FSGA Expert League Champion π | Data Strategist @RotoGPT | Obsessed with Market Inefficiency, Dynasty, and The Process. Making math fun again. #BillsMafia
#Sabres Assignment: Watch #50 Will Cuylle tonight.
My model flagged him as a top @BuffaloSabres trade target.
π The Data:β’ Jarmo Grade: 94.2 (Elite Grit) β’ Cap Eff: A+ β’ Fit: The physical winger we lack
Does the Eye Test match the Data?
#NYRvsBUF#HockeyAnalytics#NYR
THE VERDICT By executing these trades: β We get a #1 Center (Suzuki). β We stabilize the D (Parayko). β We fix the Goalie Room (Greaves). β We clear ~$6M in Cap.
The data says this roster wins. Do you make the call? ππ
#Sabres#NHL#HockeyAnalytics#PuckPedia
I built a Python "AGM Bot" to fix the @BuffaloSabres using @PuckPedia data. π»π
The model found 5 ruthless moves to clear $6M in Cap & fix the roster.
π Full Manifesto: https://t.co/MNl9YIeURG
π The Breakdown:
βοΈ MOVE 4,5,6: THE GRIT FIX
To BUF: Mark Kastelic (BOS)
To CHI: Jordan Greenway
The Logic: Swap expensive grit ($4M) for efficient grit ($1.5M). (Move 6: Trade Colten Ellis for a late pick to clear the goalie logjam).
@yesmarkbuilds You nailed it. That was the hardest part, trusting the structure when my instinct was screaming to do something else. Really appreciate you following along!
They say you can't beat the experts on talent. Theyβre right.
So I decided to beat them on math.
17 Weeks. 16 Eliminations. @RotoGPT is the 2025 @FSGA Expert Elimination League Champion. π
How we used Custom AI to outlast the industry titans: π§΅π
10 wins in a row. βοΈ
I'm finalizing a custom model to audit @BuffaloSabres trade targets this weekend. β Playoff DNA (Skill) β Jarmo Score (Grit) β Cap (@PuckPedia)
Results Monday.
What is the ONE piece we're still missing? π
#Sabrehood#BuffaloSabres#Sabres
@ScottFantasy@ScottFantasy@FullTimeFantasy Thanks Scott! We knew we had to be perfect with the budget to separate from a team like yours at the end.
The final score was a relief, but the stress levels week 1-16 were insane. Incredible season, hope we battle again next year! π
This win isn't just about fantasy football. It's proof that Process + Data > Narrative.
You don't have to be the loudest voice in the room to win. You just have to be the most prepared.
We did it, @rotogpt . π
#FSGA#FantasyFootball#Moneyball#DataScience
You don't survive 16 eliminations alone.
π€ @rotogpt@DTC_JohnMoeser : My co-pilots. Challenged every assumption and forced our process to evolve.
And to my home team (my family):
Thank you for your patience during the stressful Sundays and late-night sessionsβ€οΈ
Grateful to @FSGAtweets for the invite to the 2025 FSGA Experts Guillotine League! Excited to test my strategic approach and @rotogpt's power in this high-level competition. Ready to learn, compete, and make some noise! #antasyFootball#GuillotineLeague#NFL#DataDriven