Create AI Powered Chatbot in .NET Applications
Unleash the Power of AI Agents in Your .NET Applications
Elevate .NET Applications with AI Agent Orchestration
LM-Kit.NET enables the seamless integration and orchestration of advanced AI agents within .NET applications. Enhance functionality and automate complex tasks with powerful Chatbot, Question Answering, and Function Calling capabilities. Leveraging lightweight Large Language Models (LLMs) that run entirely on-device, LM-Kit ensures fast, secure, and private processing without reliance on cloud services.
Chatbot / Conversational AI
Intelligent Multi-Turn Conversations for Enhanced User Interaction
Implement chatbots capable of understanding context and maintaining meaningful, multi-turn dialogues. LM-Kit’s orchestration capabilities allow for the creation of conversational agents that deliver personalized and interactive experiences.
Key Features
Contextual Dialogue Management
Maintains conversation history to respond appropriately based on the entire dialogue.
Advanced Natural Language Processing
Utilizes state-of-the-art AI models for human-like comprehension and responses.
Customizable Interaction Patterns
Allows tailoring of chatbot behavior to align with specific application needs.
Event-Driven Architecture
Supports custom logic integration before and after message processing.
On-Device Execution
Ensures data privacy by processing conversations locally on the user's device.
Easy Integration
Facilitates seamless incorporation into existing .NET applications.
Advanced Text Generation Control
Benefits
Enhanced Response Quality
Deliver coherent and contextually appropriate replies by leveraging advanced sampling strategies like RandomSampling and MirostatSampling, ensuring high-quality interactions.
Efficient Development
Easily integrate advanced text generation controls into your .NET applications, reducing development time and complexity.
Flexible Output Formatting
Enforce specific syntax rules using Backus-Naur Form (BNF) or JSON schemas to ensure generated text adheres to predefined formats, facilitating easier data extraction and parsing.
Operational Efficiency
Automate complex conversational tasks effectively, freeing up resources for higher-value activities and reducing operational costs.
Improved User Satisfaction
Provide accurate and personalized conversations that adapt to user input, enhancing engagement and building trust.
Greater Control Over Output
Fine-tune the likelihood of specific words or phrases appearing in responses and prevent repetitive or undesired outputs by adjusting token probabilities and applying repetition penalties. This allows you to align the chatbot's behavior precisely with your application's requirements.
Enhanced Privacy
Maintain user data security by processing conversations locally on the device, complying with privacy regulations and boosting user confidence.
Explore Usage Examples
Multi-Turn Chat
Multi-Turn Chat with Chat History Guidance
Multi-Turn Chat with Coding Assistant
Multi-Turn Chat with Custom Sampling
Multi-Turn Chat with Persistent Session
Question Answering
Provide Accurate Answers from Your Data Sources
Unlock the power of your company’s data and information repositories with LM‑Kit’s advanced Question Answering capabilities. By generating precise answers based on your data sources, LM‑Kit enables your applications to deliver reliable information swiftly, enhancing user experience and operational efficiency.
Key Features
Rapid Response Generation
Delivers quick answers due to streamlined processing without context overhead.
High-Precision Information Retrieval
Leverages advanced AI to provide accurate and relevant answers.
Configurable Output
Allows customization of responses to suit application tone and style.
Straightforward Integration
Integrates with minimal code changes into existing applications.
Benefits
Enhanced User Satisfaction
Improves user experience with instant, accurate answers.
Scalable Query Handling
Efficiently manages high volumes of user queries.
Data Security
Processes queries on-device, safeguarding user data.
Time Savings
Reduces time users spend searching for information.
Customizable Responses
Aligns answers with domain-specific requirements.
Operational Efficiency
Streamlines information retrieval processes.
Explore Usage Examples
Single Turn Chat
Function Calling (or Tool Calling)
Automate Operations with Natural Language Commands
Key Features
Model-Agnostic Function Calling
Implement function calling with any language model, regardless of size or pre-training. LM‑Kit's innovative core technology makes function calling universally accessible without the need for specialized models or prompts.
Dynamic Function Registration
Easily enable methods in your code for function calling using simple [LMFunction] annotations. Import functions from class definitions or instantiated objects, providing flexibility in how you organize your code.
Human-in-the-Loop (HIL)
Incorporate optional human verification to gain control over function execution by reviewing, modifying, or approving parameters before functions are invoked.
Rich Parameter Support
Define functions with complex parameters, including arrays, DateTime, and other advanced types. LM‑Kit supports a wide range of parameter types for sophisticated function definitions.
Ease of Integration with .NET
Built entirely on .NET, LM‑Kit's function calling support eliminates the need for complex JSON definitions or parsing. Leverage simple annotations and familiar .NET constructs for seamless integration into your applications.
Exceptional Accuracy
Achieve state-of-the-art accuracy in function selection and parameter extraction, even with smaller models. LM‑Kit's use of dynamic sampling enhances performance and precision in understanding user intents.
Empower Your Applications with Active Intelligence
By leveraging these powerful features, LM‑Kit transforms your applications into intelligent systems capable of autonomous decision-making and action execution. This shift from passive response to active engagement allows your AI agents to interact seamlessly with environments, perform complex tasks efficiently, and deliver enhanced user experiences that drive innovation and competitiveness.
Benefits
Foundation for Autonomous AI Agents
Function calling is essential for creating AI agents that can perform tasks, make decisions, and interact with environments autonomously. LM‑Kit provides the tools to build sophisticated AI agents effectively.
Enhanced User Interactions
Transform user experiences by enabling AI agents to perform actions beyond text generation. Access databases, control devices, or execute code in response to natural language inputs.
Workflow Automation and Efficiency
Automate complex operations and reduce manual effort by allowing AI agents to handle routine tasks. Streamline workflows and enhance productivity across various applications.
Customization and Extensibility
Easily expand your application's capabilities by adding new functions. LM‑Kit's flexible design allows you to tailor functionality to meet specific needs and requirements.
Data Privacy and Security
Execute functions on-device to ensure data remains secure and private. Provide a reliable solution for applications where data privacy is paramount.
Scalable and Future-Proof
Handle numerous functions with complex parameters without sacrificing performance. LM‑Kit's scalable architecture prepares your applications for future growth and complexity.
Explore Usage Examples
Single Function Calling
Why Choose LM-Kit for AI Agent Orchestration?
LM-Kit provides a robust and flexible toolkit for integrating and orchestrating advanced AI agents within .NET applications.
High Accuracy and Precision
Delivers precise conversational and functional capabilities using advanced AI models.
Customizable and Flexible
On-Device Processing
Enhances data security by eliminating the need for cloud-based processing.
Optimized Performance
Offers rapid response times suitable for various hardware environments.
AI Agent Orchestration in Action
Organizations across industries are leveraging LM-Kit to orchestrate AI agents, enhancing user engagement, automating support, and streamlining operations. From sophisticated chatbots to natural language-driven automation, the potential applications are extensive.
Get Started Today
Integrate advanced AI agents into .NET applications with ease. Explore the free trial—no registration required—and experience the capabilities of LM-Kit firsthand. Download the SDK via NuGet and begin transforming applications with cutting-edge AI technology.
Contact Us
For inquiries or assistance, connect with our experts to explore how LM-Kit can enhance AI strategies within applications.