Build Smarter Apps with Language Models
Enterprise-Grade .NET SDK for building LLM Applications
Generative AI for .NET Applications
On-Device LLM Orchestration for C#
LM-Kit.NET brings advanced Generative AI to .NET applications via on-device LLM inference, offering fast, secure, and private AI without cloud dependence. Features include AI chatbots, natural language processing (NLP), retrieval-augmented generation (RAG), structured data extraction, text enhancement, translation, and more. Easily integrate to unlock Generative AI in your C# and VB.NET projects.
AI Inference at the Edge
Not every problem requires a massive LLM to be solved!
LM-Kit products are continuously optimized to reduce computational load for most AI tasks, enabling efficient AI inference directly on your device. By processing data locally, LM-Kit minimizes resource usage, reducing latency and improving response times without relying on remote servers.Ā š³
Local data processing enhances security by keeping your information on-device, while also ensuring smooth performance, even on resource-constrained systems.Ā
Edge Gen-AI Processing
Fast and reliable AI integration with on-device processing
Reduced latency - faster response times
Significantly enhance user experience
Deploy AI models securely to Devices
Privacy and security guaranteed, locally and in the cloud
Upgrade Your Application's AI Integration and Accelerate Your Go-to-Market Strategy
Get started with LM-Kit today!
Executing Gen-AI with Native SDKs
Your Fully Featured Gen-AI Solution Toolkit Framework Engine
LM-Kit provides a robust set of low-level and high-level functionalities designed to enhance AI applications across various domains.
Easily build custom inference pipelines and seamlessly integrate advanced AI capabilities with LM-Kit’s comprehensive and efficient toolset:
Q&A: Provide answers to queries with both single and multi-turn interactions.
Text Generation: Create relevant text automatically.
Constrained Generation: Generate text within constraints using JSON schema, grammar rules, templates, or other methods to enforce structure.
Text Correction: Correct spelling and grammar.
Text Rewriting: Rewrite text with a specific style.
Text Translation: Seamlessly convert text between languages.
Language Detection: Identify text language accurately.
Text Quality Evaluation: Evaluate content quality metrics.
Retrieval-Augmented Generation (RAG): Improves text generation by retrieving and integrating relevant external information.
Function Calling: Invoke your application's specific functions dynamically.
Embeddings: Convert text to numerical representations that capture meaning.
Structured Data Extraction: Accurately extract and structure data from any source using customizable extraction schemes.
Custom Classification: Categorize text into predefined classes.
Sentiment Analysis: Detect the emotional tone in text.
Emotion Detection: Identify specific emotions in text.
Sarcasm Detection: Detect sarcasm in written text.
Code Analysis: Process programming code.
Model Quantization: Optimize models for efficiency.
Model Fine-Tuning: Customize pre-trained models.
LoRA Integration: Merge Low-Rank Adaptation (LoRA) transformations into base models for efficient fine-tuning.
Plus More: Explore additional features to enhance your applications...
Unmatched Performance on any Hardware , Anywhere
LM-Kit aims to provide seamless Gen-AI capabilities with minimal configuration and top-tier performance across diverse hardware setups.
Whether deployed locally or in the cloud, LM-Kit is engineered to deliver optimal performance.
- Zero dependencies
- Native support for Apple ARM with Metal acceleration and Intel
- Supports AVX & AVX2 for x86 architectures
- Specialized acceleration using CUDA and AMD GPUs
- Hybrid CPU+GPU inference to boost performance for models exceeding total VRAM capacity
Trusted by Professionals Worldwide
Trusted by professionals worldwide, LM-Kit is the go-to solution for experts around the globe. Our commitment to excellence and innovation has earned us recognition and accolades within the tech community. Discover why industry leaders choose LM-Kit for their AI integration needs.
