Chandra Patel

Just Another Developer

Manual First to AI First: A Mindset Shift

A cartoon illustration showing two panels — a happy developer coding manually on the left and the same developer using AI code suggestions on the right, representing the shift from Manual First to AI First approach.

When AI tools started releasing, I didn’t adopt them right away. I was still doing everything manually — writing code, planning features, researching solutions, fixing bugs. The usual way.

At some point I realized I needed to speed up. So I started using AI tools as much as possible. That’s when I noticed something: switching to AI isn’t just about picking up a new tool. It requires a mindset shift. And that shift takes time and effort.

I call the old way the Manual First Approach — where thinking, planning, and writing code is all done manually by the developer. The new way I call the AI First Approach — where you bring in AI for all of that.

For me, the areas where I started using AI were:

  • New feature development — planning what to build and how
  • Bug fixing — using AI to investigate and narrow down issues faster
  • Technical discovery — for a new project, this means exploring requirements, finding possible solutions, identifying best practices, spotting blockers, and thinking about long-term maintainability of what we’re building

These were all things I was doing manually before. Now I use AI tools for all of them. At work I use Cursor, and for personal projects I use Claude Code and GitHub Copilot in VSCode.

The way I made the shift was simple: just keep using AI for every new piece of work. The more I used it, the more natural it felt. The mindset gradually changed.

Also, I have not focused much on how to write prompts. I just use natural language to describe what I need and so far it works for me.

What I noticed after making this shift — I spend more time on thinking, planning, and testing now. I don’t have to worry about writing every line of code manually. That part is faster. So I can focus on the parts that actually need more of my attention.

I’m still improving how I use these tools. But the direction feels right.

tldr; Switching from Manual First to AI First is a mindset shift, not just a tooling change. The only way I found to make it work is to keep using AI tools continuously for real work.

2 responses to “Manual First to AI First: A Mindset Shift”

  1. Ashutosh Avatar

    Would be super helpful to see how you actually use those tools Chandra! I’m many of your peers and especially junior devs are extremely keen to see your workflow, especially in the WP context

    1. Chandra Patel Avatar

      Thanks for the feedback!

      I agree, a follow-up post on the actual workflow would be more helpful. Currently my workflow is still basic — for minor changes and refactoring I mostly use tab completions. For new features, technical discovery and critical bug fixes I use plan and agent mode.

      I’ll try to share more on this sometime.

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