AI Explored

Setting the Stage for Agentic AI: A Practical Framework

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Nov 25, 2025
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INSIGHT

Agentic AI Is Ill-Defined

  • The term "agentic AI" is ambiguous and used differently across vendors, creating confusion and opportunity for hype.
  • Christopher Penn warns that lack of clear definitions enables vendors to rebrand existing tools as "agents" for profit.
INSIGHT

Agents Are Engines Plus Car Parts

  • Agentic AI wraps LLMs (the engine) with connectors, workflows, and business systems so the model can act autonomously.
  • That architecture lets you scale from power user to manager of agents doing work without manual prompts.
ADVICE

Always Ask One Question At A Time

  • When starting a new AI task, end prompts with: "ask me one question at a time until you have enough information to successfully complete the task."
  • This forces models to gather necessary context and doubles AI result quality, says Christopher Penn.
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