Copilot / chatgpt Problem Looping


Why Copilot Loops and How to Fix It

Copilot (like ChatGPT) sometimes struggles with coding because:

  • It’s too general unless you pin it down.
  • It lacks context if you don’t provide enough details.
  • It “forgets” earlier steps in a long convo, leading to flip-flops.

The fix? Craft prompts that are precise, context-rich, and process-driven. Below are specific prompts for coding help and debugging, plus tips to keep it on track.


Prompts for Coding Help

1. Generate Code with Clear Specs

  • Problem: You ask for code, and it spits out something vague or half-baked.
  • Prompt:
    “Write a [language] function to [specific task] with these requirements: [list inputs, outputs, constraints]. Explain each step of the logic in simple terms, and provide a working example I can test.”
  • Example:
    “Write a Python function to sort a list of integers in ascending order without using built-in sort(). Requirements: input is a list of integers, output is the sorted list, no external libraries. Explain each step of the logic in simple terms, and provide a working example I can test.”
  • Why It Works: Forces Copilot to detail its reasoning and give you testable code, cutting the fluff.

2. Fix Broken Code

  • Problem: You paste code, and it suggests fixes that don’t work or contradict each other.
  • Prompt:
    “Here’s my [language] code: [paste code]. It’s supposed to [intended purpose], but it [describe issue]. Analyze it line-by-line, identify the bug, and suggest a fix with an explanation. Don’t change the overall structure unless necessary.”
  • Example:
    “Here’s my JavaScript code: function add(a, b) { return a + b; console.log(add(2, 3)); }. It’s supposed to return 5, but nothing logs. Analyze it line-by-line, identify the bug, and suggest a fix with an explanation. Don’t change the overall structure unless necessary.”
  • Why It Works: Keeps Copilot focused on your code, not random rewrites, and demands a clear diagnosis.

3. Explain Code You Don’t Get

  • Problem: You ask “what does this do?” and get a generic or wrong answer.
  • Prompt:
    “Explain this [language] code step-by-step: [paste code]. Tell me what each line does, why it’s there, and what the final output will be for [specific input].”
  • Example:
    “Explain this Python code step-by-step: def factorial(n): if n == 0: return 1; else: return n * factorial(n-1). Tell me what each line does, why it’s there, and what the final output will be for n=3.”
  • Why It Works: Structures the response so Copilot can’t dodge details or guess wildly.

Prompts for Debugging

4. Pinpoint a Bug

  • Problem: You describe an error, and Copilot bounces between unrelated fixes.
  • Prompt:
    “I’m debugging this [language] code: [paste code]. It throws [specific error] when I run it with [input/example]. Break it down into steps, find the exact line causing the error, and suggest one fix with a clear explanation.”
  • Example:
    “I’m debugging this C++ code: int divide(int a, int b) { return a / b; } int main() { cout << divide(5, 0); }. It throws a runtime error when I run it. Break it down into steps, find the exact line causing the error, and suggest one fix with a clear explanation.”
  • Why It Works: Forces a systematic approach and stops the “try this, no wait, try that” loop.

5. Resolve Infinite Loops or Crashes

  • Problem: Copilot suggests fixes that still crash or loop forever.
  • Prompt:
    “This [language] code is stuck in a loop or crashing: [paste code]. Here’s what it’s supposed to do: [intended goal]. Trace the execution with [specific input], identify why it’s failing, and rewrite only the faulty part with an explanation.”
  • Example:
    “This Python code is stuck in a loop: i = 0; while i < 5: print(i). It’s supposed to print 0 to 4. Trace the execution with i starting at 0, identify why it’s failing, and rewrite only the faulty part with an explanation.”
  • Why It Works: Makes Copilot trace the logic explicitly, catching oversight like missing increments.

6. Compare Solutions

  • Problem: Copilot gives you multiple fixes that confuse you more.
  • Prompt:
    “I’m stuck on [describe problem] in [language]. Suggest two ways to solve it, each with: 1) complete code, 2) pros/cons, 3) which you recommend and why. Don’t combine them—keep them separate.”
  • Example:
    “I’m stuck on sorting an array in JavaScript without sort(). Suggest two ways to solve it, each with: 1) complete code, 2) pros/cons, 3) which you recommend and why. Don’t combine them—keep them separate.”
  • Why It Works: Stops the flip-flopping by structuring options clearly—you pick what fits.

Tips to Avoid the Loop Trap

  • Be Specific: Vague prompts like “fix my code” invite chaos. Give Copilot the language, goal, and error details upfront.
  • One Problem at a Time: Don’t pile multiple issues into one prompt—it’ll juggle and drop the ball.
  • Call Out Loops: If it repeats itself, say: “You already suggested X—it didn’t work because [reason]. Give me a new solution with [specific constraint].”
  • Test and Feedback: After it gives code, test it, then reply: “I tried this: [paste result]. It failed because [issue]. What’s next?”
  • Short Context: Keep prompts concise but detailed—Copilot struggles with novels.

Example Workflow

Say you’re debugging a WordPress tweak for your gadget site (since we’ve been riffing on that):

  1. Prompt: “I’m debugging this PHP code for WordPress: function get_gadget() { echo $post->title; }. It’s supposed to print a post title but outputs nothing. Analyze it line-by-line, find the bug, and suggest a fix with an explanation.”
  2. Copilot Might Say: “It’s missing global $post and the proper property. Fix: function get_gadget() { global $post; echo $post->post_title; }. Explanation: $post isn’t in scope, and ‘title’ isn’t a valid field—use post_title.”
  3. Follow-Up: “I tried that—it now says ‘undefined variable $post’. I’m running this in a custom page template. What’s wrong?”

This keeps Copilot focused and builds on each step—no circling back to square one.


Why This Beats the Chaos

These prompts force Copilot to:

  • Break problems into chunks (no brain dumps).
  • Explain its logic (catches its own mistakes).
  • Stick to your context (less random tangents).

Leave a Reply

Your email address will not be published. Required fields are marked *