Why AI need to use computers, like a human (and why I started Simular)

Hey! A few months ago, I gave a talk at Princeton University on my thoughts about agents and Simular. Figured I should put together a summary and turned it into a blog post.

That Time a Googler Asked a Really Good Question

My first job was as a research scientist at Google DeepMind, where a key part of my role involved collaborating with various Google product teams to identify opportunities for applying our cutting-edge AI technology. However, one Googler asked me a totally unrelated question that may have ultimately sparked my decision to leave DeepMind and start Simular.

So this Googler asks me, "Why do directors get executive assistants but I don't?"It sounds like they're just complaining about workplace perks, but they actually hit on something profound.

Think about all the mundane stuff you do every day:

• Copying and pasting between spreadsheets
• Filling out those endless visa or job applications
• Scrolling through LinkedIn trying to find the right people

We ALL do this stuff. The difference? Those fancy executives have actual humans to handle it for them.

The rest of us? We're stuck doing it ourselves.

But what if we ALL had assistants? That's the opportunity I see with AI.

The Mouse Movement Experiment That Blew My Mind

Quick question: How much of your workday do you spend just moving your mouse around?When we asked people this question, nobody had a clue. So we ran an experiment with 10 tech workers.

The average person spends 2.5 hours a day just MOVING THEIR MOUSE.

That's 30% of your workday! And that doesn't even count when your mouse is still or when you're typing. Seriously, think about that. One-third of your work life is spent pushing a little plastic puck around.

Why I Created Simular

This mouse experiment is exactly why I started Simular. Our mission is simple: create digital agents that can use computers like humans do, turning our computers into our assistants.We call it "Simular" because they're similar to humans... but not actually human. (See what I did there?)

But What About APIs?

Whenever I talk about this, someone always asks: "Can't you just use APIs to automate all this stuff?"

Sure, APIs are great... when they exist. But:

1. Someone has to build those APIs first
2. There are literally 3 new websites popping up EVERY SECOND (that's about 90 million new websites a year)

There's no way API development can keep up with that pace. We need something more universal – agents that can use a mouse and keyboard just like you and me.

Two Types of Thinking, Two Types of Agents

Here's where things get interesting. Humans have two thinking systems:

Fast thinking – The automatic, instinctive stuff we do without thinking (like driving when you're experienced)

Slow thinking – The deliberate, reasoning-based thinking (like solving a math problem)

The problem with today's AI agent discussions is that people focus on just one system:

• Some folks only talk about the reasoning capabilities (the "slow thinking")
• Others only care about automating repetitive tasks (the "fast thinking")

But the truly game-changing agents will need BOTH abilities.

Practice Makes Perfect (For AI Too)

Remember how when you first learned to drive, it took all your concentration? But now you can do it while having a conversation?

That's because practice moved driving from your "slow thinking" system to your "fast thinking" system. AI agents should work the same way:

• Use fast thinking for routine tasks they've done before
• Switch to slow, careful reasoning when they hit something new or tricky

How We're Building Agents at Simular

At Simular, we're creating agents that evolve like humans do:

1. They start by carefully reasoning through new tasks
2. Over time, common actions become automatic and efficient
3. They know when to slow down and think carefully when facing something unusual

This approach means:

• Your automation costs will drop dramatically
• Your agents will make fewer mistakes
• You'll actually trust the system enough to use it

The Bottom Line

Elite people have always had assistants. Now it's everyone else's turn.

With the right AI agents – ones that can think both fast AND slow – we can all reclaim those 2.5 hours a day we're wasting just moving a mouse around.

Wouldn't you rather spend that time on something that actually matters?