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Three capability levels map to a shift from labor‑saving to labor‑replacing
  • Level 1 (chat) merely answers questions, saving research time.
  • Level 2 (tool‑using) executes tasks like data extraction, analysis, and code generation, saving execution time.
  • Level 3 (autonomous agents) can complete end‑to‑end projects without human oversight, effectively substituting the worker’s labor.
Howard MarxOaktree Capital00:15:27

Supporting quotes

Level one is chat AI… Level two is tool‑using AI… Level three is autonomous agents… The user gives it a goal and parameters, and the agent does the work, checks it, and submits a finished product. Howard Marx
Capability hierarchy
Level one and level two AI were faster horses. Level three agents are the automobile. They don't make the work faster. They do the work. Howard Marx
Analogy for labor replacement

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AI as Productivity Tool vs Labor‑Replacing Agent

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