Quant X Tribe (Next Level)
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A living lab where investors journey through QUANT via IBOT → Ideation, Backtest, Optimize, Trade. We stand for: Risk before reward | Data before opinions | Tribe before self Disclaimer: Educational only, not financial advice.
Show more📈 Analytical overview of Telegram channel Quant X Tribe (Next Level)
Channel Quant X Tribe (Next Level) (@quantxnextlevel) in the English language segment is an active participant. Currently, the community unites 14 612 subscribers, ranking 8 100 in the Economy & Finance category and 199 in the Singapore region.
📊 Audience metrics and dynamics
Since its creation on невідомо, the project has demonstrated rapid growth, gathering an audience of 14 612 subscribers.
According to the latest data from 21 October, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by -109 over the last 30 days and by -9 over the last 24 hours, overall reach remains high.
- Verification status: Not verified
- Engagement rate (ER): The average audience engagement rate is 16.21%. Within the first 24 hours after publication, content typically collects 6.75% reactions from the total number of subscribers.
- Post reach: On average, each post receives 2 371 views. Within the first day, a publication typically gains 987 views.
- Reactions and interaction: The audience actively supports content: the average number of reactions per post is 9.
- Thematic interests: Content is focused on key topics such as alpha, volatility, breakdown, tribe, portfolio.
📝 Description and content policy
The author describes the resource as a platform for expressing subjective opinions:
“A living lab where investors journey through QUANT via IBOT → Ideation, Backtest, Optimize, Trade.
We stand for:
Risk before reward | Data before opinions | Tribe before self
Disclaimer: Educational only, not financial advice.”
Thanks to the high frequency of updates (latest data received on 23 October, 2026), the channel maintains relevance and a high level of publication reach. Analytics show that the audience actively interacts with content, making it an important point of influence in the Economy & Finance category.
14 610
Subscribers
-924 hours
-547 days
-10930 days
Posts Archive
"The Only Trading Strategy You Will Ever Need" — a YouTube video with 1.8 million views.
The logic is actually pretty solid. Three steps: market structure, supply and demand zones, and a 2.5:1 risk-to-reward filter. Mathematically you only need to be right 29% of the time to break even. Clean concept.
So we coded it up and ran it on 3 years of historical data. The results were...not what we expected.
Watch the full breakdown here: https://youtu.be/y2Z6PLEsUaI
👍 Drop a like and share it if you find it useful!
To your growth,
Quant X Team
Where Data Becomes Alpha
39% of Singapore workers expect job loss in the next 6 months. Most have no backup.
Not because they're not talented or 'hungry' enough but because they never built a skill outside their job title.
Here's the question most people avoid:
If AI made your role redundant tomorrow, what's your concrete fallback?
For most professionals, there isn't one.
Here's what the data shows:
• 58% of Singapore workers fear AI will replace their role within 2 years
• 39% expect possible job loss in the next 6 months
• 72% have recently experienced burnout
Most are staying put not because things are fine but because the alternative feels uncertain.
But the analytical thinking, pattern recognition, data reading that got you through 10, 15, 20 years in corporate is exactly what systematic trading requires.
This week's newsletter breaks down what a real second competency looks like and why the best time to build it is NOW.
👉 Click here to read
To your growth,
Quant X Team — Where Data Becomes Alpha
Repost from Alpha Trader Club
🏆 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
Repost from Alpha Trader Club
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
