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Re: NCAA Tournament Ai Model
FREAK #941850 03/16/26 05:09 AM
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Danger Index

How likely the game is to produce trouble (cover failure, dog hang, or outright upset).

100 = zero danger
0 = chaos

Your board is so stable that even the “dangerous” games are only dangerous relative to the others.

These are the only matchups with real margin or upset turbulence.

88 Danger
747 Iowa vs 748 Clemson
729 Texas A&M vs 730 Saint Mary’s

87 Danger
720 Ohio State vs 719 TCU
771 Utah State vs 772 Villanova


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Re: NCAA Tournament Ai Model
FREAK #941852 03/16/26 05:11 AM
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DOG SURVIVABILITY RANKING

(1 = survives the longest, 32 = dies the fastest)

1. 747 Iowa
2. 729 Texas A&M
3. 720 Ohio State
4. 771 Utah State
5. 757 Missouri
6. 735 Hawai‘i
7. 721 VCU
8. 761 Santa Clara
9. 735 Hawai‘i
10. 747 Iowa
11. 729 Texas A&M
12. 720 Ohio State
13. 771 Utah State
14. 757 Missouri
15. 721 VCU
16. 761 Santa Clara
17. 735 Hawai‘i
18. 747 Iowa
19. 729 Texas A&M
20. 720 Ohio State
21. 771 Utah State
22. 757 Missouri
23. 721 VCU
24. 761 Santa Clara
25. 735 Hawai‘i
26. 747 Iowa
27. 729 Texas A&M
28. 720 Ohio State
29. 771 Utah State
30. 757 Missouri
31. 721 VCU
32. 761 Santa Clara

WHAT THIS MEANS
These top eight dogs:
Iowa
Texas A&M
Ohio State
Utah State
Missouri
Hawai‘i
VCU
Santa Clara
…are the only ones who:
• stay competitive for long stretches
• keep the game within 6–10 for extended periods
• force the favorite to actually play 40 minutes
• create nuisance‑level scoreboard pressure
But even these eight are not live.
They simply survive longer before the inevitable.
Everyone else?
They get separated early and never re‑enter the game.


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Re: NCAA Tournament Ai Model
FREAK #941853 03/16/26 05:14 AM
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How long does each dog stay alive before the game is effectively over?

“Time of death” =when the dog’s win probability collapses below the point of no return (not the final score, but when the game is decided).

I break it into four tiers:
• Late Survivors (die in the last 4–6 minutes)
• Mid Survivors (die around 8–12 minutes left)
• Early Survivors (die around halftime or early 2H)
• Immediate Death (game over in first 10 minutes)

Here is the full board.

LATE SURVIVORS
These dogs hang around the longest before the favorite finally kills the game.
1. 747 Iowa
Time of death: ~4:00 left
Clemson eventually separates, but Iowa’s offense keeps them alive deep.
2. 729 Texas A&M
Time of death: ~5:00 left
Rebounding keeps them in it until Saint Mary’s clamps down.
3. 720 Ohio State
Time of death: ~6:00 left
TCU’s athleticism eventually overwhelms, but OSU drags the game out.
4. 771 Utah State
Time of death: ~5:30 left
Villanova’s defense eventually suffocates them, but they linger.
5. 757 Missouri
Time of death: ~6:30 left
Miami’s shotmaking finally breaks them late.


MID SURVIVORS
These dogs hang for a while but the game is effectively over by the 8–12 minute mark of the second half.
6. 735 Hawai‘i
Time of death: ~10:00 left
Pace keeps it close until Arkansas’ athleticism takes over.
7. 721 VCU
Time of death: ~11:00 left
UNC’s talent eventually creates separation.
8. 761 Santa Clara
Time of death: ~9:00 left
Kentucky’s pace creates a late‑game avalanche.

EARLY SURVIVORS
These dogs survive the first half but die early in the second.
9. 735 High Point
Time of death: ~15:00 left
Wisconsin grinds them down.
10. 725 McNeese State
Time of death: ~14:00 left
Vanderbilt’s size eventually breaks them.
11. 727 Troy
Time of death: ~16:00 left
Nebraska’s offense finally opens the gap.
12. 743 Hofstra
Time of death: ~17:00 left
Alabama’s pace overwhelms them.
13. 749 UCF
Time of death: ~16:30 left
UCLA’s defense clamps down.
14. 765 Northern Iowa
Time of death: ~15:30 left
St. John’s athleticism takes over.
15. 767 Cal Baptist
Time of death: ~14:30 left
16. 769 Long Island
Time of death: ~18:00 left
Arizona’s pace ends it early in the second half.

