The outer circle is the LLM. It supplies speed and language-generating power and does so with better accuracy, consistency, specification conformity, and fluency than legacy MT.
The middle circle is your anchor prompt. It gives the model context, instructions, and examples… who the client is, what the audience needs, which terminology to use, and what “good” sounds like.
At the center sits the human translator with our five human control mechanisms of the Micro Iterative AI Frameworks.
That placement matters. A giant prompt cannot replace judgment. You still design the workflow, embed your expertise, curate references, prepare each task, and improve results through short, focused iterations.
Try this today: choose one recurring translation problem, such as inconsistent terminology. Add one precise instruction and two approved examples to your prompt. Run a short passage, inspect the result, then revise only that instruction.
That small cycle is micro iteration in action.
As Joe Lepine would say, that is your YouGPT advantage!
