Few-shot prompting gives different answers on near-identical inputs. How do you stabilize it?

Few-shot accuracy can swing on example order alone. If your prompt is fragile to things that shouldn't matter, the fix is structural, not lucky example-hunting. Here is what actually reduces variance.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.