Cooper Maruyama
cooper maruyama

half-stack developer

Running agents like 1-cent poker tables
Running agents like 1-cent poker tables

AI Is Giving Me an Unfair Advantage

In that screenshot, you can see opencode instances running Opus 4.5. What you don't see are the six more in hidden tabs. They're all executing a sophisticated plan right now.

Here's the kind of prompt I might throw at them:

Create a nix module that sets up an rclone mount in this repo, configurable for S3 and R2.

That's me adding scalable blob storage to an app in a way that lets me move files around like any other directory. Meanwhile, a less experienced developer probably hasn't heard of rclone. They're dragging images into S3 buckets through AWS's clunky web interface. They're spending three hours debugging why a CORS policy won't let their images load.

The AI helps them too. It really does. But here's the uncomfortable part: while it cut their three-hour task down to ninety minutes, it cut my equivalent task down to five. And I wasn't just setting up storage—I was tricking Claude into generating my repo's README and teammate onboarding docs at the same time.

I'm asking for things a new developer doesn't even know to want yet.

It's Not Multiplication - It's Exponential

When I think about the productivity gain here, it's painfully obvious that AI doesn't add a flat percentage to everyone's output. It multiplies what you already have.

That hypothetical junior dev? Maybe 50% more productive. Me? Something closer to 1,000%. The gap isn't shrinking. It's compounding.

This is going to create a kind of wage gap that worries me. Not because I'm on the wrong side of it—but because of what it means for the solo developer ecosystem. The fresh-out-of-college founder building convert-my-image-to-jpeg.app might not stand a chance against a FAANG team with the same tools and ten years of accumulated context.

For some reason, that doesn't sit right with me.

What I'm Actually Afraid Of

I used to play nine simultaneous $0.01/$0.02 online poker games. You'd have this grid of tables, each one demanding just enough attention that you could barely keep up. It was a grind, but if you knew the patterns, you could print money while worse players tilted off their stacks one at a time.

That's what my screen looks like right now. A chess grid of Claudes, each one churning through a piece of something larger than any single session could hold.

I really hope the future isn't what I think it is. I hope there's still room for the scrappy builder who doesn't have a decade of infrastructure knowledge baked into their prompts. I hope the leverage stays democratizing instead of consolidating.

But as I sit here watching nine agents run like penny-stakes poker tables, I can't help but feel like that's not where we're headed.