability
Has API
Pricing Information
Pricing not provided
Free Version
Free Trial Offered?
Pricing Information
$0.15per input
Free Version
Free Trial Offered?
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Company Facts
Organization Name
oMLX
Company Location
United States
Company Website
omlx.ai/
Company Facts
Organization Name
kluster.ai
Date Founded
2024
Company Location
United States
Company Website
www.kluster.ai/