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Love it and it can be turned into a framework that would help translate a topic one wants to address with agentic AI into specifications for development.

Let's call it the "Koo Agentic AI Specification framework" (KAAISF) : Give me a problem you are trying to solve that requires different skills along the way. I will then define the 2 layers as per your article:

Layer 1: Elemental Tasks

- Break down complex tasks into indivisible components

- Precise definition is critical for downstream effectiveness

- Impacts scalability and maintenance costs

- Similar to chemical elements that cannot be further reduced

Layer 2: Selection, Combination, and Orchestration

- Selection: Choose appropriate agents/tools for each step

- Combination: Define how multiple agents work together for each task

- Orchestration: Determine timing and sequencing of agent actions

- Steps must fit together precisely like puzzle pieces, to use your analogy

We would then use the various agentic AI frameworks available today to turn the topic into reality.

1. Foundation Layer Implementation -> LangChain is particularly strong for implementing the foundation layer; Autogen excels at implementing base agent architecture

2. Orchestration Layer Implementation -> LangGraph is excellent for implementing workflow orchestration; Crew.AI is particularly strong for agent coordination

3. Intelligence Layer Implementation -> we would combine multiple frameworks for advanced capabilities

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Thanks for the share and I am glad this issue has resonated and got you pretty excited about it. Yes, it can and it is a framework and I hope more people adopt it as well...just rmb to credit back to me. LOL! :)

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