Accelerate Your AI-Powered Application Development
Discover LM-Kit.NET, a cutting-edge, cross-platform SDK designed to seamlessly integrate advanced Generative AI capabilities directly into your .NET applications. Whether you’re building complex text-generation engines, chatbots, or content retrieval systems, LM-Kit.NET empowers your development team with native AI performance on any device, from local servers to cloud environments.
LM-Kit.NET simplifies the integration of AI technologies, providing a powerful, flexible toolkit that enables you to deploy state-of-the-art AI solutions with minimal effort. Unlock the potential of Generative AI in your projects and significantly reduce development time with this comprehensive SDK.
Key Features at a Glance
On-Device LLM Inference++
Run LLM models directly on your hardware, ensuring lightning-fast performance, enhanced security, and full control over your data. Avoid latency caused by cloud-based models, and keep sensitive information within your secure environment.
Leverage cutting-edge inference systems, continuously optimized to run LLMs up to 10x faster than conventional frameworks.
Wide Range of [Gen.] AI Capabilities
From text generation to multi-turn Q&A systems, LM-Kit.NET offers an extensive array of features designed to meet diverse business needs. With features like text translation, text enhancement, Natural Language Processing (NLP), function calling, structured content extraction and custom classification, you can customize your application for any use case.
Generative AI for C# & VB.NET
LM-Kit.NET brings advanced AI functionalities to any kind of .NET apps, empowering developers with capabilities like text generation, chat assistance, content retrieval, and much more—all through a simple, native API interface.
Hybrid CPU + GPU Inference
Maximize performance with hybrid inference, leveraging both CPU and GPU resources for demanding AI models. LM-Kit.NET supports specialized acceleration across NVIDIA CUDA, AMD, and Apple Metal for unparalleled performance on any hardware.
Why Choose LM-Kit.NET?
Optimized for High Performance
LM-Kit.NET has been engineered to ensure top-tier performance across all platforms. Whether your AI models are running on NVIDIA GPUs with CUDA, Apple devices using Metal, or multiple GPUs with Vulkan, LM-Kit.NET automatically optimizes for the specific strengths of each device.
Enhanced Privacy and Security
Process data locally with LM-Kit.NET’s on-device AI inference system. There’s no need to send sensitive information to the cloud, providing unparalleled control over your data and compliance with data protection regulations like GDPR and HIPAA.
Continuously Improved
LM-Kit.NET is developed with a continuous innovation approach, driven by a dedicated R&D team. The team rapidly integrates the latest AI discoveries and research publications, with a strong focus on enhancing both security and performance. This ensures that the SDK evolves with the newest advancements, providing you with cutting-edge tools, top-tier speed, and robust security for AI development.
Seamless Integration, Minimal Configuration
Deploy LM-Kit.NET into your .NET applications quickly and efficiently with zero external dependencies. The SDK is distributed as a single NuGet package, making integration as simple as a few clicks. With native C# APIs and cross-platform compatibility, LM-Kit.NET allows you to leverage advanced AI with minimal setup.
A Comprehensive AI Toolkit for All Your Needs
LM-Kit.NET delivers a vast array of low-level APIs for developers looking to build custom AI pipelines, along with high-level functionalities across multiple domains. Key capabilities include:
Text Generation
Automatically generate coherent, contextually relevant text across various domains, from articles to chat responses and marketing content. LM-Kit.NET offers a range of sampling strategies, including temperature, top-k, mirostat, and nucleus sampling, along with custom sampling capabilities. Users can also build fully customized sampling pipelines to suit specific needs.
Additionally, the Toolkit includes APIs for guiding text completion with advanced bias strategies, ensuring that generated content meets specific requirements and adheres to desired guidelines. This enables precise control and optimal use of language models to produce high-quality, contextually appropriate content.
Text Enhancement
Improve the quality of your text with advanced grammar and spell checking capabilities, ensuring error-free writing. Additionally, LM-Kit.NET offers powerful text rewriting capabilities, allowing you to adapt content to different communication styles and languages, ensuring your message is clear, polished, and consistent for your intended audience. Whether for formal writing, casual conversations, or any custom tone, the system enhances both correctness and stylistic appropriateness across various languages.
