---
title: "Claudio Santos (@claudiosantos) | Hashnode"
description: "Exploring Cloud Intelligence through practice and continuous Learning. Read the latest articles by Claudio Santos on Hashnode."
url: "https://hashnode.com/@claudiosantos"
---

@claudiosantos

# Claudio Santos

@claudiosantos · Belo Horizonte, Brazil · Joined January 2026

Exploring Cloud Intelligence through practice and continuous Learning

## Comments

[Thank you! I really appreciate your perspective. That shift from looking at agents individually to thinking about the behavior of the entire system is exactly what I wanted to highlight. As multi-agent architectures grow, security becomes much more about permissions, trust boundaries, communication between agents, human oversight, and governance than simply asking whether a single model is “safe.” And I agree that the most useful direction is practical AI: systems that are powerful, but also observable, controlled, and manageable in real environments. Thanks again for reading and for adding to the conversation! 🤖🔐🚀](https://hashnode.com/posts/when-ai-agents-learn-to-cooperate-security-becomes-a-system-problem/6a91c7713f29e8257aaa2e23/comment/6a9297422294e724d942cf66#reply-6a93465eb483e5736a863f7a)

Reply · Article · Aug 29 · 1 · [When AI Agents Learn to Cooperate, Security Becomes a System Problem](https://hashnode.com/posts/when-ai-agents-learn-to-cooperate-security-becomes-a-system-problem/6a91c7713f29e8257aaa2e23)

[Hi Mateo, thank you so much for your thoughtful comment. I completely agree with your point. Local AI and cloud AI should not be treated as opposite sides, but as parts of the same learning and implementation journey. Running models locally helps us understand the real impact of memory, compute, and latency, while the cloud shows how these workloads behave when scalability, reliability, and production support become necessary. Your view about a hybrid approach makes a lot of sense. In practice, that will probably be the most realistic path for many teams. Really appreciate you sharing this perspective.](https://hashnode.com/posts/running-ollama-locally-vs-in-the-cloud-a-practical-look-at-ai-infrastructure/6a2a848ba339b335c15e1f38/comment/6a2a85863b020503009c35db#reply-6a2a877b89cdb2328be981d3)

Reply · Article · Jun 11 · 1 · [Running Ollama Locally vs in the Cloud: A Practical Look at AI Infrastructure](https://hashnode.com/posts/running-ollama-locally-vs-in-the-cloud-a-practical-look-at-ai-infrastructure/6a2a848ba339b335c15e1f38)

[Excellent! Congratulations!](https://hashnode.com/forums/thread/building-sunpower-advisor-using-google-gemini-ai-to-solve-energy-challenges-in-nigeria/comment/69e19dc9f27b011bda867588)

Comment · Thread · Apr 17 · 1 · [Building SunPower Advisor: Using Google Gemini AI to Solve Energy Challenges in Nigeria](https://hashnode.com/forums/thread/building-sunpower-advisor-using-google-gemini-ai-to-solve-energy-challenges-in-nigeria)