Theo Tabah describes an AI-native organization as people directing agents that can use a shared context layerContext engineering designs how relevant instructions, evidence, state and tool information are assembled for a model's task.. Greg Isenberg asks how teams can equip agents with clear goals, skillsAn AI agent skill is a reusable package of instructions, resources, and tool guidance for performing a bounded kind of work. and tools while retaining human judgmentHuman-in-the-loop AI keeps a person involved in reviewing, correcting, approving, or guiding an AI system's work..
Theo Tabah demonstrates a fictional client proposal and a product prototype with usability feedback. He discusses capturing and curating organizational knowledge, reviewing generated work and using customer feedback to guide improvements.
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