Text Translation and Language Detection
Seamlessly convert text between multiple languages with high accuracy, maintaining the original meaning and context. LM-Kit.NET’s translation capabilities include robust language detection support, ensuring that the correct language is automatically identified before translation. Whether you’re developing multilingual applications or need real-time translation, LM-Kit.NET ensures smooth communication across global markets.
Information Retrieval
Efficiently retrieve relevant information from large datasets or external sources using Retrieval-Augmented Generation (RAG). RAG enhances AI models by integrating up-to-date and accurate data into text generation or question-answering tasks, ensuring that the output is both highly relevant and factually grounded.
Advanced Natural Language Processing Capabilities
Apply cutting-edge NLP methods such as text classification, sentiment analysis, entity recognition, sarcasm detection, emotion detection, and language modeling to extract meaningful insights from text. LM-Kit.NET enables you to process and interpret language data for a variety of tasks like automating content analysis, detecting nuanced communication, improving customer interactions, or enhancing decision-making.
Structured Output Generation
Extract structured information based on a predefined scheme. LM-Kit.NET can transform unstructured text into any predefined JSON format or other data formats. This capability allows you to organize content in structured formats, making it ideal for applications like report generation, data extraction, or database population.
Code Analysis and Generation
Automate the analysis of programming code to detect bugs, improve code quality, or provide code recommendations. LM-Kit.NET’s code processing capabilities help streamline development workflows, making it easier for developers to build, document, debug, and optimize their software projects.
Function Calling
Dynamically invoke specific functions within your application based on generated or analyzed text. LM-Kit.NET’s function calling capability allows seamless integration of AI with your existing software, automating tasks such as scheduling, calculations, or database queries based on natural language input.
Model Fine-Tuning
Customize pre-trained AI models to suit your specific use cases, allowing you to optimize performance for your business needs. LM-Kit.NET simplifies the process of fine-tuning models, helping you leverage the power of large language models without requiring extensive machine learning expertise.
And much more…
AI Inference at the Edge: Speed, Security, and Control
LM-Kit.NET offers on-device AI inference, meaning your applications can process AI models directly on hardware, reducing response times and increasing security. This approach ensures that sensitive data never leaves your environment, making it an ideal choice for industries where data privacy is critical, such as finance, healthcare, and defense.
Edge Processing Benefits:
Reduced Latency
Running AI models on the edge enables real-time responses by eliminating delays from remote server processing, provider throttling, and the risk of failed web requests. This ensures faster and more reliable application performance.
Improved Security
Processing data locally reduces exposure to external threats by eliminating the need for data transmission over networks. This minimizes the risk of breaches and ensures compliance with data privacy regulations, making it ideal for handling sensitive information.
Lower Bandwidth Usage
By performing computations locally, your applications require less data to be transferred over the network, drastically reducing bandwidth consumption. This not only helps in cutting operational costs but also ensures faster response times, even in environments with limited or unstable connectivity.
No Dependency on Third Parties
Since edge processing runs locally, there’s no reliance on external service providers like OpenAI or other cloud platforms. This eliminates unpredictable additional costs associated with third-party usage, ensuring a more stable and cost-effective solution.
Unleash the Full Potential of Generative AI
in Your .NET Applications
LM-Kit.NET is the complete solution for integrating Generative AI into your .NET applications. With features such as multi-turn conversations, structured output generation, and dynamic function calling, the SDK supports the development of highly sophisticated AI-driven systems.
Leverage model quantization and fine-tuning tools to optimize performance for your specific use cases, ensuring you always have the most efficient AI models running in production.
Supported Hardware and Frameworks
LM-Kit.NET is compatible with a wide range of hardware and software environments, ensuring smooth operation on:
Windows
Linux
macOS
Additionally, LM-Kit.NET supports multiple versions of the .NET framework, from 4.6.2 to the latest releases, offering separate binaries optimized for specific versions to guarantee peak performance.
Get Started Today
Unlock the full power of Generative AI for your applications with LM-Kit.NET. Whether you’re looking to enhance your user experience, increase efficiency, or expand into new AI-driven features, LM-Kit.NET provides the tools to get you there faster.
Transform your .NET application with seamless AI integration and stay ahead in the rapidly evolving world of Generative AI.
Contact Us
Have questions or need support? Reach out to our team today and discover how LM-Kit.NET can accelerate your AI strategy.