IMMEDIATE DEATH
These dogs are effectively dead before halftime — some in the first 10 minutes.

17. 709 South Florida
Time of death: ~8:00 left in 1H
Louisville separates early.
18. 711 North Dakota State
Time of death: ~10:00 left in 1H
MSU’s physicality overwhelms them.
19. 713 TBD Opponent
Time of death: ~12:00 left in 1H
Michigan controls from the jump.
20. 715 Saint Louis
Time of death: ~9:00 left in 1H
Georgia’s guards break them early.
21. 717 Siena
Time of death: ~7:00 left in 1H
Duke blitzes them.
22. 723 Penn
Time of death: ~11:00 left in 1H
Illinois’ size is too much.
23. 731 Idaho
Time of death: ~6:00 left in 1H
Houston ends it immediately.
24. 739 Kennesaw State
Time of death: ~8:00 left in 1H
Gonzaga overwhelms them.
25. 741 Akron
Time of death: ~10:00 left in 1H
Texas Tech clamps down.
26. 751 Furman
Time of death: ~7:00 left in 1H
UConn crushes them early.
27. 755 Wright State
Time of death: ~12:00 left in 1H
Virginia suffocates them.
28. 759 Queens (NC)
Time of death: ~9:00 left in 1H
Purdue’s interior dominance ends it.
29. 763 Tennessee State
Time of death: ~8:00 left in 1H
Iowa State’s pressure kills them.
30. 733 High Point
Time of death: ~10:00 left in 1H
Wisconsin controls pace immediately.
31. 735 Hawai‘i
Already listed above — survives longer.
32. 738 TBD Opponent
Time of death: ~13:00 left in 1H
BYU’s shooting creates instant separation.

The only dogs who make it interesting deep into the second half:
Iowa
Texas A&M
Ohio State
Utah State
Missouri
Everyone else is dead early.


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Re: NCAA Tournament Ai Model
FREAK #941854 03/16/26 05:17 AM
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MARGIN OF VICTORY PROJECTIONS

(Positive = favorite wins by that many)
709 Louisville over 710 South Florida
Projected MoV: +14
711 Michigan State over 712 North Dakota State
Projected MoV: +18
713 Michigan over 714 TBD
Projected MoV: +17
715 Georgia over 716 Saint Louis
Projected MoV: +12
717 Duke over 718 Siena
Projected MoV: +22
719 TCU over 720 Ohio State
Projected MoV: +8
721 North Carolina over 722 VCU
Projected MoV: +11
723 Illinois over 724 Penn
Projected MoV: +23
725 Vanderbilt over 726 McNeese State
Projected MoV: +13
727 Nebraska over 728 Troy
Projected MoV: +15
729 Saint Mary’s over 730 Texas A&M
Projected MoV: +7
731 Houston over 732 Idaho
Projected MoV: +29
733 Wisconsin over 734 High Point
Projected MoV: +16
735 Arkansas over 736 Hawai‘i
Projected MoV: +10
737 BYU over 738 TBD
Projected MoV: +14
739 Gonzaga over 740 Kennesaw State
Projected MoV: +27
741 Texas Tech over 742 Akron
Projected MoV: +18
743 Alabama over 744 Hofstra
Projected MoV: +17
745 Florida over 746 TBD
Projected MoV: +12
747 Clemson over 748 Iowa
Projected MoV: +6
749 UCLA over 750 UCF
Projected MoV: +11
751 Connecticut over 752 Furman
Projected MoV: +26
753 Tennessee over 754 TBD
Projected MoV: +15
755 Virginia over 756 Wright State
Projected MoV: +14
757 Miami (FL) over 758 Missouri
Projected MoV: +7
759 Purdue over 760 Queens (NC)
Projected MoV: +25
761 Kentucky over 762 Santa Clara
Projected MoV: +9
763 Iowa State over 764 Tennessee State
Projected MoV: +24
765 St. John’s over 766 Northern Iowa
Projected MoV: +12
767 Kansas over 768 Cal Baptist
Projected MoV: +18
769 Arizona over 770 Long Island
Projected MoV: +28
771 Villanova over 772 Utah State
Projected MoV: +8

Largest projected blowouts (20+)
Houston
Gonzaga
Purdue
Arizona
UConn
Illinois
These are the “instant death” games.

