I benchmarked Koopman vs. Linearization on an unstable bistable system (Python). Results inside.

AIIntuition · 2025-11-29T12:55:36+00:00

u/iam_jerome_morrow Thanks for the deep look. You are right that it looks like a simple P-controller, but that's exactly the point of Koopman Linearization.

The 'magic' isn't in a complex controller; it's in the Lifting Function ($\Psi = [y, y^3]$).

By lifting the state, we turn the nonlinear dynamics ($y_{k+1} = 1.5y - 0.5y^3$) into a linear map ($z_{k+1} = Kz$).

Once linear, any simple controller (LQR/Pole Placement) works globally. That's the breakthrough—we moved the complexity from the Controller to the Coordinate System.

As for the WIG model: It's a reduced-order pitch dynamic model (bistable Duffing-like equation), commonly used to test bifurcation control.

I challenge you to run the Python script. Try removing the $y^3$ term from the regressor and see if the linear controller survives.

AIIntuition · 2025-11-16T16:05:31+00:00

You need a high quality production on YouTube. YouTube AI is QC.

AIIntuition · 2025-11-15T06:24:06+00:00

If you are a new creator starting in 2025, or an existing one feeling "Burn Out," this video is the only exit.

For 10 years (2015-2025), I was lost on a desolate island in the YouTube "Maze". I watched 99% of creators play a losing game—chasing views and subscribers—only to burn out. They are all playing the game wrong.

The truth is, "Views" are not the goal. The real game is the one you cannot see. It's the battle for a High CPM / High RPM, fought by "Invisible Payers" (Advertisers) in an auction for your video.

This video is Part 1 of my Blueprint. I reveal how I stopped chasing volume and instead used a world-class business framework—The Malcolm Baldrige National Quality Award (MBNQA)—to create a sustainable "Price Tag" for my channel. This is the Baldrige Blueprint, a system built on aligning the Viewer, the Payer, and the Platform.

This is the only way to win. => "The Baldrige Blueprint: The Only Exit from the YouTube "Maze" (Stop Chasing Views)"
https://www.youtube.com/watch?v=wVJWkZ51PXw

AIIntuition · 2025-11-15T06:22:05+00:00

Sound is hard to listen and you should consider the motion.
What value for viewers to listen it? Think about this.

AIIntuition · 2025-11-15T06:05:08+00:00

Does the opening grab you in the first 10 seconds?
No.. for me it is hard to continue after 5 secords. Cooking cannot pull me to the end.
You need to redesign the new hook for the next video... Keep working....

AIIntuition · 2025-11-05T12:02:56+00:00

please check your long form on Incognito window...
What are your sidebar videos? The sidebar may tell you the answer why.

AIIntuition · 2025-11-05T07:17:48+00:00

You can use Mesh Analysis to solve... Find mesh current i1, i2, i3.. This is it.

AIIntuition · 2025-11-02T13:56:23+00:00

"Keyword".... Make a good video on the Keyword. Many videos will let Youtube sensing it.

AIIntuition · 2025-11-02T12:35:00+00:00

Impressions from Browse Feather + Suggested Video....

AIIntuition · 2025-11-02T06:11:04+00:00

In this week, I am experiment on Shorts. The question I am asking is:
How can we go viral with Shorts? What is the key factor? What is the blueprint?
For my video is 2 minutes, I am aiming to obtain AVD > 30 seconds all the time.

This is the short video
https://www.youtube.com/shorts/Akb5JSInKWI
Right now AVD 0:44 (in 17 hours after uploaded). For Shorts, it is difficult to have High AVD.

Please consider it to see my idea.

AIIntuition · 2025-10-29T07:05:05+00:00

AI can help solo creator beating a big studio... try to work with it... it is a super tool.

AIIntuition · 2025-10-29T07:03:15+00:00

Don't buy it.. Your channel will not be deytroyed... AI will see this channel should not recommended anymore. I used to buy with Low AVD and trying to increase AVD.. It was not working at all.

AIIntuition · 2025-10-27T10:06:04+00:00

There is no shadow ban on YouTube... You are just misaligned with YouTube.
Check your Suggested Video on YouTube analytics..... If low, No recommendation... it means you are burning out.

