THE BLOG.
Deep dives into software architecture, AI engineering, and building the next generation of digital products.

Beyond the Chatbot: A Technical Agent with RAG, Scraping, and Vision
How an AI agent combines official documentation, solved forum discussions, and screenshot analysis to answer technical questions with better context.

OmniCRM: From Conversation to Commercial Operation in One Platform
How we connected multichannel service, lead intelligence, proposals, projects, and campaigns so that every customer conversation can become actionable commercial context.

How We Built an MCP to Access and Manage Trello Cards Safely
How a controlled MCP layer turned Trello into a safe operational tool for AI agents without exposing credentials or granting unrestricted access.

Beyond the Chat: Building a Multi-Model AI Interface
How FastApp turns a chat interface into a production-oriented AI layer with dynamic model routing, optional web search, persistent threads, and real-time streaming.

Digital Shop Floor: Production Control That Keeps Working
How a local-first industrial web application brings production reporting, stoppages, scrap, teams, and quality inspections into one reliable workflow.

AposenteJá: From Retirement Intake to Secure Document Operations
How we turned a sensitive retirement-intake process into a structured workflow with private uploads, operational tracking, and deliberate document controls.

AI in Ops Center: Natural Language with Operational Control
How we combined LangGraph, OpenRouter, typed tools, deterministic guardrails, and continuous evaluation to make AI useful—and safe—in real operations.

AI Customer Support Without Losing Context—or Operational Control
How an asynchronous, memory-aware support system turns fragmented messages into reliable conversations without treating AI as the entire product.

Building Scalable AI Agents with LangGraph
Learn how to architect complex autonomous systems using state-of-the-art graph-based AI orchestration.