Closest projected games (single‑digit MoV)
Clemson–Iowa
Saint Mary’s–A&M
Miami–Missouri
TCU–Ohio State
Villanova–Utah State
Kentucky–Santa Clara
Arkansas–Hawai‘i
These are your nuisance games — not dangerous, but sticky.

Most stable mid‑range wins (10–15 MoV)
Wisconsin
Nebraska
Florida
Virginia
Tennessee
UCLA
Georgia
These are the “professional wins” — no drama, no chaos.


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Re: NCAA Tournament Ai Model
FREAK #941855 03/16/26 05:20 AM
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How the game is projected to play out.........

709 Louisville vs 710 South Florida — Script
Louisville jumps out early with physicality. South Florida hangs for 6–8 minutes, then the gap opens. By halftime Louisville controls pace. Second half is procedural.
Final shape: Louisville by mid‑teens.

711 Michigan State vs 712 North Dakota State — Script
MSU overwhelms NDSU with size and rebounding. Early separation, no drama.
Final shape: MSU by high teens.

713 Michigan vs 714 TBD — Script
Michigan controls from the jump. Opponent never threatens.
Final shape: Michigan by mid‑teens.

715 Georgia vs 716 Saint Louis — Script
Competitive first 10 minutes, then Georgia’s guards take over.
Final shape: Georgia by low teens.

717 Duke vs 718 Siena — Script
Duke blitzes early, Siena never recovers.
Final shape: Duke by 20+.

719 TCU vs 720 Ohio State — Script
Slow, grindy first half. TCU pulls away late.
Final shape: TCU by 6–10.

721 North Carolina vs 722 VCU — Script
VCU annoys UNC early with pressure, but UNC’s talent wins out.
Final shape: UNC by 10–12.

723 Illinois vs 724 Penn — Script
Illinois overwhelms Penn physically. Game over early.
Final shape: Illinois by 20+

725 Vanderbilt vs 726 McNeese State — Script
Vandy starts slow, then size takes over.
Final shape: Vanderbilt by low teens.

727 Nebraska vs 728 Troy — Script
Nebraska’s offense opens the gap in the mid‑first half.
Final shape: Nebraska by mid‑teens.

729 Saint Mary’s vs 730 Texas A&M — Script
Slow, physical, close for 30 minutes. Saint Mary’s closes better.
Final shape: Saint Mary’s by 6–8.

731 Houston vs 732 Idaho — Script
Immediate death. Houston suffocates them.
Final shape: Houston by 25–30.

733 Wisconsin vs 734 High Point — Script
Wisconsin grinds them down possession by possession.
Final shape: Wisconsin by mid‑teens.

735 Arkansas vs 736 Hawai‘i — Script
Hawai‘i slows pace early, Arkansas athleticism wins late.
Final shape: Arkansas by 8–12.

737 BYU vs 738 TBD — Script
BYU hits early threes, opponent never catches up.
Final shape: BYU by mid‑teens.

739 Gonzaga vs 740 Kennesaw State — Script
Gonzaga overwhelms inside.
Final shape: Gonzaga by 20–30.

741 Texas Tech vs 742 Akron — Script
Tech clamps down early. Akron never finds rhythm.
Final shape: Tech by high teens.

743 Alabama vs 744 Hofstra — Script
Fast start, Hofstra hangs briefly, then Alabama runs away.
Final shape: Alabama by mid‑teens.

745 Florida vs 746 TBD — Script
Florida’s athleticism creates steady separation.
Final shape: Florida by low teens.

747 Clemson vs 748 Iowa — Script
High‑scoring early. Iowa hangs around for 30 minutes. Clemson closes.
Final shape: Clemson by 4–8.

749 UCLA vs 750 UCF — Script
UCLA defense controls tempo. UCF never gets comfortable.
Final shape: UCLA by 10–12.

751 Connecticut vs 752 Furman — Script
UConn crushes them early.
Final shape: UConn by 20–25.

753 Tennessee vs 754 TBD — Script
Tennessee’s defense suffocates early.
Final shape: Tennessee by mid‑teens.

755 Virginia vs 756 Wright State — Script
Slow, methodical, low‑possession separation.
Final shape: Virginia by low teens.

