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features
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support

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Write a Review

Description

Mirai is an advanced platform tailored for developers that focuses on on-device AI infrastructure, enabling the conversion, optimization, and execution of machine learning models directly on Apple devices with a strong emphasis on performance and user privacy. This platform offers a cohesive workflow that allows teams to efficiently convert and quantize models, assess their performance, distribute them, and conduct local inference seamlessly. Specifically designed for Apple Silicon, Mirai strives to achieve near-zero latency and zero inference cost, while ensuring that sensitive data processing remains securely on the user's device. Through its comprehensive SDK and inference engine, developers can swiftly integrate AI functionalities into their applications, leveraging hardware-aware optimizations to maximize the capabilities of the GPU and Neural Engine. Additionally, Mirai features dynamic routing abilities that intelligently determine the best execution path for requests, whether that be locally on the device or utilizing cloud resources, taking into account factors such as latency, privacy, and workload demands. This flexibility not only enhances the user experience but also allows developers to create more responsive and efficient applications tailored to their users' needs.

Description

Photon serves as the official high-performance inference engine for Moondream, specifically engineered to efficiently execute vision-language models across various platforms including cloud, desktop, and edge environments while ensuring real-time performance for AI applications in production. This advanced engine functions as a customized inference layer that is seamlessly integrated with the Moondream model framework, utilizing optimized scheduling, native image processing capabilities, and specialized CUDA kernels to enhance both speed and efficiency. Through this collaborative design, Photon achieves a remarkable reduction in latency compared to conventional vision-language model configurations, which facilitates quick interactions on edge devices and supports real-time data processing on server-grade systems. It boasts compatibility with a broad range of NVIDIA GPUs, accommodating everything from compact embedded systems like Jetson devices to powerful multi-GPU servers, thus providing versatility to meet varied operational demands. Additionally, Photon is equipped with production-ready features, including automatic batching, prefix caching, and memory-efficient attention mechanisms, further streamlining its performance in demanding scenarios. Such capabilities make it an ideal choice for developers seeking to implement AI-driven solutions across different environments.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

DeepSeek R1 Yes 
Gemma 3 Yes 
Gemma 4 Yes 
LFM-3B Yes 
Lens No 
Llama Yes 
Moondream No 
NVIDIA Jetson No 
Polaris Yes 
Qwen3 Yes 
SmolLM2 Yes 
gpt-oss-120b Yes 

Integrations

DeepSeek R1 No 
Gemma 3 No 
Gemma 4 No 
LFM-3B No 
Lens Yes 
Llama No 
Moondream Yes 
NVIDIA Jetson Yes 
Polaris No 
Qwen3 No 
SmolLM2 No 
gpt-oss-120b No 

Pricing Details

No price information available.
Free Trial No 
Free Version Yes 

Pricing Details

$300 per month
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App Yes 
iPad App Yes 
Android App No 
Windows No 
Mac Yes 
Linux No 
Chromebook 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 

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) Yes 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Vendor Details

Company Name

Mirai

Founded

2024

Country

United States

Website

trymirai.com

Vendor Details

Company Name

Moondream

Founded

2024

Country

United States

Website

moondream.ai/p/photon

Product Features

Product Features

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