Agentic Search for Context Engineering @helloiamleonie's hot take: context engineering is about 80% agentic search. The arrow from context sources to context window is doing most of the work. piped.video/watch?v=ynJyIKwj… The workshop covers the full tool landscape: shell tools, semantic search, general-purpose query execution, agent skills, and when each one breaks. Including the part where an agent fakes semantic search by chaining grep synonyms. Low floor tools (specialized, easy to call correctly) vs high ceiling tools (general purpose, handles the unexpected). You probably need both, and the workshop shows you how to pick.