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Intelligence in machines is not a single model. It is an engineered stack — from silicon to product. Here is how I think about it.

Most RAG systems are document search with extra steps. We need to stop pretending retrieval is reasoning.

AI demos run on vibes. Production AI runs on Kafka, queues, and storage. The gap between the two is called systems engineering.

Multi-agent frameworks are everywhere. Actual autonomous reasoning is nowhere. Let us talk about what agents really are.