AI-Powered Journaling for Developers

~500 Words | ~2min Read

I recently wrote about how “Rubber-Duck” Journaling is like self-improvement superpowers. Here, I want to share the approach I’ve been using to make that easy and repeatable.

I started a daily journaling practice with 6 questions. They were thought-provoking, and focused on connecting my knowledge. It worked well, but answering six questions every day was exhausting. So I pivoted to something sustainable. I would transcribing some thoughts every couple of hours instead.

Here’s how the system works.

I ask myself these 3 questions, every 2 hours:

What am I working on?
Why am I working on that?
What am I thinking about that right now?

Three questions. About Three minutes total. That’s it.

Why Every 2 Hours?

That’s about as far back as I can remember with good detail. Wait longer and you lose the context, the challenges, the insights. Daily journaling is better than nothing. But you’ll lose insights waiting a whole day, or even week before reflecting!

Use the Tools You Already Have!

By Now, AI-powered IDEs like Windsurf support speech-to-text. Or you can grab a voice recorder, and transcribe through a service. This handles making your journal accessible for later.

As for timing, just set a timer on your phone for every two hours. When it goes off, take three minutes during a natural break—getting coffee, heading to a meeting, switching tasks. If you use the Pomodoro technique, you already have built-in reflection points.

Making It Stick

Just remember: “You don’t rise to the level of your goals. You fall to the level of your systems.” The key is “little and often, make much.” This practice is quick enough to preserve flow. It is natural enough to fit into transitions you already take. And it will be valuable enough that you’ll want to keep doing it, if you take the right steps.

Be consistent
Eliminate friction
Capture it as text!

What About Daily Journaling?

I’m sure some will balk at the thought of doing the practice so frequently. Here’s what I’d change if I were to use this system only daily: Change the questions.

The 3 questions serve for “in the flow” journaling. At the daily level, I’d use these:

What was the best thing I did, and why?
What is something I learned?
What’s the most ‘story-worthy’ moment?
What am I grateful for?

These questions shift from ‘what task am I doing’ towards reflecting on how you spent the day. They put your focus on specific things: contribution, learning, joy, and gratitude. You can swap some out if you wish, but picking the right questions is make or break for a daily practice. Try this set out for a while first, as you figure out your own.

Start Small, Start Now

Whatever you do, you can bake regular reflection into your normal workflow. And you will reap the benefits of reflection and shareable knowledge far into the future. Start with one session today. Answer the three questions. See what happens.

P.S. One note that didn’t make it in the initial post: Security. Keep in mind that the text transcribed from your voice may contain sensitive information. Consider using a local AI model or a service that you trust with your data. Be safe out there!