When should a workflow become an agent?
How to decide between deterministic automation, assisted copilots, and autonomous agents.
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Field notes on building useful AI systems.
Strategy, architecture, delivery patterns, and lessons from production AI work.
RAG quality starts before vector search.
Data readiness, metadata strategy, chunking, and evaluation matter more than the demo prompt.
Plan RAGProduction AI needs release discipline.
Monitoring, fallback modes, test sets, governance, and human review paths keep systems useful.
Build safely