We’ve all been there: you generate the perfect AI image, but there’s one tiny typo or a coffee mug you want to swap for a glass of water. ☕️ You ask for a simple fix, and the AI rebuilds the entire image from scratch, killing the lighting, the face, and the original "vibe." In March 2026, the secret to Surgical AI Editing isn't a better prompt—it's JSON.

We’re breaking down the Gemini 3.1 Pro x Nano Banana 2 workflow to extract a technical "recipe" from any image, edit the code, and force the AI to follow it with pinpoint accuracy.

We’ll talk about:

• The Regeneration Nightmare: Why natural language prompts cause AI to "guess" and reimagined your entire scene instead of making a single edit.
• JSON as an Anchor: Underst ...