juancolamendy.hashnode.devMastering Workflow Orchestration: A Deep Dive into Steps, State Management, and Conditional Logic in AgnoYour AI agent works flawlessly—until you need it to collaborate with three others. Here's the brutal reality: 73% of developers abandon their multi-agent projects within the first sprint, drowning in spaghetti code, race conditions, and state managem...Feb 9·17 min read
juancolamendy.hashnode.devIntegrated Best Practices: Combining Google ADK with Modern LLM Agent TechniquesYour AI Agent Just Forgot Everything—Again Your AI agent worked brilliantly for exactly three user interactions. Then it crashed, forgot critical context, or hallucinated previous decisions. You've burned weeks engineering prompts, only to watch ever...Feb 4·19 min read
juancolamendy.hashnode.devDeploying vLLM with Docker: The Complete Guide to Production-Ready LLM InferenceYour GPU is sitting idle while your LLM inference requests queue up, one by one, painfully slow. You know there's a better way. You've heard about continuous batching, PagedAttention, and throughput numbers that seem too good to be true. Welcome to v...Feb 3·10 min read
juancolamendy.hashnode.devDebugging Context in Agno AgentsEver stared at an AI agent's bizarre response, wondering what on earth it was "thinking"? You're not alone. Debugging agents is notoriously frustrating—especially when you can't see what data is actually flowing into the context window. Hours vanish ...Jan 28·9 min read
juancolamendy.hashnode.devMastering NumPy: The Complete Guide to High-Performance Array Computing in PythonYour Python loops are lying to you about performance. That innocent for loop iterating through a million numbers takes 35 times longer than it should. The culprit is Python's dynamic typing and object overhead, and the solution has been hiding in pla...Jan 26·18 min read
