LM-Kit.NET のリリース
Released: Jul 9, 2026
2026.7.2 での更新項目
機能
- Added support for PDF to PDF/A conversion (LMKit.Document.Pdf.PdfAConverter): converts existing PDFs to PDF/A-1b, 2b or 3b (ISO 19005).
- Semantic chunk quality gate (LMKit.Retrieval.ChunkQuality): Added new public SemanticChunkQualityGate which scores chunks before embedding generation with rejection support.
Released: Jul 1, 2026
2026.7.1 での更新項目
機能
- Improved inference speed.
- Improved Document to Markdown converter accuracy and speed.
- Improved Categorization engine with EML files.
Released: Jun 22, 2026
2026.6.4 での更新項目
機能
- Made context hibernation improvements.
- Improved inference speed.
- Added KV Cache quantization support. Introduced new property 'Configuration.EnableKVCacheQuantization'.
Released: Jun 15, 2026
2026.6.3 での更新項目
機能
- Improved inference speed.
- Improved overall extraction accuracy.
Released: Jun 9, 2026
2026.6.2 での更新項目
機能
- Improved inference speed with structured content extraction with MTP and draft models.
Released: Jun 8, 2026
2026.6.1 での更新項目
機能
- Added a model card for
gemma4:12b: Google Gemma 4 11.9B dense model with 256K context, hybrid sliding/global attention, vision, tool calling, math, coding, and reasoning support. gemma4:12b is now the replacement model for the deprecated gemma3:12b.
- Added draft model support. Introduced a new 'LM.DraftModel' property.
- Improved inference speed.
Released: May 31, 2026
2026.5.6 での更新項目
機能
- Added model card for
paddleocr-vl-1.6:0.9b: PaddleOCR-VL 1.6, an ultra-compact 0.9B vision-language model for document parsing (OCR, tables, formulas, charts, text spotting, seals, layout analysis), reaching 96.33% on OmniDocBench v1.6 (state of the art). Architecturally compatible with 1.5 for drop-in migration. The paddleocr-vl:0.9b model card is now deprecated in favor of paddleocr-vl-1.6:0.9b.
- Added PostgreSQL pgvector integration (
LM-Kit.NET.Data.Connectors.PgVector): a new...
Released: May 28, 2026
2026.5.5 での更新項目
機能
- Context hibernation policy (
HibernationMode, IKVCache, Configuration, MultiTurnConversation, PdfChat, RagChat, AgentExecutor): new HibernationMode enum (Auto, None, Forced), per-conversation IKVCache.HibernationMode get/set property on every multi-turn conversation type, and a process-wide Configuration.DefaultContextHibernationMode that seeds the value on every new conversation. In Forced mode the runtime hibernates the KV-cache to disk in the background at the end of every turn...
Released: May 24, 2026
2026.5.4 での更新項目
機能
- Stream-based model loading (
LMKit.Model): new LM(Stream) loads GGUF and LMK archives from a stream; LM.LoadEncryptedFromStream(...) does the same for encrypted GGUF (.lmke). No on-disk extraction.
- Markdown attachment support (
LMKit.Data.Attachment, LM-Kit.Server): .md / .markdown files are now recognized as plain-text attachments (text/markdown), handled identically to .txt end to end.
- Multi-Token Prediction (MTP) self-speculative decoding: a new generation accelerator for models...
Released: May 18, 2026
2026.5.3 での更新項目
機能
- Added Windows ARM64 platform support: LM-Kit.NET now ships native binaries for Windows ARM64 alongside the existing Windows x64, Linux x64, Linux ARM64, and macOS Universal targets. Covers Snapdragon X / Copilot+ PCs, Surface Pro X / Surface Pro 9 (5G), Windows Dev Kit 2023, and other Qualcomm-powered Windows 11 devices. The base
LM-Kit.NET package now contains a runtimes/win-arm64/native/ folder with the default CPU (ARM Neon) and Vulkan backends (Qualcomm Adreno acceleration via Vulkan...
