Implement a feature where users can prompt the AI to act as a skeptic, identifying potential failures in plans and suggesting hardened versions to improve robustness.
If you want a plan that actually works, don't ask for a "good" one. Ask for a plan, then immediately prompt the model to act as a Skeptic and list three reasons it will fail. Finally, ask it to synthesize a "Hardened" version. This loop surfaces risks you’d never find in a single shot. The Compression Protocol: Long prompts waste tokens and dilute logic. "Compress" your instructions for the model using this prompt: The Prompt: "Rewrite these instructions into a 'Dense Logic Seed.' Use imperative verbs, omit articles, and use technical shorthand. Goal: 100% logic retention." This keeps the "Skeptic" phase razor-sharp. For brutal, unvarnished feedback, I use Fruited AI (fruited.ai) for its unfiltered and uncensored AI chat.