AI

Deploying AI tools like Langflow on self-hosted hardware (like the generous Oracle Cloud ARM Free Tier) gives you total control over your data and costs. While tools like Coolify make deployment easy, Langflow has a few quirks regarding data persistence and admin authentication that can cause headaches—like data disappearing after...

MCPO (Model Context Protocol OpenAPI Proxy) is a tool that exposes MCP server tools as OpenAPI endpoints, making them easy to integrate with platforms like Open WebUI. I previously wrote a detailed post on manual MCPO installation and configuration: 🚀 Installing and Configuring MCPO for Open WebUI – A Complete Guide....

Docling Chunkers: Overview and Comparison Docling provides several chunkers for splitting documents into semantically meaningful pieces, each with different strategies and sophistication: 1. BaseChunker 2. HierarchicalChunker 3. HybridChunker Summary Table: Chunker Structure-Aware Sliding Window Semantic Coherence Use Case Sophistication BaseChunker No No Low Simple, unstructured docs Basic HierarchicalChunker Yes No...

This tutorial demonstrates how to use Docling to convert PDF documents to Markdown, JSON, and other formats. We’ll use the Mexican Constitution (Constitución Política de los Estados Unidos Mexicanos – CPEUM) as our practical case study. What is Docling? Docling is a powerful Python library for document processing that: Key...

📝 Introduction Today I successfully set up MCPO (MCP-to-OpenAPI) to work seamlessly with Open WebUI, providing access to powerful external APIs through the Model Context Protocol. This post documents the entire process, scripts, and configuration needed for a smooth installation. 🎯 What is MCPO? MCPO is a bridge that converts...