LM-Kit - Enterprise-Grade C# Toolkits for AI Agent Integration

What is LM-Kit?

LM-Kit.NET delivers Multimodal Generative AI systems for .NET, enabling AI Agent customization, new Agent creation, and Multi-Agent orchestration. Its data processing, text analysis, translation, text generation, and model optimization tools integrate seamlessly into C# and VB.NET, empowering developers with cutting-edge AI solutions.

LM‑Kit products are continuously optimized to reduce computational load for most AI tasks, enabling efficient on‑device inference. By processing data locally—and leveraging Small Language Models (SLMs)—LM‑Kit minimizes resource usage, reducing latency and improving response times without relying on remote servers.

Features

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 Summarization: Generate concise and accurate summaries from lengthy text.
Text Quality Evaluation: Evaluate content quality metrics.
Smart Memory: Enrich agent responses by integrating external knowledge or past interaction context.
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.
Keyword Extraction: Extract essential keywords from large text.
Code Analysis: Process programming code.
Image Analysis: Examine and interpret images using vision-based tasks.
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.

Use Cases

Building AI-powered chatbots and conversational AI systems.
Developing question-answering applications.
Creating intelligent data extraction tools.
Implementing retrieval-augmented generation for enhanced content creation.
Integrating text analysis features like sentiment and emotion analysis.
Developing custom text classification systems.
Automating text translation and language detection
Building tools with text enhancement features, including text summarization, grammar and spell correction.

FAQs

What is the pricing model for LM-Kit.NET?

LM-Kit.NET offers a Professional License on an annual subscription basis, with pricing varying based on the number of application licenses. A Community License is available for free for companies with fewer than 20 employees.
What operating systems does the Professional License Support?

Professional License support Windows, Linux, macOS, and forthcoming.
Is there a free trial available?

Yes, there is an instant free trial available with no limits and no signup required.
What is the refund policy?

LM-Kit offers a 30-day money-back guarantee.