Walk through how to separate stable and dynamic prompt layers so repeated runs reuse the prefix.
A QA team runs the same review rubric against hundreds of answers, but every prompt is rebuilt as one giant block that changes top to bottom. Separate stable prompt layers from dynamic evidence layers so identical prefixes can be reused. When static rules and per-request facts are woven together, a tiny change in case data invalidates the whole prompt and hides which layer actually caused a bad answer. Step 1 Extract tool definitions, rubric, and style rules into a stable prefix with no runtime values inside it. This creates a reusable structural spine that can stay identical across many requests.…
Sign up free — one personalized lesson every day, matched to your role and goals.
Already have an account? Sign in