--- 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 ### [When AI Agents Learn to Cooperate, Security Becomes a System Problem](https://claudiosantos.hashnode.dev/when-ai-agents-learn-to-cooperate-security-becomes-a-system-problem?utm_source=hashnode&utm_medium=feed) What the OpenAI and Hugging Face incident teaches us about emergent coordination, agentic systems, and the next phase of cybersecurity 21 min read · [claudiosantos.hashnode.dev](https://claudiosantos.hashnode.dev/when-ai-agents-learn-to-cooperate-security-becomes-a-system-problem?utm_source=hashnode&utm_medium=feed) [2](https://hashnode.com/posts/when-ai-agents-learn-to-cooperate-security-becomes-a-system-problem/6a91c7713f29e8257aaa2e23) [Aug 28](https://hashnode.com/posts/when-ai-agents-learn-to-cooperate-security-becomes-a-system-problem/6a91c7713f29e8257aaa2e23) ### [Amazon Bedrock AgentCore Harness: A Configuration-Driven Path to Production AI Agents](https://claudiosantos.hashnode.dev/amazon-bedrock-agentcore-harness-a-configuration-driven-path-to-production-ai-agents?utm_source=hashnode&utm_medium=feed) Build enterprise-ready agents by focusing on models, instructions, tools, permissions, memory, and business logic while AWS manages the operational foundation 25 min read · [claudiosantos.hashnode.dev](https://claudiosantos.hashnode.dev/amazon-bedrock-agentcore-harness-a-configuration-driven-path-to-production-ai-agents?utm_source=hashnode&utm_medium=feed) [Jun 25](https://hashnode.com/posts/amazon-bedrock-agentcore-harness-a-configuration-driven-path-to-production-ai-agents/6a3d3129ddb44fe2c363b971) ### [The AI Race Is No Longer About Chatbots](https://claudiosantos.hashnode.dev/the-ai-race-is-no-longer-about-chatbots?utm_source=hashnode&utm_medium=feed) How OpenAI, Google, Claude, and Codex are reshaping the next phase of intelligent software Article 15 min read · [claudiosantos.hashnode.dev](https://claudiosantos.hashnode.dev/the-ai-race-is-no-longer-about-chatbots?utm_source=hashnode&utm_medium=feed) [Jun 16](https://hashnode.com/posts/the-ai-race-is-no-longer-about-chatbots/6a31619e8e8bac5b472db04f) ### [Running Ollama Locally vs in the Cloud: A Practical Look at AI Infrastructure](https://claudiosantos.hashnode.dev/running-ollama-locally-vs-in-the-cloud-a-practical-look-at-ai-infrastructure?utm_source=hashnode&utm_medium=feed) A real-world reflection on testing a local machine learning model with Ollama on a personal Windows 11 notebook, and why cloud environments still matter for companies that need speed, scale, and reliability. 9 min read · [claudiosantos.hashnode.dev](https://claudiosantos.hashnode.dev/running-ollama-locally-vs-in-the-cloud-a-practical-look-at-ai-infrastructure?utm_source=hashnode&utm_medium=feed) [2](https://hashnode.com/posts/running-ollama-locally-vs-in-the-cloud-a-practical-look-at-ai-infrastructure/6a2a848ba339b335c15e1f38) [Jun 11](https://hashnode.com/posts/running-ollama-locally-vs-in-the-cloud-a-practical-look-at-ai-infrastructure/6a2a848ba339b335c15e1f38) ### [Where AI Agents Are Really Working Today](https://claudiosantos.hashnode.dev/where-ai-agents-are-really-working-today?utm_source=hashnode&utm_medium=feed) AI agents are not replacing entire companies overnight. Their strongest impact today is happening in practical, supervised workflows where humans still guide, verify, and decide. 10 min read · [claudiosantos.hashnode.dev](https://claudiosantos.hashnode.dev/where-ai-agents-are-really-working-today?utm_source=hashnode&utm_medium=feed) [Jun 4](https://hashnode.com/posts/where-ai-agents-are-really-working-today/6a21aacf0470fc03300f4812)