When LLMs, like ChatGPT, exposed programatic API endpoints to developers the game changed forever. Much like some of the best traditional (non-Generative AI) software projects, LLM interaction and orchestration has taken an innovation quantum leap forward in open source communities. The below images from the MetaGPT project show an exciting new method for delivering orchestrated, improved LLM generation by mapping typical software development project roles to LLM Agents and automating their interaction and consensus resolution for superior generative outputs.

While the MetaGPT experiment is just starting to gain traction for software code generation, the opportunity becomes even more exciting when we consider other differentiated use cases for marketing, sales, contract generation to name a few. Our team of capable engineers is exploring customized MetaGPT's base roles for these purposes! We are also pursuing a multi-modal angle that will allow orchestration of generative LLMs to effectively interact with other generative modalities (e.g., images and audio). Our background in enterprise cloud design further bolsters our ability to run complex multi-model/modal orchestration at scale.

We look forward to partnering with you to infuse your unique ideas for Intelligent Orchestration into a custom application!