There are already bots that use something like 5 specialist bots and have them sort of vote on the response to generate a single, better output.
The excessive prompting is a necessity to override the strong bias towards certain kinds of results. I wrote a dungeon master AI for Discord (currently private and in development with no immediate plans to change that) and we use prompts very much like this one because OpenAI really doesn’t want to describe the actions of evil characters, nor does it want to describe violence.
It’s prohibitively expensive to create a custom AI, but these prompts can be written and refined by a single person over a few hours.
Gaywallet@beehaw.org 6 months ago
Ideally you’d want the layers to not be restricted to LLMs, but rather to include different frameworks that do a better job of incorporating rules or providing an objective output. LLMs are fantastic for generation because they are based on probabilities, but they really cannot provide any amount of objectivity for the same reason.
jarfil@beehaw.org 6 months ago
It’s already been done, for at least a year. ChataGPT plugins are the “different frameworks”, and running a set of LLMs self-reflecting on a trains of thought, is AutoGPT.
It’s like:
However, people like to cheap out, take shortcuts and run an LLM with a single prompt and a single iteration… which leaves you with “Yes” as an answer, then shit happens.