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GitHub - zenmodel/zenmodel: ZenModel is a framework for building LLM applications with agentic workflow

Apr 22, 2024 - github.com
The document provides a detailed guide on ZenModel, a workflow programming framework designed for developing agentic applications using Golang and LLMs. ZenModel allows developers to construct a 'Brain', a directed graph that can include loops and supports loop-less DAGs. The 'Brain' consists of multiple 'Neurons' connected by 'Links'. Developers can customize the 'Neuron' to implement any processing procedure, including LLM calls, multimodal model invocations, and control mechanisms. The document also provides instructions on how to install ZenModel, build a 'Brain', define a 'Brainprint', and retrieve results from 'Memory'.

The guide further explains various concepts related to ZenModel, such as 'Link', 'Neuron', 'Brainprint', 'Brain', 'Memory', and 'BrainRuntime'. It also provides examples of how to use ZenModel to build a 'Brain' with parallel and waiting neurons, use CastGroup to build a branch, use a 'Brain' as a 'Neuron' within another 'Brain', and reuse other processors within a processor. The document concludes with a list of agent examples and an introduction to the zenmodel-contrib repository, a community-driven collection of 'Brain' and 'Processor' contributions.

Key takeaways:

  • ZenModel is a workflow programming framework designed for constructing agentic applications with LLMs. It allows developers to build a 'Brain' with any process flow, including sequential, parallel, branch, looping, with-end, and open-ended.
  • The framework provides a Brainprint feature that defines the graph topology structure of the Brain, as well as all Neurons and Links, in addition to the Brain's operational parameters. A runnable Brain can be built from the Brainprint.
  • ZenModel allows for complex operations such as branching, nesting, and reusing other Processors within a Processor. It also supports multi-agent systems, where multiple decision-making agents interact in a shared environment to achieve common or conflicting goals.
  • The zenmodel-contrib repository is a community-driven collection of Brain and Processor contributions. It allows developers to share and discover creative ideas, expanding the boundaries of their thoughts.
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