Become AI Native in less than 60 mins

TL;DR

• 1

  AI native means people, agents, and context working as one system: Theo defines an AI native org as one where people manage agents, agents can read and write to the company, and the company gets smarter over time.

• 2

  "AI eats the middle" of work: Humans should spend more time on strategy, taste, judgment, and review, while agents handle execution, which Theo frames as the real shift in knowledge work.

• 3

  Agent autonomy depends on four inputs: Clear goals, the right skills, the right tools, and rich context are what turn an agent from a glorified chatbot into something that can run for hours or days with little oversight.

• 4

  Skill chains are how you get quality instead of hallucinations: Theo shows a proposal workflow that chains together microsite creation, copy polishing, and QA, which helped LCA win millions in revenue by responding faster and more personally than traditional firms.

• 5

  The context layer is the real moat: By capturing Slack, email, meeting transcripts, and project docs into an agent-readable "brain," the system can pull details like a prospect's marathon training or vinyl-store analogy into proposals automatically.

• 6

  There is a real services opportunity here: Theo says one of the best startup plays right now is building AI-native workflow services for specific industries, functions, and company sizes, especially high-frequency workflows in fragmented markets like restaurants.