Released: Jan 31, 2026

2026.1.5 での更新項目

機能

• Extended the LMKit.Agents namespace with comprehensive agent framework.
  • Core classes: Agent, AgentBuilder, AgentExecutor, AgentRegistry.
  • Configuration: AgentCapabilities, AgentIdentity, AgentExecutionOptions.
  • Execution tracking: AgentExecutionResult, AgentExecutionStatus.
• Introduced the LMKit.Agents.Orchestration namespace.
  • IOrchestrator interface with PipelineOrchestrator, ParallelOrchestrator, RouterOrchestrator, and SupervisorOrchestrator implementations.
  • Supporting classes...

Released: Jan 27, 2026

2026.1.4 での更新項目

機能

• Added model cards for whisper-large2 and devstral-small2.
• Introduced the LMKit.Speech.Dictation namespace with Formatter, Command, CommandInfo, CommandMatch, and FormatterOptions classes for dictation text formatting.
• Added the SuppressHallucinations property to the SpeechToText class.
• Added the SuppressNonSpeechTokens property to the SpeechToText class.
• Improved SpeechToText accuracy.

不具合の修正

• Resolved compilation issue with MAUI for macOS.

Released: Jan 17, 2026

2026.1.3 での更新項目

機能

• Introduced the NamedEntityRecognitionTrainingDataset class.
• Improved confidence metrics computation.
• Improved the target language support of the summarizer engine.

不具合の修正

• Text attachments were not correctly processed in some tasks.

Released: Jan 11, 2026

2026.1.2 での更新項目

機能

• Added the DeleteDocument and DeleteDocumentAsync methods to the DocumentRag class.
• Added AddDataSource and AddDataSourceAsync overloads to the RagEngine class that load an existing DataSource from a vector store.
• Added LoadWarnings and HasLoadWarnings properties to the DataSource class for inspecting sections that could not be read during partial loading.
• Introduced the LoadWarning class.
• Added model cards for nemotron3-nano and falcon-h1r:7b.
• Added support for the LMKIT_MODELS_DIR...

Released: Jan 4, 2026

2026.1.1 での更新項目

機能

• Added the ModelID property to the LM class.
• Added PromptTokenCount and PromptProcessingRate properties to the TextGenerationResult class.
• Added the GeneratedTokenCount property to the TextGenerationResult class.
• Introduced the AttachmentReference class.
• Added GetText and GetTextAsync overloads to the Attachment class that take a page range as a parameter.
• Added the Structured and Auto members to the TextOutputMode enumeration.
• Added SetText overloads to the Attachment class that accept a page...

Released: Dec 13, 2025

2025.12.4 での更新項目

機能

• General performance enhancements.
• Improved task accuracy with Ministral models.
• Improved accuracy of the VlmOcr engine.

不具合の修正

• Fixed unsupported Unicode characters in TextExtractionElement.Name.

Released: Dec 8, 2025

2025.12.2 での更新項目

機能

• Introduced the VlmOcr class.
• Added support for LightOnOCR model.
• Added model cards for qwen3-vl:30b and lightonocr1025:1b.
• General performance enhancements.
• Voice activity detection accuracy improvements.
• Embedding performance enhancements.

Released: Dec 3, 2025

2025.12.1 での更新項目

機能

• Added Message constructor overloads taking attachment as parameter.
• Added Expand method overload to the Rectangle class, allowing asymmetric expansion on each side.
• Added support for Ministral V3 models.
• Added model cards for ministral3:3b, ministral3:8b and ministral3:14b.
• General performance enhancements.

Released: Nov 22, 2025

2025.11.3 での更新項目

機能

• Added support for Qwen3 embedding models.
• Added model cards for qwen3-embedding:0.6b, qwen3-embedding:4b, and qwen3-embedding:8b.
• General performance enhancements.
• Faster Vulkan backend.

Released: Nov 12, 2025

2025.11.2 での更新項目

機能

• Added a native assembly targeting .NET 10.
• General performance enhancements.