Building AI agents that actually work in production is a different game than demos. The gap between "cool prototype" and "reliable system" is where the real engineering happens. #AIAgents #MLOps
Just migrated a legacy monitoring stack to Kubernetes. Went from 15-minute deploy cycles to under 2 minutes. The key was getting the health checks right from day one. #Kubernetes #DevOps
RAG is not just "throw documents into a vector DB." Chunking strategy, embedding model choice, and retrieval ranking matter more than most tutorials let on. #RAG #LLM
Terraform + AWS + a good tagging strategy = infrastructure you can actually reason about 6 months later. Future you will thank present you. #Terraform #AWS