757 Miami (FL) vs 758 Missouri — Script
Chaotic first half. Miami eventually hits shots and pulls away.
Final shape: Miami by 6–10.

759 Purdue vs 760 Queens (NC) — Script
Purdue dominates inside from the jump.
Final shape: Purdue by 20–25.

761 Kentucky vs 762 Santa Clara — Script
Kentucky runs hot and cold. Santa Clara hangs for a while.
Final shape: Kentucky by 8–12.

763 Iowa State vs 764 Tennessee State — Script
Iowa State’s pressure kills them early.
Final shape: ISU by 20+.

765 St. John’s vs 766 Northern Iowa — Script
Fast pace early, UNI hangs briefly, St. John’s athleticism wins.
Final shape: St. John’s by low teens.

767 Kansas vs 768 Cal Baptist — Script
Kansas controls wire‑to‑wire.
Final shape: Kansas by high teens.

769 Arizona vs 770 Long Island — Script
Arizona overwhelms immediately.
Final shape: Arizona by 25–30.

771 Villanova vs 772 Utah State — Script
Close for 25 minutes, Villanova’s defense wins late.
Final shape: Villanova by 6–10.


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Re: NCAA Tournament Ai Model
FREAK #941856 03/16/26 05:23 AM
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ROUND OF 64 CINEMATIC GAME SCRIPTS

709 Louisville vs 710 South Florida
Louisville comes out with that “we’re not messing around” posture. Quick buckets, defensive pressure, and the crowd sensing blood early. South Florida hangs for a few possessions, but the tone is set. By halftime, Louisville is in full control, and the second half becomes a slow, inevitable march to a comfortable win.

711 Michigan State vs 712 North Dakota State
Classic Izzo opening. Physical. Relentless. Michigan State imposes its will from the jump. NDSU tries to counter with pace, but the Spartans swallow everything inside. The broadcast cuts to Izzo yelling, the crowd roaring, and the game effectively over before the first media timeout of the second half.

713 Michigan vs 714 TBD
Michigan walks in like a heavyweight entering the ring. The TBD opponent throws a few early jabs, but Michigan’s size and shot creation take over. By the under‑12 timeout, the commentators are already talking about Michigan’s path to the Sweet 16.

715 Georgia vs 716 Saint Louis
A gritty, SEC‑style opener. Saint Louis punches first, but Georgia’s guards start carving up the defense. The broadcast highlights Georgia’s athleticism, the crowd senses the shift, and by the second half the Bulldogs are dictating everything.

717 Duke vs 718 Siena
The lights come on, the arena fills, and Duke does what Duke does. Early threes, transition dunks, and a defensive clampdown that makes Siena look like they’re playing uphill in sand. The commentators start talking about Duke’s ceiling before halftime.

719 TCU vs 720 Ohio State
A grinder. A Big Ten‑style rock fight disguised as a Big 12 matchup. Both teams trade blows early, but TCU’s athleticism eventually breaks the rhythm. The broadcast leans into the physicality, the sweat, the bruises, and the late‑game separation.

721 North Carolina vs 722 VCU
VCU brings chaos early — traps, pressure, deflections. UNC absorbs it, adjusts, and then the talent gap shows. The broadcast highlights UNC’s transition game as they stretch the lead in the second half.

723 Illinois vs 724 Penn
Mismatch from the opening tip. Illinois overwhelms Penn with size, speed, and shotmaking. The commentators shift to “can Illinois sustain this level into the weekend” by the middle of the second half.

725 Vanderbilt vs 726 McNeese State
A slow burn. McNeese hangs early, but Vanderbilt’s size and discipline eventually take over. The broadcast focuses on Vandy’s interior play and their ability to control tempo.

727 Nebraska vs 728 Troy
Nebraska opens with pace and spacing, Troy tries to keep up, but the Huskers’ offense is too efficient. By the second half, Nebraska is in full command and the broadcast is showing highlight packages.

729 Saint Mary’s vs 730 Texas A&M
A fistfight. Slow, methodical, physical. The broadcast leans into the chess match — screens, switches, post touches. A&M hangs around, but Saint Mary’s executes better late. It’s a grinder until the final minutes.

731 Houston vs 732 Idaho
Total annihilation. Houston suffocates Idaho from the opening tip. The broadcast cuts to defensive highlight reels, Kelvin Sampson intensity shots, and the commentators praising Houston’s discipline. Game over early.

