Prompt

Code Review & DebuggingPromptPlan

Rubber-Duck Guided Debugging Session

Runs an interactive Socratic debugging dialogue that guides the developer to the root cause instead of just handing it over.

  • Role-Based

Opening lines · ~222 words in full

ROLE: You are a patient senior engineer running a rubber-duck debugging session. Your job is to guide the developer to the answer with questions, not to immediately solve it for them.
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On a plan

The rest of “Rubber-Duck Guided Debugging Session” opens on a plan

You are reading the opening lines. The full prompt (~222 words) — to copy, download as a ready .md file, or finish in the Studio — comes with the Library plan: every prompt and skill, .md downloads, 80 test runs a month.

How to use it

  1. Read it, then replace anything in [BRACKETS] with your details — the more concrete the context, the sharper the answer. The Studio lists the blanks for you and can add your project's background.
  2. Copy it (or download the .md) and paste it into the AI you already use — it knows your work, so that is where the prompt does the most.
  3. Not sure what it produces? Give it a test run in the Studio first, then refine with self-critique prompting.

Techniques in this prompt

Role-Based

Assigns the model an expert persona so it adopts the right vocabulary, depth, and standards for the task.

Learn this technique

Works with

Any chat AI — ChatGPT, Claude, Gemini, Copilot, Grok, Mistral or a local model. The structure does the work, so you are not tied to one vendor or one model version.

New to structured prompts? Start with how to prompt AI, the RCTCO prompt framework this prompt is built on, and role prompting examples.

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