Using AI In Your Daily Dev Workflow

AI will not replace your engineering judgment. It helps you move faster from being stuck to having options. Use it to find alternatives. Use tests and reviews to find the truth.

Here is how to use AI without the hype.

  1. Find performance bottlenecks

Use AI to identify common issues like slow database calls or large bundle sizes. Ask it for:

  • Measurements to capture like RUM or server timings.
  • Safe experiments like caching or pagination.
  • A checklist to prevent missing obvious errors.
  1. Generate test cases

Stop writing only the obvious tests. Give AI a function signature or a spec. Ask for:

  • Boundary cases.
  • Weird inputs.
  • Concurrency or race conditions.
  • Property-based testing ideas.

This improves your code reliability.

  1. Refactor with constraints

Do not say "make this better." That is too vague. Use specific prompts:

  • "Reduce cyclomatic complexity without changing behavior."
  • "Extract pure functions and make side effects explicit."
  • "Keep the public API unchanged but improve readability."

Specific constraints produce better results.

  1. Ask for context-heavy explanations

AI helps you learn faster when you provide details. Ask questions like:

  • "Why is this React render happening twice in StrictMode?"
  • "What is the cause of this SQL query plan?"
  • "Where should I put this validation in this specific codebase?"

Even if the answer is not perfect, it points you to the right documentation.

  1. Verify everything

Follow the trust then validate loop:

  • If it compiles, test it.
  • If it affects security, review it twice.
  • If it states a fact, check a source.

AI produces mistakes. Your process must make those mistakes cheap to catch.

A prompt template for better answers

When you prompt, include these five parts:

  • Goal: What you want to achieve.
  • Context: Your language and framework.
  • Input: Your code, logs, or errors.
  • Output format: Bullets, steps, or a diff.
  • Constraints: Performance, readability, or no new dependencies.

Source: https://dev.to/imkrunal/using-ai-in-your-daily-dev-workflow-without-the-hype-57b1