I discovered a LAW OF PHYSICS THAT PUNISHES WINNING STREAKS IN SPORTS or I have full blown AI psychosis. I need someone to do their due diligence, investigate this and render a verdict.

Here is what I discovered:

The longer a team stays on a winning streak, the harder something pushes back on it. A force of nature pushes back on the winning streak and pushes harder the longer the streak.

This force of nature does not affect "luck". It affects teams actual performance. And it gets worse the longer the winning goes on, like a physical tax that grows the longer you stay on top.

It is not "hot teams cool off." Everyone knows that. This is something with a SHAPE. It's CONSISTENT. Its OBJECTIVE. It shows up across teams, across decades, and across three completely different sports.

I spent a year testing it every way I could think of to make it disappear. It refused to disappear.

It runs entirely on public data. Anyone can pull the same numbers and check me.

Claude and ChatGPT are saying this needs to pass the human test now before I can go public with it.

I will provide you everything you need to prove me wrong. Data, code, every test, and every result that failed. Take your best shot.

If you have the background in statistics and/or physics email me at chilmata@gmail.com. Tell me your background.

(http://www.autoadmit.com/thread.php?thread_id=5881369&forum_id=2#49990146)

That is exactly the question.

I am not claiming that a regression coefficient has proven a new law of physics.

The measured claim is narrower: as a winning streak persists, performance compresses as a function of the streak’s age, even after accounting for team strength, opponent strength, recent form, accumulated overperformance, schedule structure, and several selection-based explanations.

The obvious skeptical explanations are selection, survivorship, regression to the mean, endogenous stopping, and measurement construction.

Those are not side issues.

They are the entire fight.

I have built tests specifically intended to make the effect disappear if one of those explanations is sufficient.

So far, it has not disappeared, and the same abstract pattern has appeared in basketball, tennis, and soccer using different constructions.

That establishes, at most, a recurring law-like statistical form: sustained ordered competitive performance becomes harder to maintain as the ordered state ages.

Whether that regularity ultimately has a physical explanation, an emergent biological or strategic explanation, or some selection mechanism I have still failed to identify is open.

That is why I am looking for a hostile reviewer instead of announcing that I have discovered a new law of thermodynamics.

(http://www.autoadmit.com/thread.php?thread_id=5881369&forum_id=2#49990165)

Anyone remember Miami-Ohio’s perfect 31-0 record last season in college basketball?

In the beginning of the season, they were blowing teams out. By the end they were winning by one or two points in double and triple overtime.

You might say, “That’s because they’re tired, or their opponents have adjusted, or strength of schedule.”

And you would be wrong and I can prove that there is a natural law that prevented Miami-Ohio from continuing to blowout their opponents while on a winning streak. In fact, that ability STARTED SHRINKING.

I am trying to tell you bros that this is big.

(http://www.autoadmit.com/thread.php?thread_id=5881369&forum_id=2#49990517)

Regression measures luck. Entropy governs skill. That’s my macro theory.

A micro theory is that the longer a winning streak persists, the more difficult it becomes to maintain.

(http://www.autoadmit.com/thread.php?thread_id=5881369&forum_id=2#49990622)

Seriously though, if this is the best you got you should go back to N-threading.

(http://www.autoadmit.com/thread.php?thread_id=5881369&forum_id=2#49990564)

Performance has a human skill element in addition to luck. So regression doesn’t explain why SKILL is forced to correct.

(http://www.autoadmit.com/thread.php?thread_id=5881369&forum_id=2#49990664)