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How to Survive the AI Slop Era

Published:
4 min read

I cancelled two dictation apps last month and built my own.

Hold a key, speak, release, text appears. 5MB. No cloud. No account. I called it the “Dictator” haha.

Dictator app dashboard

That’s it. The whole app.

Tim Ferriss calls this the “minimum effective dose”.

The smallest input that produces the desired outcome. Everything beyond that is waste.

Most SaaS products are the opposite. They’re the maximum tolerable dose.

As much as they can pack in before you cancel.

WarGames professor falken

Most tools are 20% useful and 80% someone else’s idea of what you might need. Features you’ll never open. Integrations with services you don’t use.

You’re not paying for the thing you want anymore.

So you have to build your own now.

Building your own tools

The Copy/Paste Generation

Something I’ve been thinking about more lately is how I distribute content. I repurpose every YouTube script into 5+ formats. Posts, threads, newsletters, shorts and community updates. Distribution is king. But people do it wrong.

They treat each platform like a copy machine. Take the script, paste it somewhere else, maybe change the formatting a little. That’s not distribution. That’s littering.

Christian Bale

What actually works is a flywheel. A LinkedIn post drives someone to the YouTube video. The video drives newsletter signups. The newsletter drives replies that become the next video topic. Each platform feeds the others. But the flywheel only spins if the content actually fits the platform it lands on. Copy-paste doesn’t spin anything. Again, it’s littering.

The best repurposed content doesn’t just reformat, it bends.

You take one idea and refract it through the lens of whatever community you’re speaking to.

The content stays honest, you’re not making things up but the framing shifts to match what that specific audience actually cares about.

This is where ai tools fall apart.

Dream big

They fall into two camps. Camp one copies your script. Lazy. Camp two rewrites your script but adds things you’ve never said, motivation you’d never write, you get the point.

Neither understands what repurposing actually is. It’s not reformatting. It’s not rewriting. It’s finding the angle inside your existing content that this specific platform rewards without losing your voice.

I’ve been building something to fix this.

Building something

Will share details soon. But if you repurpose content across platforms you already know exactly what I’m talking about.

How to survive what’s coming next

Here’s the thing that connects all of this.

Everyone optimized for output.

Scroll any platform for 30 seconds. YouTube scripts have the same cadence. The same three-act structure. Posts that say nothing in the most polished way possible.

I use AI constantly. I built half my agency on it. But there’s a gap between using AI to move faster and using AI to avoid thinking. The first one is leverage. The second one is camouflage. Your content becomes indistinguishable from everyone else’s because it literally came from the same place.

The tools meant to help creators express themselves are making everyone sound identical.

Books that rewired my brain

I manage my audiobook library from the terminal because apparently that’s who I am now.

“The reason you can’t change is because you keep on making the decision not to change.” - The Courage to Be Disliked

If you’re a creator sitting on a draft or a product or an idea, waiting until you’re ready. This book will make that waiting feel expensive. Which it is.

Quick shelf:

One repo worth your time

autoresearch by Andrej Karpathy. 57k stars. An AI agent that runs full research workflows, pulls papers, summarizes and runs experiments.

Karpathy keeps shipping small single-purpose tools. There’s a pattern worth stealing: build the smallest useful thing. Make it work. Move on.

I’ve been applying the same idea to my own content workflow. Built an overnight eval pipeline that scores my writing agents against my actual approved outputs and iterates until they pass.

Eval pipeline results

End of transmission

Build your own tools when the existing ones don’t fit. Use AI to move faster and not to think less. Read books that make you uncomfortable.

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How I use AI to run a YouTube agency. Strategy, systems and what's working right now.

When there's something worth saying.