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2 posts

Apr 16, 2026 · 17 min read

I Integrated AI Agents Into Our Data Pipelines. Here's What Actually Worked.

The agents were good. But they hit a ceiling I didn't expect — and the thing that broke through it wasn't a better model. It was a knowledge base.

ai-agentsdata-engineeringmcp
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Apr 15, 2026 · 25 min read

MCP, Agentic Workflows, and Guardrails: A Production Field Guide

What Model Context Protocol actually looks like in a real engineering workflow — how to set up context servers, build guardrails that earn trust, and integrate agents where they matter.

mcpai-agentsguardrails
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Bruno Mentges de Carvalho

Senior Data & AI Engineer — Rio de Janeiro, GMT-3

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