I would like an LLM do the job of a system or network solutions architect or engineer (designer). I will pick LLMs and turn them into professional system or network solution designers. What I would like to do is to input design requirements as prompt in a natural language and let the LLM response output a design. Designing a system or solution requires complex thought process or reasoning. It is more like deducing or creating future knowledge with existing ones in the domain concerned. With current state of LLM art I doubt that we will be able to turn LLMs into an expert professional solution architect or engineer (in short solution designer), be it pretrained or with extensive training or fine-tuning. But I will pick a pretrained LLM and show that with advanced prompt engineering we might be able to turn an LLM into a solution designer with limited scope (let me call it AI-LLM Solution Design Assistant). It is challenging even with limited scope, let alone generalizing in a domain.
Note that same solution design requirements that I prompted to pretrained LLMs I also prompted to online services, such as Google Gemini and Meta AI (which are supposed to be powerful in terms of capabilities and resources). But these services yielded incorrect or hallucinated designs consistently. I even found Gemini yielding partially hallucinated results for use cases that are not solution design, rather simple question/answer use case. Here is an example on astronomy knowledge.
I plan to cover following areas of AI-LLM Solution Design Assistant and personal assistants with advanced prompt engineering. Possibly also try fine-tuning.
Completed or partially completed articles are linked:
AI-LLM BGP Network Design Assistant (designing a BGP network use case with LLM).
Designing Cloud Infrastructure with LLM.
System/OS (Linux, MacOS) configuration and tuning assistant with LLM.
AI-LLM, Analytics and (relationship) Graph aided Personal Finance assistant.
Personal Healthcare assistant with LLM.
Generating Graphs with LLM without coding. This one can be used in above applications (see the BGP example and Finance assistant for graph examples).
While I focus on computer systems or networks, same concept applies to other domains, such as building architecture or civil engineering or other domains.