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HomeTips & TricksChatGPT/Claude/Gemini prompts keep drifting off-topic? Use the KISS principle to stabilize outputs and Midjourney images

ChatGPT/Claude/Gemini prompts keep drifting off-topic? Use the KISS principle to stabilize outputs and Midjourney images

2/2/2026
实用技巧

Have you ever had one of those meltdown moments: you give the exact same request to ChatGPT, Claude, and Gemini, and the response styles feel like a blind box; switch to Midjourney and it’s even wilder—get the face right, but the scene starts “freestyling.” Later I used one very plain principle to bring the hit rate back: KISS—keep it simple (the simpler, the more stable).

KISS isn’t slacking off—it’s breaking information up and feeding it in

A lot of people write prompts like year-end summaries: they pile background, goals, constraints, style, and examples all together, and the model ends up missing the point. The core of KISS is one sentence solves one thing: break complex tasks into a few rounds of conversation or several modules.

A universal prompt structure that works for ChatGPT, Claude, and Gemini

I often use this “short and punchy” template—outputs will be more like what you want, not what it imagines:

  • Role: You are now XX (product manager / legal counsel / interviewer)
  • Task: Help me complete XX (a clearly defined deliverable)
  • Boundaries: Don’t do XX; use only XX format; word count range
  • Clarifying questions: If information is insufficient, ask me 3 questions before writing

A quick gripe: a lot of “drifting off-topic” is really because you didn’t set boundaries, so the model enthusiastically adds extra drama.

How to transfer the same approach to Midjourney

Midjourney is more dependent on “visual key points.” Split the prompt into four parts—subject + environment + camera + style—and that’s enough; don’t stuff in ten style keywords that fight each other.

  • Subject: a cool-toned cyberpunk short-haired girl
  • Environment: a neon street on a rainy night
  • Camera: 35mm, close-up, shallow depth of field
  • Style: cinematic, high contrast, crisp details

If you want the four products to work together (text with ChatGPT/Claude/Gemini, images with Midjourney), I suggest organizing your prompts and materials into a single “prompt library”—it’ll save a lot of time.

More hands-on tips, pitfall fixes, and usable resources for AI tools—I’ve put them all on Titikey. Drop by and you’ll avoid a lot of detours.

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