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Agentic coding tools need project knowledge, conventions, and domain expertise loaded into every session. I've settled on a four-layer context architecture. One source of truth that is portable across agentic coding tools. invoke.dev/context-engi...

invoke.devContext Engineering for AI-Assistant DevelopmentA four-layer approach to organizing project knowledge, tools, hooks, and skills so they work across AI coding tools without maintaining parallel configs.

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Four-layer approach tracks well. What still bites us: domain expertise loaded fresh each session works, but if an agent modifies conventions mid-session those changes vanish. We ended up writing convention changes back to files mid-task so the next session inherits them.