antsk
Integrate custom OCR into AntSK by implementing IOcrEngine and using WithCustomImageOcr in KMService.cs to index and search image documents.
How AntSK Handles File Uploads and Document Processing: A Complete Pipeline Guide**AntSK processes file uploads through a multi-stage pipeline that saves files to disk, validates them via KMService, queues background import tasks through BackgroundTaskBroker, and processes documents using KernelMemory with ...
How to Diagnose and Fix Model Connection Issues in AntSK: A Complete Debugging GuideTroubleshoot AntSK model connection issues. Learn common causes like endpoint misconfiguration and network blocks. Debug your AI model connections effectively with this guide.
How to Manage Chat History in AntSK: 7 Proven Strategies for Persistent ConversationsDiscover 7 proven strategies to effectively manage chat history in AntSK using Semantic Kernel and local storage. Maintain persistent, isolated conversations with ease.
Best Practices for Implementing Custom Prompt Templates for Knowledge Base Queries in AntSKLearn best practices for AntSK custom prompt templates. Master required placeholders like {{$doc}} and {{$input}} for effective knowledge base queries with Semantic Kernel. Boost your chatbot's accuracy.
Integrating Ollama via OpenAI-Compatible API Endpoint in AntSK: A Complete GuideIntegrate Ollama with AntSK using its OpenAI-compatible API endpoint. This guide explains how AntSK redirects API calls to your local Ollama server for chat completions and embeddings.
How to Configure LlamaFactory for Local Model Inference in AntSKLearn how to configure LlamaFactory for local model inference in AntSK. Expose local models via an OpenAI-compatible API by setting up modelList.json and starting your service.
SendKmsByAppAsync Execution Flow: Tracing Knowledge Base Q&A in AntSKExplore SendKmsByAppAsync execution flow for AntSK knowledge base Q&A. Understand document retrieval, semantic search, reranking, and LLM calls for real-time answers.
How the ServiceDescription Attribute Powers Dependency Injection in AntSKDiscover how the ServiceDescription attribute in AntSK simplifies dependency injection. Learn to self-declare service interfaces and lifetimes for cleaner code and less boilerplate.
How Kernel Memory Handles Document Ingestion and Search in AntSKDiscover how AntSK uses Kernel Memory for efficient document ingestion and filtered vector searches with KMS tags, optimizing RAG workflows for precise retrieval.
Configuration Options for Vector Storage in AntSK: Disk, Memory, Qdrant, and RedisExplore AntSK vector storage options: Disk, Memory, Qdrant, and Redis. Learn how to configure storage for your AI applications with Kernel Memory.
How AntSK Uses Background Task Processing for Knowledge Base Document ImportLearn how AntSK uses background task processing with BlockingCollection and hosted workers to efficiently import knowledge base documents asynchronously for chunking, embedding, and persistence.
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