Quant X Tribe (Next Level)

🏆 ALPHA TRADING CUP 2026 — FINAL RESULTS ARE OUT After months of live trading, testing, and competition… The results are in. Here are your official winners across both categories 👇 🔥 Self Trading Winners 🥇 Guan Hong Lee — 194.16% 🥈 Edwin Kang — 69.64% 🥉 Calvin Chan — 10.31% ⚡️ Copy Trade Winners 🥇 Admern Chee — 51.16% 🥈 Jiang Changcheng — 43.28% 🥉 Sok Eng Lee — 13.62% 💡 Special Mention: Admern Chee also achieved 3rd place at 19.26% Gain in the Copy Trade category. As per competition rules, each participant is awarded one prize placement. — 💰 Prizes: 1st Place — USD 3,000 2nd Place — USD 2,000 3rd Place — USD 1,000 Cash prizes will be credited into winners’ trading accounts within 1 month. Congratulations to all winners 👏 And to everyone who participated — this is just the beginning. To your growth, Quant X Team — Where Data Becomes Alpha

QXC: Build Your First App + 100x Faster Options Backtesting! Hi Quantx, First of all, apologies for the miscomm. This session will be online for the bulk of us except for a small handful that is invited for physical this time round as it is a lot more technical - we are aiming to have bigger venues next time. If you have not gotten the invite, please note it is online! We are just 24 hours away from diving into the world of AI-driven development and high-speed quantitative analysis. Tonight: 1. Claude Code Mastery: Complete walkthrough on setting up your environment. 2. Vibe Coding 101: Create your very first app using nothing but high-level prompting. 3. The 100x Edge: Learn a brand-new method to run options backtests 100x faster than traditional ways. Logistics & Timing Official Start: 7:30 PM (Singapore Time) Physical Attendees: Please arrive by 7:00 PM. We want to ensure everyone is settled and tech-ready so we can hit the ground running. Zoom Attendees: Please log in 5 minutes early at 7:25pm Zoom Link: https://zoom.us/meeting/register/Osj3MtF0RL--0I647tQs1g Note on Attendance: We’ve kept the physical session to a very small, invite-only group to ensure high-quality interaction. If you received the physical invite email, we’ll see you at the office! For everyone else, we have an incredible interactive session planned over Zoom. Pre-Flight Checklist To make the most of the "Vibe Coding" session, please ensure you have your laptop ready and your Claude AI account active. Get ready to build something amazing. See you! To your growth, Quant X Team

1 strategy. 1,000 traders. 1,000 different results. We tested a viral “perfect” trading strategy. Not just eyeballing charts — we actually ran the data. Here’s what we found: 👉 It couldn’t even be tested properly. Because key rules were missing: • What defines a “strong move”? • How wide is the zone? • Where exactly is the stop? Which means… Everyone watching the same video is trading a different version of it. So where’s the edge? We broke it down fully (with real backtest results): 👉 Click here to read If you can’t define it, you can’t trade it. To your growth, Quant X Team

Hi Quant X, Next thursday, Quant X Club is having a special session 1. Options Strategies Review and Deployment 2. Vibe Coding using Claude Code lesson It will be a hybrid meet up and as many of you mentioned that you will be interested to learn about Vibe Coding, please join us if you are interested, Please register here and opt for either online or physical (but due to space constraint, we may not be able to house everyone and hence will confirm with you on whether you get the tickets by this sat 12pm) https://forms.gle/GeW32rjhUkQ6Q7iM7

He did everything right but still lost $4,000,000 in one day Not because of a bad strategy. Not because of a missed signal. A server ran out of memory. Most traders think: "That won't happen to me." It won't until it does. Losses don't come from bad strategies, they come from invisible failure points: • Infrastructure you never thought to monitor • Regime shifts your system wasn't built for • Hidden dependencies you didn't know existed This is where traders go wrong: • They optimise entries, ignore execution • They backtest strategies, not systems • They build edge… then forget to protect it You don't blow up because of what you know. You blow up because of what you're not watching. We broke down the real lesson from this $4M loss and what it means for how you should be building your system today. 👉 Click here to read To your growth, Quant X Team — Where Data Becomes Alpha

Nothing is working in the market right now. Setups fail. Entries look clean… still lose. Even when you’re right… no follow through. So most traders think: “It’s random.” It’s not. The market just changed its environment. 📊 This is where traders: • Use trend strategies in choppy markets • Use tight stops in high volatility • Chase breakouts that keep failing And slowly bleed. Because they’re applying the right strategy… in the wrong environment. — We broke down a simple 2-minute check before every trade: 👉 Click here to read To your growth, Quant X Team - Where Data Becomes Alpha