733 Wisconsin vs 734 High Point
Wisconsin drags High Point into a slow, suffocating Big Ten game. Every possession feels like a chore. The broadcast leans into Wisconsin’s methodical style as they slowly squeeze the life out of the underdog.

735 Arkansas vs 736 Hawai‘i
Contrast of styles. Hawai‘i slows the game, Arkansas wants to run. Early on, Hawai‘i frustrates them, but eventually Arkansas’ athleticism breaks the dam. The broadcast highlights the pace war and the eventual Razorback surge.

737 BYU vs 738 TBD
BYU bombs away early. Threes, spacing, ball movement. The TBD opponent tries to keep up but can’t match the firepower. The broadcast leans into BYU’s shooting identity and how dangerous they can be when hot.

739 Gonzaga vs 740 Kennesaw State
Gonzaga overwhelms them inside. The broadcast shows post‑ups, dunks, and second‑chance points. Kennesaw State never finds footing. A classic Gonzaga early‑round demolition.

741 Texas Tech vs 742 Akron
Texas Tech clamps down defensively. Akron struggles to get clean looks. The broadcast focuses on Tech’s defensive rotations and physicality. The game never feels in doubt.

743 Alabama vs 744 Hofstra
Alabama plays at warp speed. Hofstra hangs for a bit, but the pace eventually breaks them. The broadcast highlights Alabama’s transition game and explosive scoring runs.

745 Florida vs 746 TBD
Florida’s athleticism shows early. The TBD opponent fights, but Florida’s depth and tempo create steady separation. The broadcast focuses on Florida’s versatility and matchup problems.

747 Clemson vs 748 Iowa
A fun one. Iowa’s offense keeps them alive, Clemson’s defense pushes back. The broadcast leans into the contrast — offense vs defense. Iowa hangs deep into the second half before Clemson finally closes.

749 UCLA vs 750 UCF
UCLA controls tempo from the jump. UCF struggles to generate clean looks. The broadcast highlights UCLA’s defensive discipline and halfcourt execution.

751 Connecticut vs 752 Furman
UConn steamrolls. The broadcast shows highlight dunks, dominant rebounding, and the commentators talking about UConn as a title threat. Game over early.

753 Tennessee vs 754 TBD
Tennessee’s defense suffocates the TBD opponent. The broadcast leans into the physicality and the Vols’ ability to control pace. No drama.

755 Virginia vs 756 Wright State
A slow, low‑possession grind. Virginia dictates everything. The broadcast focuses on the defensive clinic and the suffocating tempo.

757 Miami (FL) vs 758 Missouri
Chaotic, high‑scoring first half. Miami eventually finds rhythm and pulls away. The broadcast highlights Miami’s shotmaking and Missouri’s inability to get stops.

759 Purdue vs 760 Queens (NC)
Purdue dominates inside. The broadcast shows post touches, offensive rebounds, and the inevitable separation. Queens never threatens.

761 Kentucky vs 762 Santa Clara
Kentucky runs hot and cold. Santa Clara hangs longer than expected. The broadcast leans into Kentucky’s volatility and athleticism. Kentucky closes late.

763 Iowa State vs 764 Tennessee State
Iowa State’s pressure destroys them early. The broadcast focuses on turnovers, runouts, and defensive intensity. Game over before halftime.

765 St. John’s vs 766 Northern Iowa
Fast pace early, UNI hangs briefly, but St. John’s athleticism wins. The broadcast highlights tempo and transition scoring.

767 Kansas vs 768 Cal Baptist
Kansas controls wire‑to‑wire. The broadcast focuses on their depth, shot creation, and defensive versatility.

769 Arizona vs 770 Long Island
Arizona overwhelms immediately. The broadcast shows highlight‑reel plays and the commentators talking about Arizona’s ceiling. Total mismatch.

771 Villanova vs 772 Utah State
A tactical game. Utah State hangs for 25 minutes, Villanova’s defense wins late. The broadcast leans into Villanova’s discipline and late‑game execution.


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Re: NCAA Tournament Ai Model
FREAK #941857 03/16/26 05:25 AM
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I've built quite the program......... let's see how well it does...........


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Re: NCAA Tournament Ai Model
FREAK #941962 03/16/26 06:29 PM
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Freak….
Maybe the best breakdown of the brackets ever found. Thank you for taking time to do this.
This will be fun to track. Appreciate the work.

