YTDan Legendary Duelist

It’s good to be back. A lot has happened during my evolution — my basement flooded and destroyed everything in my studio. I was lucky enough to save my PC… but I lost everything else. Out of that reset, I built something new:

The Hypergeometric Distribution App —
Designed to perfect your deck ratios using real math.

✅ The perfect 40-card deck is now modeled.
✅ The app is LIVE and 100% FREE for everyone.

🔚 TL;DR:
Want the tightest 40-card deck that mimics your 60-card performance?

➡️ Run 17 Starters, 18 Board Breakers/Hand-Traps, and 2 Garnets.

📌 Full combo potential.
📌 Board-breaking power.
📌 No bricks.

🎥 Check it out in my new video:
https://youtu.be/Stw0rfLiqDM?si=uwGVo...

With Duelist GPT & The Distribution App. you will NEVA MISS!!!!

K1 = 27 Starters & Extenders

K2 = 29 Board Breakers & Hand Traps

K3 = 4 Garnets to bury

Drawing 5 cards (going second)

Now, we’re asking the question:

Can we compress this into a 40-card deck without losing consistency?

🎯 Here’s what the data says:
🔷 K3 (Garnets) — Must Stay Buried
Copies P(≥1 in hand) Verdict
1 12.50% ✅ Safe
2 23.43% ✅ Safe
3 33.72% ❌ Too risky

📌 Only 1–2 Garnets allowed in a 40-card list to stay under the 30% brick threshold.

🔷 K1 (Starters & Extenders)
📊 With 17 cards in deck:

P(≥1 in hand): 91.27% ✅

P(2 in hand): 34.89% ✅

🔷 K2 (Disruptions / Board Breakers)
📊 With 18 cards in deck:

P(≥1 in hand): 91.17% ✅

P(2 in hand): 33.17% ✅

🧠 Optimal 40-Card Hypergeometric Spread:
Role Cards In-Hand Hit Rate Verdict
K1 (Starters) 17 ≥90% hit ✅ Distribution-Approved™
K2 (Disrupt) 18 ≥90% hit ✅ Meta-Strong
K3 (Garnets) 2 ≤30% chance ✅ Safely Buried
Deck Size 40 Tight & Tuned 🟩 Fully Optimized

This is hypergeometric optimization in action.
This is Distribution-Approved™.

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4 months ago | [YT] | 86