Prompt Engineering Step 4: Iterative Prompting (Copilot)

AI rarely gets complex tasks perfect on the first attempt. Use Copilot Chat's conversational nature to refine prompts and guide the AI towards the desired outcome through iteration.

The Iterative Process with Copilot Chat

Copilot Chat remembers the context of your current conversation. Use this to your advantage:

  1. Initial Prompt: Ask Copilot Chat for what you need, providing context using #selection, #file, @workspace, etc.
  2. Analyze Response: Evaluate the generated code or explanation. Is it accurate? Does it meet all constraints (like library usage, language version)? Is it efficient?
  3. Identify Gaps/Errors: Pinpoint what needs improvement.
  4. Refine Prompt (Follow-up): In the *same chat thread*, ask a follow-up question or give a modifying instruction. Refer implicitly ("that function", "the previous suggestion") or explicitly ("refactor the code you just gave me to...") to the previous response. Examples:
    • "Can you add input validation to that function?"
    • "Rewrite the previous example using async/await instead."
    • "That's close, but it needs to handle the case where the input array is empty."
    • "Explain the time complexity of the solution you provided."
    • "Could you show me an alternative approach using [different library/pattern]?"
  5. Repeat: Continue the dialogue until the result is satisfactory.

Example Iteration Flow (Copilot Chat)

You (Initial Prompt):

Generate a simple Express route for GET /api/items that returns a static list of item names.

Copilot (Potential Initial Response): (Might generate a basic route)

app.get('/api/items', (req, res) => {
  const items = ["item1", "item2", "item3"];
  res.json(items);
});

You (Analysis): Okay, but I need it to include error handling and use async/await structure.

You (Follow-up Prompt in same chat):

Modify that route handler to be an async function and include a basic try/catch block that sends a 500 status on error.

Copilot (Refined Response): (Generates improved code)

app.get('/api/items', async (req, res) => {
  try {
    const items = ["item1", "item2", "item3"];
    // Simulate async operation if needed
    await new Promise(resolve => setTimeout(resolve, 50));
    res.json(items);
  } catch (error) {
    console.error("Error fetching items:", error);
    res.status(500).send("Internal Server Error");
  }
});
Key Takeaway

Leverage Copilot Chat's conversational context. Don't start a new chat for every refinement. Analyze responses and ask targeted follow-up questions in the same thread to build upon previous interactions.