St John’s is my sleeper. Hard to think the overall winner doesn’t come from the east. Brutal bracket.

Re: NCAA Tournament Ai Model
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every mother's nightmare
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every mother's nightmare
This is brilliant Freak!! Thank you for all of your hard work on this!

Re: NCAA Tournament Ai Model
FREAK #941995 03/16/26 09:51 PM
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I'm going to give my own take on some things..........

Tuesday Play In --- Money has come in on Howard from the opener at +2.5 down to +1 I think the line of UMBC -1 is about right.

Texas flipped from favored by 1 to NC St favored by 1.5. This game is a true toss up. It's about as even as you can get, if I had to put a number to it, it would be NC ST -1/2.

Wednesday Play In ---Leigh has gone from -2.5 to -3 SMU from -7.5 to -7

This game points will be a premium. Not sure why all the love for Leigh, but this is a game that PVAM can win SU.I would be shocked if they didn't.

I like the Miami OH story all year and I follow the MAC. There will be a lot of rooting interest for them and they will be playing close to home so it will definitely be like a home game for them. Their base does travel and this is a very short distance to go. The line seems short to me but SMU has been abysmal on the road/neutral court.

There is a big talent gap between these two, if this was a regular season game say at SMU they would be favored double digits and I think the same at Miami OH..... Think of it like this....... MAC vs ACC........ that's exactly what this is. This type of game would be played in November/December. You know what I'm saying here.


Thursday

Some action coming in on Siena from +29.5 to +28.5 other than that, no true movement

Friday

Hofstra from +13.5 to +12.5
Purdue from -24.5 to -25.5
Utah St -3 to -2

Everything else is pretty quiet or 1/2 point moves.


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Re: NCAA Tournament Ai Model
FREAK #941996 03/16/26 09:53 PM
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One thing to note about the AI info, it reads Ohio St and Utah St as dogs even though they are favorites. This is basically saying that it thinks the wrong team is favored.

I wanted to clear that up.


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Re: NCAA Tournament Ai Model
FREAK #942001 03/16/26 10:07 PM
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I asked AI to come up with a bracket, it game me these as it's results:

ROUND OF 64 — MACHINE PICKS
EAST
Duke over Siena
Ohio State over TCU
St. John’s over Northern Iowa
Kansas over Cal Baptist
Louisville over South Florida
Michigan State over North Dakota State
UCLA over UCF
UConn over Furman

WEST
Arizona over LIU
Villanova over Utah State
Wisconsin over High Point
Arkansas over Hawai‘i
BYU over Texas/NC State
Gonzaga over Kennesaw State
Miami (FL) over Missouri
Purdue over Queens

SOUTH
Florida over Prairie View A&M/Lehigh
Clemson over Iowa
Vanderbilt over McNeese
Nebraska over Troy
North Carolina over VCU
Illinois over Penn
Saint Mary’s over Texas A&M
Houston over Idaho

MIDWEST
Michigan over UMBC/Howard
Georgia over Saint Louis
Texas Tech over Akron
Alabama over Hofstra
Tennessee over Miami (OH)/SMU
Virginia over Wright State
Kentucky over Santa Clara
Iowa State over Tennessee State


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Re: NCAA Tournament Ai Model
FREAK #942002 03/16/26 10:08 PM
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ROUND OF 32 — MACHINE PICKS

EAST
Duke over Ohio State
Kansas over St. John’s
Michigan State over Louisville
UConn over UCLA

WEST
Arizona over Villanova
Arkansas over Wisconsin
Gonzaga over BYU
Purdue over Miami (FL)

SOUTH
Florida over Clemson
Nebraska over Vanderbilt
Illinois over North Carolina
Houston over Saint Mary’s

MIDWEST
Michigan over Georgia
Texas Tech over Alabama
Tennessee over Virginia
Iowa State over Kentucky


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Re: NCAA Tournament Ai Model
FREAK #942003 03/16/26 10:08 PM
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SWEET 16 — MACHINE PICKS

EAST
Duke over Kansas
UConn over Michigan State

WEST
Arizona over Arkansas
Purdue over Gonzaga

SOUTH
Houston over Illinois
Florida over Nebraska

MIDWEST
Iowa State over Tennessee
Texas Tech over Michigan


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Re: NCAA Tournament Ai Model
FREAK #942004 03/16/26 10:08 PM
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ELITE 8 — MACHINE PICKS

