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How AI Agents Actually Work

What's actually happening under the hood when an AI agent plans, acts, and responds — no black-box explanations.

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Ajay Prajapat

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Ajay Prajapat

AI Educator · Engineer · innovatewithajay.com

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What this session would cover

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  1. 1The model's role: reading context and choosing the next step
  2. 2Tool calling: how the model requests an action and receives the result
  3. 3The loop: observe, decide, act, repeat
  4. 4Memory: what the agent remembers within and across tasks
  5. 5Planning and why agents sometimes go off track
  6. 6Tracing a real agent run step by step

Who it's for

  • • Developers and technical learners
  • • Non-developers who want to understand agents properly

You'd leave with

  • A step-by-step understanding of agent internals
  • The ability to read and interpret an agent trace
  • Insight into why agents fail