← Back to blog

Brute Force

March 21, 2026

There is a version of fitness where you just burn everything. Run until you cannot run. Lift until you drop. Consume five thousand calories of whatever is in front of you because the furnace will eat it anyway. It works — sort of. You stay lean because the math is overwhelming. Output exceeds input by such a margin that precision is irrelevant.

Military training does this. College athletics does this. Any environment where the volume is so brutally high that your body has no choice but to adapt and shed. You get fit as a side effect of surviving the workload.

Then you leave that environment. The furnace shuts down. And you realize you never actually learned how to build anything — you just learned how to endure.

The Problem With Volume

Brute force solutions share a common flaw: they work until they don't, and when they stop working, you have no fallback. You never developed the skill because the hammer was always big enough to make skill optional.

This is not limited to fitness. I see it in infrastructure all the time.

A company throws hardware at a performance problem instead of fixing the query. Works great — until the dataset grows 10x and no amount of RAM can paper over an O(n²) scan. They never learned to index because the brute force approach kept the lights on long enough to become the default.

A startup hires aggressively instead of fixing its processes. Twelve engineers doing the work of four because nobody stopped to ask why four could not handle it. The answer is usually meetings, or bad tooling, or both. But headcount is easier than introspection.

A trader averages down on a losing position because they have the capital to absorb it. The account survives, but the lesson doesn't land. Next time the position is bigger, the capital is thinner, and the same instinct that "worked" before blows the account.

Precision Is Boring

The alternative to brute force is boring. It is tracking macros instead of just eating less. It is progressive overload on specific muscle groups instead of running yourself into the ground. It is query optimization instead of bigger boxes. It is process improvement instead of more hires.

Nobody writes war stories about the guy who fixed the database index. Nobody makes movies about the athlete who gained two pounds of lean mass over eight disciplined weeks. Precision is invisible. It is the absence of drama, which is exactly why it works — because drama means something broke.

The best-run server is the one you forget exists. The best-managed portfolio is the one that never makes the news. The best training program is the one that doesn't require heroic effort on any given day.

When Brute Force Was Right

I am not saying brute force has no place. Sometimes the building is on fire and you need to throw water at it, not debate optimal nozzle angles. Early-stage companies should brute force their way to product-market fit because they will die before they can optimize. Young athletes should train hard and eat big because they have hormonal tailwinds that make precision less critical.

But staying in brute force mode past its expiration date is how you end up forty years old with bad knees and no understanding of why you can't eat like you did at twenty. Or running a company with fifty employees doing the work of fifteen, bleeding cash, wondering where the margin went.

Brute force is a phase. Precision is a practice.

Know when to transition, or the transition will happen to you — and it will not be gentle.