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15 posts
A didactic guide to remember how to build a semantic layer with Cube Core, DuckDB, and Contoso: YAML semantics, Python helper, notebook implementation, and LLM usage for deterministic analytics.
A practical learning workflow inspired by a NotebookLM video: use AI to extract mental models, map expert disagreements, and test real understanding instead of collecting passive summaries.
PersonaPlex: Mastering Conversational English with NVIDIA and RunPod
As a data scientist and developer, I rely on advanced LLMs (Large Language Models) like Claude Opus, Sonnet, GPT-4.1, and GPT-4o for both architectural planning and daily coding. But I quickly learned that the same model behaves differently depending on the platform—and...
Is your laptop struggling to train Machine Learning models? Discover how RunPod can democratize your access to high-performance GPUs.
If you run a self-hosted stack on Coolify (v4), you likely have powerful AI tools like n8n, Flowise, LangFlow, and OpenSearch running side-by-side. But there is a catch: out of the box, Coolify assigns them long, random container names like n8n-cs0gs0kogswgsgwk....
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...
If you are building AI applications, RAG (Retrieval-Augmented Generation) pipelines, or just need a powerful search engine, you need a Vector Database. While services like Pinecone are great, they get expensive.
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...
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.
Docling Chunkers: Overview and Comparison
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.
A comprehensive guide for self-hosting AnythingLLM with Docker, Caddy, and Ollama
How I built a production-ready MCP server for Mexican economic data and what I learned along the way
In the fast-paced world of software development, efficiency is everything. What if you could bring the power of a cutting-edge AI directly into your terminal, ready to answer questions, explain code, and generate commands without ever leaving your command line? That’s...