Ensembling, Meta-Control, ToT, Reflexive, PEV and more

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When you build a large-scale AI system, you are really putting different agentic design patterns together. Each one has its own stage, build method, output, and evaluation. If we step back and group these patterns, they can be broken down into 17 high-level architectures that capture the main shapes agentic systems can take …

Agentic Architectures (Created by Fareed Khan )

Some of the patterns are:

  • A Multi-Agent System, where several tools and agents work together to solve a problem.
  • An Ensemble Decision System, where multiple agents each propose an answer and then vote on the best one.
  • A Tree-of-Thoughts, where the agent explores many different reasoning paths before selecting the most promising direction.
  • Reflexive approach, where the agent is able to recognize and acknowledge what it does not know.
  • The ReAct loop, where the agent alternates between thinking, taking action, and then thinking again to refine its process.

And there are many more …