# 5 AI Prompts for Developers That Actually Work (Not the Generic Ones)

> Source: <https://dev.to/bristo_biju_105adeeefb4df/5-ai-prompts-for-developers-that-actually-work-not-the-generic-ones-355c>
> Published: 2026-06-15 22:12:59+00:00

"Write me a function that does X."

Everyone starts here. And the results are fine — but fine isn't the reason developers are getting dramatically faster with AI.

The developers getting real leverage aren't using AI as a fancy autocomplete. They're using it as a thinking partner that happens to write code.

Here are 5 prompts that go beyond the obvious.

Expected output: [WHAT YOU EXPECTED]

Actual output: [WHAT ACTUALLY HAPPENED]

Environment: [YOUR LANGUAGE / RUNTIME / VERSIONS]

Walk me through your debugging process step by step.

Identify the root cause — not just the symptom.

Then provide a fix and explain why it works.

Code: [PASTE CODE]

The "step by step" instruction is what changes the output. You learn something every time instead of just copying a fix.

Act as a senior architect playing devil's advocate.

What are the top 5 ways this design could fail at scale?

For each failure, suggest a concrete mitigation.

I've caught two design mistakes with this prompt before writing a single line of code. Cheaper to fix in planning than in production.

Include:

Rules:

Technical concept: [PASTE CODE OR CONCEPT]

Saved me from a painful 30-minute meeting last month.

The results have been [TOO VAGUE / INCONSISTENT / MISSING X].

Rewrite this prompt to get better, more consistent results. Include:

The Full Toolkit

These 5 are from a larger pack of 40 prompts I use daily — covering code writing, testing, documentation, system design, DevOps, and AI engineering. All in a clean fill-in-the-blank PDF format.

Grab it here if you want the full set: [b4m.gumroad.com/l/wehfa]

Which of these 5 are you trying first? Let me know in the comments.