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What is Phi-4-mini-flash-reasoning?

The Phi-4-mini-flash-reasoning model, boasting 3.8 billion parameters, is a key part of Microsoft's Phi series, tailored for environments with limited processing capabilities such as edge and mobile platforms. Its state-of-the-art SambaY hybrid decoder architecture combines Gated Memory Units (GMUs) with Mamba state-space and sliding-window attention layers, resulting in performance improvements that are up to ten times faster and decreasing latency by two to three times compared to previous iterations, while still excelling in complex reasoning tasks. Designed to support a context length of 64K tokens and fine-tuned on high-quality synthetic datasets, this model is particularly effective for long-context retrieval and real-time inference, making it efficient enough to run on a single GPU. Accessible via platforms like Azure AI Foundry, NVIDIA API Catalog, and Hugging Face, Phi-4-mini-flash-reasoning presents developers with the tools to build applications that are both rapid and highly scalable, capable of performing intensive logical processing. This extensive availability encourages a diverse group of developers to utilize its advanced features, paving the way for creative and innovative application development in various fields.

What is Azure Model Catalog?

The Azure Model Catalog is the heart of Microsoft’s AI ecosystem, designed to make powerful, responsible, and production-ready models accessible to developers, researchers, and enterprises worldwide. Hosted within Azure AI Foundry, it provides a structured environment for discovering, evaluating, and deploying both proprietary and partner-developed models. From GPT-5’s reasoning and coding prowess to Sora-2’s groundbreaking video generation, the catalog covers a full spectrum of multimodal AI use cases. Each model comes with detailed documentation, performance benchmarks, and integration options through Azure APIs and SDKs. Azure’s infrastructure ensures regulatory compliance, enterprise security, and scalability for even the most demanding workloads. The catalog also includes specialized models like DeepSeek-R1 for scientific reasoning and Phi-4-mini-instruct for compact, instruction-tuned intelligence. By connecting models from Microsoft, OpenAI, Meta, Cohere, Mistral, and NVIDIA, Azure creates a truly interoperable environment for innovation. Built-in tools for prompt engineering, fine-tuning, and deployment make experimentation effortless for developers and data scientists alike. Organizations benefit from centralized management, version control, and cost-optimized inference through Azure’s compute network. The Azure Model Catalog represents Microsoft’s commitment to democratizing AI—bringing the world’s best models into one trusted, enterprise-ready platform.

Media

Media

No images available

Integrations Supported

Azure AI Foundry
Azure OpenAI Service
Cohere
DeepSeek R1
FLUX1.1 Pro
GPT-4.1 mini
GPT-5
GPT-5 pro
Grok 4
Grok 4 Fast
Llama 2
Microsoft 365 Copilot
Microsoft Azure
Mistral NeMo
NVIDIA DRIVE
Phi-4
Phi-4-reasoning
Sora
Sora 2
gpt-realtime

Integrations Supported

Azure AI Foundry
Azure OpenAI Service
Cohere
DeepSeek R1
FLUX1.1 Pro
GPT-4.1 mini
GPT-5
GPT-5 pro
Grok 4
Grok 4 Fast
Llama 2
Microsoft 365 Copilot
Microsoft Azure
Mistral NeMo
NVIDIA DRIVE
Phi-4
Phi-4-reasoning
Sora
Sora 2
gpt-realtime

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

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

Microsoft

Date Founded

1975

Company Location

United States

Company Website

azure.microsoft.com/en-us/blog/reasoning-reimagined-introducing-phi-4-mini-flash-reasoning/

Company Facts

Organization Name

Microsoft

Date Founded

1975

Company Location

United States

Company Website

ai.azure.com/catalog

Categories and Features

Categories and Features

Artificial Intelligence

Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)

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