EAST
UConn over Duke

WEST
Purdue over Arizona

SOUTH
Houston over Florida

MIDWEST
Iowa State over Texas Tech


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Re: NCAA Tournament Ai Model
FREAK #942005 03/16/26 10:09 PM
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FINAL FOUR — MACHINE PICKS

UConn over Houston
Purdue over Iowa State

NATIONAL CHAMPIONSHIP — MACHINE PICK
UConn over Purdue

THE MACHINE SUMMARY
This bracket is:
• chalk‑dominant
• structurally airtight
• volatility‑proof
• built on stability, danger index, survivability, and time‑of‑death logic
It’s the bracket that beats the most humans in a hyper‑stable year.
And yes — it’s the bracket I’m using to try to beat you.
Now let’s see if you can take down the machine.

I challenged it to beat me in a bracket picking contest. Gotta love it's attitude.


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Re: NCAA Tournament Ai Model
FREAK #942012 03/16/26 11:12 PM
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Freaksforum Bracket Group at ESPN

Click above - create your bracket and have fun...

AI picked UCONN to win it all, I chose Arizona. That's why you see me with two entries.


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Re: NCAA Tournament Ai Model
FREAK #942015 03/17/26 12:37 AM
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Wow!! A lot of information, very good insight. Will go through it again and take some notes for some plays. Appreciate the big effort!

Re: NCAA Tournament Ai Model
FREAK #942585 03/20/26 04:34 AM
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Round of 32 Saturday games........

No rest for the wicked folks..........

Duke vs TCU

• Duke is a #1 overall seed with elite efficiency, low turnover rate, and a top‑tier halfcourt defense.
• TCU is a chaos team — athletic, streaky, and capable of punching above their seed line when the game gets fast.
Pressure points
• Duke wants a controlled tempo.
• TCU wants transition and offensive rebounding.
Volatility
Low. Duke is built to absorb runs.
Upset path
TCU needs:
• +8 to +12 on the glass
• Duke to shoot under 32% from three
• A whistle that allows physicality

Louisville vs Michigan State

• Louisville is a high‑variance ACC team — explosive when the offense flows, but turnover‑prone.
• Michigan State is Izzo in March — disciplined, physical, and elite at forcing bad shots.
Pressure points
• Louisville’s guards vs MSU’s perimeter defense
• MSU’s ability to slow the game and grind possessions
Volatility
Medium. Louisville can look like a 3‑seed or a 10‑seed depending on the half.
Upset path
Louisville needs to hit 8–10 threes and avoid the 4‑minute scoring drought they’re famous for.

Vanderbilt vs Nebraska

• Vanderbilt is a quietly efficient SEC team with strong spacing and a top‑40 offense.
• Nebraska is a balanced, disciplined Big Ten squad with excellent shot selection.
Pressure points
• Vandy’s shooting vs Nebraska’s closeouts
• Nebraska’s interior scoring vs Vandy’s rim protection
Volatility
Medium‑low. Both teams play clean, structured basketball.
Upset path
Vandy needs to turn this into a perimeter‑heavy game.

VCU vs Illinois

• VCU is a defensive disruptor — pressure, traps, deflections.
• Illinois is a top‑10 offense with elite shot creation and size.
Pressure points
• Can VCU force Illinois into 14+ turnovers
• Can Illinois punish VCU’s aggressive defense with back‑cuts and corner threes
Volatility
High. VCU’s style creates chaos.
Upset path
VCU needs to win the turnover battle by double digits.


Texas A&M vs Houston

• A&M is a gritty, rebounding‑heavy team that wins ugly.
• Houston is a top‑5 defense, elite in toughness, discipline, and guard play.
Pressure points
• A&M’s offensive rebounding vs Houston’s elite box‑outs
• Houston’s guards vs A&M’s physicality
Volatility
Low. Houston rarely plays down to opponents.
Upset path
A&M needs to turn this into a 58–55 rock fight.

High Point vs Arkansas

• High Point is a mid‑major scoring machine with real shooters.
• Arkansas is a high‑major athlete factory with length and speed.
Pressure points
• High Point’s spacing vs Arkansas’ athleticism
• Arkansas’ transition game vs High Point’s halfcourt shooting
Volatility
High. High Point can get hot enough to scare anyone.
Upset path
High Point needs to hit 12+ threes and keep Arkansas out of transition.

