Stop Playing Family Feud with Your AI, Unlock the Entire Board Many people think AI gives the “best” answer. What it really gives is the most predictable one. Modern language models are trained to settle on safe, dull replies. It’s like playing Family Feud where only the top answer ever gets shown. Every other idea, the creative or bold ones, gets buried. There’s a new way to fix that sameness. It’s called Verbalized Sampling. Instead of asking for one answer, you ask the AI to show several possible answers and how likely each one is. In other words, you’re telling the model, “Stop hiding the other ideas.” Example: Regular prompt: “How do I get my noisy neighbor to be quiet?” AI: “Politely ask them to lower the volume.” That’s fine, but predictable. Now try Verbalized Sampling: “You are a helpful assistant. For each question I ask, give me five possible answers and include the chance that each one is right.” You might get something like this: • Talk to them calmly (72%) • Leave a friendly note (53%) • Ask building management to step in (46%) • Use white noise or light soundproofing (39%) • Mention local noise laws (31%) Now you have options instead of settling for one answer. This method: • Works across major language models • Needs no special tools or retraining • Pulls the AI out of “one safe answer” mode • Surfaces ideas you might never see otherwise If everyone keeps getting the top-ranked answer, we slide into AI-powered groupthink. Same prompts, same conclusions, same minds. Curiosity fades. Verbalized Sampling is a small trick with a big benefit. It makes the machine show what it usually hides. You don’t know what you don’t know. To see more possibilities, ask for more doors. PS: You know I can’t resist sharing new ways to get better answers from our AIs. Good prompting is a real edge in this AI era. What’s your favorite prompting trick, besides asking the model to write them for you? (That’s the "GOAT" of prompting methods.) https://lnkd.in/eyFAgSAW