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The author compiles a personal "AI Interaction Friction Vocabulary"—a list of recurring failure modes in AI conversations (e.g., default-user bias, sycophancy, template imposition, intake loops) paired with concise "Instead" directives that can be pasted into an agent's instructions to correct the behavior mid-conversation.
This open-source tool provides a portable, agent-agnostic control plane for coding agents, offering consistent operating rules, phased project planning, memory, skills, and runbooks via a set of files that can be dropped into any repository.