The most profitable fund in history was right on just 50.75% of its trades. That's barely better than a coin flip. Yet it returned 66% per year for 30 straight years. Most traders obsess over win rate. Medallion proved it's the wrong metric entirely. The real edge? • Position sizing • Cost management • Volatility control We broke down the full data: Medallion vs Buffett vs Soros vs the average retail trader. 👉 Read the post here 🚀 To your growth, Quant X Team - Where Data Becomes Alpha

The most profitable fund in history was right on just 50.75% of its trades. That's barely better than a coin flip. Yet it returned 66% per year for 30 straight years. Most traders obsess over win rate. Medallion proved it's the wrong metric entirely. The real edge? Position sizing Cost management Volatility control We broke down the full data: Medallion vs Buffett vs Soros vs the average retail trader. 👉 Read the post here 🚀 To your growth, Quant X Team - Where Data Becomes Alpha

Markets have already dropped. Volatility is elevated. Most traders think the risk is over. But here’s what they’re missing. The most dangerous phase isn’t before the crash. It’s after the first move. 📉 This is where traders: • Start fading moves • Increase size • Give back everything Because they think it’s “safe” again. It’s not. This is an unstable regime. — We broke this down in detail here: 👉 Click here to read To your growth, Quant X Team - Where Data Becomes Alpha

Session started tonight :) Join here: https://zoom.us/meeting/register/60iRrn0JTXmq8Nq7XpGHkQ

What actually moves price? Most traders are looking at the wrong thing. — Price is just the result. The real driver? 👉 Volume. — This Thursday (26 March, 7:30PM), we’re bringing in Ee Yjourn for a live ATC session. He’ll walk through: • How volume drives price movements • How institutions quietly execute orders • Why price sweeps highs/lows before moving • How to align with the flow instead of reacting late — From Quant Perspective, here’s how you should think about this: Don’t just observe. Ask: 👉 Can this behaviour repeat? 👉 Can it be structured? 👉 Can it be tested? That’s how you turn insight into edge. — If you’ve ever felt like: “I’m always one step behind…” This session will give you a clearer lens. 👉 Join here See you there! To your growth, Quant X Team - Where Data Becomes Alpha

Bitcoin is down 42.9% from its October 2025 high. Retail traders are frozen. But on-chain data shows something interesting. 🐋 Whale wallets have been accumulating since late February. Right around $70,000. Smart money rarely reacts to headlines. They position before the move. This Thursday at 8PM, Leslie will show how traders track these whale signals before price reacts. 👉 Click here to register To your growth, Quant X Team - Where Data Becomes Alpha

🚨 Geopolitical tension with Iran just hit markets and portfolios are reacting fast. Your feed might be screaming “sell.” But history tells a more nuanced story. We analyzed 80+ years of market reactions to major geopolitical shocks — from Pearl Harbour to Ukraine. The data shows something most investors miss during crises. Inside this carousel we break down: • How markets actually behave during war • Why institutions rotate instead of panic • The three variables that determine whether this becomes a dip or a regime shift ➡ Click here to read full story. Then tell us: Are you buying the dip, hedging, or waiting it out? To your growth, Quant X Team - Where Data Becomes Alpha

You’ve seen the headlines. Middle East escalation. South Asia tensions. Ukraine intensifying. But here’s the real quant question: Are we entering a higher-volatility regime? This is what we call the Variance Repricing Framework. When uncertainty rises, markets don’t panic. They reprice variance. And when variance expands: • Correlations tighten • Mean reversion weakens • Short volatility breaks • Trend persistence increases Most traders don’t detect this shift. They feel it after their P&L moves. We broke down how this regime transition works — and why quant thinking matters most in environments like this — in today’s newsletter. If volatility expands, you won’t have time to adapt on the fly. Read it here: https://newsletter.alpha-techlab.com/p/the-market-is-about-to-change-regimes Variance adjusts fast. Frameworks must adjust faster. To your growth, Quant X Team - Where Data Becomes Alpha

Most traders say they want to “grow big”. But can you grow small properly first? This Thursday at Alpha Trading Cup, Julian is sharing how he approaches small accounts differently. His framework is simple: Start with $1,500 Grow it to $3,000 Withdraw the profit Reset the following week No long emotional drawdowns. No hoping the account “comes back”. Just structured execution and repeatable cycles. If you’re trading ATC with a smaller account — or you’ve ever felt stuck thinking you need more capital first — This session is for you. 🗓 Thu, 26 Feb 2026 ⏰ 7:30 PM (GMT+8) 🎯 Alpha Trading Cup — Guest Session 👉 Register here: https://us06web.zoom.us/meeting/register/kzY8ffezTyylAYWQQJEk2Q To your growth, Team Quant X 🚀