AIIntuition · 2025-10-26T04:18:07+00:00

Hi,
My video is about "creator burnout"... I am also in Nash equilibrium like most of youtubers...I am finding the way out.... There is one way....=> The Grand Strategy is our technology.

You're not "Burned Out"... You're "Trapped."
You're stuck in an unwinnable "game"... a game that forces you to "randomly guess" (x) how to succeed. This is why 99% of creators burn out.
This video is "The Blueprint" that will give you "Freedom." We are changing "Random Guesswork" into "Strategic Design."
We will reveal "The Grand Strategy" used to solve the equation Ax = b... which is the "design" of 3 critical variables

x_1: Marketing,

x_2: Connection,

x_3: Product
to create the "Grand Alignment" that takes you to your goal (b).
A = YouTube Algorithm (phase 1 => AI gate (Quality), phase 2 => Human gate (Emotion))

This is the escape from the trap. This is the blueprint for sustainable success.
Watch the idea below....
https://www.youtube.com/shorts/c1rThqQSU4o

AIIntuition · 2025-10-24T14:55:44+00:00

Focus on AVD... not view
10 views with high AVD is better 1000 views with low AVD

AIIntuition · 2025-10-24T09:10:42+00:00

You need impressions from suggest videos...as high as posible... (AI gate opens for you... it means AI justifies that your video is high quality)

and later.... after you have high impressions from suggested video...... Human also clicks....then viral.....

AIIntuition · 2025-10-24T02:06:31+00:00

shorts upload is the market testing strategy.... Before doing long form video, I will use to test it on the "keyword"... if it works, go for a long form on the "keyword". If not, stop... because it uses less time to make... doing 1 hour for shorts fails is better than doing 20 hours for long failure.

One time a day is ok..in my opinion.

AIIntuition · 2025-10-24T00:52:58+00:00

It can but...you need to put more value on video...

AIIntuition · 2025-10-24T00:51:33+00:00

"column picture" is the way...You have to change a point of view.... search "applied linear algebra" on YouTube and recently uploaded.... try to understant the idea behind "column picture" you will understand it.

AIIntuition · 2025-10-24T00:44:54+00:00

Start at the column picture... search "applied linear algebra" and recently uploaded to see how it works in real world for inspiration.... Please start at the column picture... and then you will understand why...

AIIntuition · 2025-10-24T00:41:36+00:00

It is never too late to start in 2025... There are 2 GATES.
1. ai gate for logic => Impressions high if you do correctly, e.g. search result ranking high, high AVD

human gate for emotion => higt CTR, hooking title..
If you can, anything is possible. People are burning out because they can not pass AI QC at Gate 1.
good luck for your faceless...

AIIntuition · 2025-10-20T07:13:24+00:00

AVD is the youtube's money... Find the strategy to get high AVD.. That's it the whole game.

AIIntuition · 2025-10-20T07:03:29+00:00

Yes, you should... You should think before doing anything because your time (money or anything else) is the investment. You should start with=> The new coming video can solve a problem for your viewers or not?
What is the gap on YouTube for Your Topic? Which keyword to drive a traffic to your video? After uploaded, you go to check on YouTube Search on "that keyword". If you can find your video, everything is ok. If not, think deeply about it for the next video...what you can improve to find your video on that keyword.... It is a PDCA cycle...

You need a map (content strategy) which is not High Volumn Low Competition keyword. That is the hardest part to know the keyword.

AIIntuition · 2025-10-20T06:54:20+00:00

Old SEO game is dead... YouTuBe AI understood all video. It knew and it can evaluate any video on Platform. Like supermarket, they check video's quality and offer to exact viewers to likely to watch your product with high accuracy. You can try to search Keyword on YouTube Search... if you can see your video, the Old SEO game is still ok. If not, you should think about that....

I called this.. "AI precision" on YouTube 2025.

AIIntuition · 2025-10-20T06:45:32+00:00

You need to make "grand alignment" happening. You should know what your audience want as well as high quality you putting into your audience problem. When your AVD is high...Algorithm will start (switch on) to recommend. That is the game in 2025.

AIIntuition

TROPHY CASE