Tech in PracticeJudd Walks #605 min readJuly 9, 2026

AI Is Not A Class That You Finish

Judd Hoffman
Judd Hoffman

CEO, Ethica AI

AI is moving fast, and it's easy to feel like you're being left behind. I keep hearing this a lot from people, but you're not. The goal is not to know every model or to chase every headline or pretend every tool changes everything. The goal is for all of you to build the muscle. Try it, use it, break it. Learn from it. AI is not a class that you finish. I've mentioned this before. It's a habit that you build. That's today's reminder. Use it. Break it. Continue using it.

Let me sit on the class thing, because I think it's the frame that's quietly holding most people back.

Why the classroom frame fails

Almost everyone approaches AI the way they were taught to approach everything new. Take the course. Read the guide. Watch the tutorial. Get certified. Finish the material, and now you know it. That model works fine for things that hold still. AI doesn't hold still. The tool you took a course on last spring has changed twice since. The model the tutorial covered has been replaced. Anyone treating AI as a curriculum is studying for a test that gets rewritten every month, and that's exactly why they feel behind. The feeling of being behind is what happens when you bring a classroom model to something that moves.

Nobody feels behind on a habit

Now flip the frame. Nobody feels behind on a habit.

Think about anything you do daily. You don't finish it. You don't get certified in it. You do it, it gets easier, you get better, and the improvement compounds without you tracking it. That's what AI actually is for a working professional. Not a subject. A practice. The people I know who are genuinely good with AI didn't study their way there. They used it every day for a year, badly at first, and the reps did what reps always do.

Try it, use it, break it, learn from it

And the reps have a specific shape. Try it, use it, break it. Learn from it.

Try it means the first pass, where you hand the tool something real from your actual day. Not a test prompt. A real task. The thing you were about to do manually.

Use it means you don't stop after the novelty wears off. The first week with any tool is theater. The habit starts in week two, when it's not exciting anymore and you use it anyway, because that's when it starts fitting into how you actually work.

Break it might be the most important one. Push the tool past what it's good at. Find the edge where it fails, because it will fail, and knowing exactly where is what separates people who trust AI appropriately from people who either trust it blindly or refuse to trust it at all. Every tool has a shape. You learn the shape by hitting the edges.

Learn from it closes the loop. The failure from yesterday changes how you prompt today. The thing it did surprisingly well becomes a new part of your workflow. None of this requires a course. It requires attention and repetition, which is what a habit is.

What the habit actually buys you

Here's what the habit buys you that the class never can. When the next model drops, the person with the habit doesn't start over. They fold the new thing into an existing practice, test it against work they already understand, and know within a day whether it matters for them. The person with the classroom mindset starts a new curriculum from scratch every time, which is exhausting, which is why they eventually stop, which is how people actually get left behind. Not by missing a headline. By quitting the practice.

So if you're feeling behind, hear me. You're not behind. You're measuring with the wrong instrument. You can't be behind on a habit you're actively keeping. The only way to fall behind is to stop using it, and the fix for that isn't a course or a headline binge. It's ten minutes today, on a real task, with whatever tool is in front of you.

AI is not a class that you finish. It's a habit that you build. That's today's reminder. Use it. Break it. Continue using it.

*Judd Hoffman is CEO and Co-Founder of Ethica AI, building AI-powered tools for real estate transaction workflows.*

Quick Takes

How do you get better at using AI?

Treat it as a daily practice rather than a subject to study. Use AI on real tasks from your actual workday, keep using it after the novelty wears off, push it until you find where it fails, and let each result change how you use it tomorrow. The improvement compounds through repetition, the way any habit does.

Why do people feel left behind on AI?

Most people bring a classroom model to something that moves. Courses and tutorials cover tools that change within months, so anyone treating AI as a curriculum is studying for a test that gets rewritten constantly. The feeling of being behind comes from the frame, not from any real gap. Nobody feels behind on a habit they actively keep.

Do you need a course to learn AI?

No. The people who are genuinely effective with AI got there through daily use, not certification. A course covers a version of a tool that will soon change. A habit of trying tools on real work, finding their limits, and adjusting builds skill that transfers to every new model and release.

What does it mean to "break" an AI tool?

Pushing a tool past what it is good at until you find the edge where it fails. Every AI tool has limits, and knowing exactly where they are separates people who trust AI appropriately from people who trust it blindly or refuse to trust it at all. You learn a tool's shape by hitting its edges.

How much time does it take to build an AI habit?

Minutes a day on real tasks. The habit starts when the novelty wears off and you use the tool anyway, on the work you were about to do manually. Consistency matters more than volume, because each repetition compounds and each new model folds into a practice you already have.

Who is Judd Hoffman?

Judd Hoffman is CEO and Co-Founder of Ethica AI, a company building AI-powered voice tools for real estate transaction workflows, backed by the California Association of REALTORS. He has nearly three decades of operating experience, including more than 15 years across real estate title, transactions, and technology.

What is Ethica AI?

Ethica AI is a real estate technology company building VoicePilot, an AI-powered tool that allows real estate agents to complete transaction forms by speaking naturally instead of filling out PDFs manually. VoicePilot is backed by the California Association of REALTORS as a free member benefit for more than 190,000 members.

Full Transcript

AI is moving fast, and it's easy to feel like you're being left behind. I keep hearing this a lot from people, but you're not. The goal is not to know every model or to chase every headline or pretend every tool changes everything. The goal is for all of you to build the muscle. Try it, use it, break it. Learn from it. AI is not a class that you finish. I've mentioned this before. It's a habit that you build. That's today's reminder. Use it. Break it. Continue using it.

Judd Hoffman

Judd Walks

A video series from Ethica AI CEO Judd Hoffman. New episodes drop on LinkedIn.