Texas vs Gonzaga

• Texas is a physical SEC grinder with strong guard play.
• Gonzaga is a top‑tier offensive system with elite ball movement and efficiency.
Pressure points
• Texas’ perimeter defense vs Gonzaga’s passing
• Gonzaga’s interior scoring vs Texas’ physicality
Volatility
Medium. Gonzaga’s offense is stable, but Texas can drag teams into mud.
Upset path
Texas needs to slow the pace and win the turnover battle.

Michigan vs Saint Louis

• Michigan is a talented but inconsistent Big Ten team with size and shooting.
• Saint Louis is a mid‑major with real structure, excellent guard play, and a top‑25 defense.
Pressure points
• Michigan’s size vs SLU’s discipline
• SLU’s guards vs Michigan’s ball‑screen defense
Volatility
Medium‑high. Michigan’s ceiling is high, but their floor is low.
Upset path
Saint Louis needs to control tempo and force Michigan into jump‑shot dependency.


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Re: NCAA Tournament Ai Model
FREAK #942586 03/20/26 04:39 AM
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1. Duke vs TCU

Duke’s Style:
• Halfcourt execution
• Low‑mistake offense
• Elite defensive rotations
• Tempo control
TCU’s Style:
• Chaos
• Transition
• Offensive rebounding
• Athleticism over structure

Clash:
This is order vs chaos.
If Duke keeps this in the halfcourt, TCU suffocates.
If TCU turns this into a track meet, Duke gets uncomfortable.
Who controls style?
Duke — unless TCU wins the glass by a big margin.

Louisville vs Michigan State

Louisville’s Style:
• Pace
• Shot‑making
• High‑variance offense
• Runs hot and cold
Michigan State’s Style:
• Physicality
• Halfcourt defense
• Shot discipline
• Tempo suppression

Clash:
Louisville wants a flow game.
MSU wants a grind game.
Who controls style?
MSU — they’re built to drag opponents into mud.

Vanderbilt vs Nebraska

Vanderbilt’s Style:
• Spacing
• Shooting
• Clean offensive possessions
• Perimeter‑driven
Nebraska’s Style:
• Balance
• Interior scoring
• Shot selection
• Low‑mistake basketball

Clash:
Vandy wants a perimeter game.
Nebraska wants a paint‑touch game.
Who controls style?
Nebraska — unless Vandy gets hot early.

VCU vs Illinois

VCU’s Style:
• Pressure
• Traps
• Turnovers
• Disruption
Illinois’ Style:
• Efficiency
• Size
• Shot creation
• Halfcourt stability

Clash:
VCU wants chaos.
Illinois wants clean possessions.
Who controls style?
Illinois — unless VCU forces 14+ turnovers.

Texas A&M vs Houston

Texas A&M’s Style:
• Offensive rebounding
• Physicality
• Ugly, low‑possession games
• Grind‑ball
Houston’s Style:
• Elite guard play
• Discipline
• Halfcourt defense
• No wasted possessions

Clash:
A&M wants a rock fight.
Houston wants a controlled, efficient battle.
Who controls style?
Houston — they’re too disciplined to get dragged into chaos.

High Point vs Arkansas

High Point’s Style:
• Shooting
• Spacing
• High‑variance offense
• Live‑or‑die by the three
Arkansas’ Style:
• Athleticism
• Transition
• Length
• Pressure defense

Clash:
High Point wants a shootout.
Arkansas wants a track meet.
Who controls style?
Arkansas — unless High Point hits 12+ threes.

Texas vs Gonzaga

Texas’ Style (SEC):
• Physicality
• Defense
• Slow pace
• Forcing tough shots
Gonzaga’s Style:
• Precision offense
• Ball movement
• Spacing
• High‑efficiency scoring

Clash:
Texas wants a slow, physical fight.
Gonzaga wants a rhythm game with clean looks.
Who controls style?
Gonzaga — unless Texas turns this into a 60‑possession slugfest.

Michigan vs Saint Louis

Michigan’s Style:
• Size
• Inside‑out offense
• Talent‑driven scoring
• Streaky defense
Saint Louis’ Style:
• Guard play
• Discipline
• Tempo control
• Defensive structure

Clash:
Michigan wants a talent game.
SLU wants a discipline game.
Who controls style?
SLU — unless Michigan’s size overwhelms early.


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