Forecaster

With LLMs, anyone can ship. Code is cheap. Prototypes are instant. Entire products can be assembled in hours.

The bottleneck has moved.

Not to execution.
To judgment.

The new problem

When building becomes commoditized, the question is no longer:

“Can you build it?”

but:

“Was it worth building?”

And most builders have no reliable way to answer that.

They can generate features endlessly. Variations, ideas, iterations.

But they lack something more fundamental:

Taste.

Not aesthetic taste—but decision taste:

What is worth doing
What is noise vs signal
What will actually matter to a user

Why taste is hard

Taste doesn’t scale the way building does.

You can prompt your way into code.
You can’t prompt your way into judgment—at least not reliably.

So builders fall into new failure modes:

Shipping too much, too fast, with no filter
Confusing novelty with value
Mistaking “it works” for “it matters”
Iterating without direction

In a world of infinite building capacity, bad taste compounds faster than ever.

The missing layer

We started to think about this as a missing system:

Not a tool for building.

A tool for testing the builder.

The First Taste Engine.

What it does

The idea is simple:

Before scaling an idea, test whether your judgment about it is actually good.

Instead of asking:

“Did users like this?”

we ask:

“Did we correctly predict what users would like?”

That shift matters.

Because it separates:

luck from skill
outcomes from decision quality
noise from real signal

How it works

Every idea becomes a test of taste:

What do you think will happen?
Who will care?
By how much?
How confident are you?

Then reality resolves it.

Not as a binary success/failure—but as feedback on your calibration.

Over time, patterns emerge:

Where you systematically overestimate
Where you miss obvious signals
Which instincts are reliable—and which aren’t

Why this matters now

In the past, bad judgment was expensive.

You couldn’t build much, so mistakes were naturally limited.

Now it’s inverted.

You can build everything.

So the cost of bad judgment is not wasted effort—
it’s drowning in low-quality output.

The builders who win will not be those who build the most.

But those who:

filter better
predict better
learn faster

Taste as a competitive advantage

In an LLM-native world:

Execution is abundant
Ideas are cheap
Iteration is infinite

The scarce resource is:

Good bets.

Taste becomes measurable.

Not as a vague intuition—but as a track record of predictions vs reality.

A practical starting point

Before building your next feature, write down:

What outcome you expect
For whom
By how much
With what confidence

Then track it.

Not to prove you were right.

But to see how you were wrong.

We’re no longer limited by what we can build.

We’re limited by what we choose to build.

The First Taste Engine is about making that choice testable.

The First Taste Engine for AI Age