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Algorithmic Trading Systems

Institutional-Grade
Data-Driven
Algorithmic Edge

MASU+ is a battle-tested Pine Script strategy ecosystem with per-symbol auto-tuning, Smart Money Concepts, FinBERT AI sentiment, and 1,845 optimized presets across crypto, precious metals & US stocks. Designed for systematic traders who demand transparency, backtested rigor, and measurable results across every market condition.

1,845
Instruments
62%
Avg Win Rate
200+
Optimized Presets
501K
Backtested Events
Daily Performance 🚀 Launched: Feb 23, 2026
Updated daily
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Past performance does not guarantee future results. Trading involves substantial risk of loss.

Documented Equity Curve — Live System Metrics

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Real-time data from MASU+ automated bot. Updated daily. Past performance is not indicative of future results.
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🌷 Happy International Women’s Day! 🌷
Free Premium Signals Channel Access — March 2–10, 2026
Celebrate with us! Full access to AI-powered trading signals • 1,845 instruments • crypto, metals & US stocks
Crypto · Forex · Metals · US Stocks · Indices · Commodities
🌸 Join Free Channel →
👨‍💻
Mark Novak
Founder & Lead Developer
About the Developer

From Manual Trading to Automated Pipelines

Software architect with 12+ years in production systems (Python, C++, C#, Pine Script) and a decade of live market experience across forex, crypto, metals, and US equities. Started building trading infrastructure after watching discretionary strategies fail to scale — and realizing that the edge isn't in the signal, it's in the execution pipeline.

MASU+ started as a personal toolset in 2023. The turning point was building a pipeline that screens 1,845 instruments every hour, runs FinRL reinforcement learning models across all of them, and executes trades with consistent risk management — something impossible to do manually. Every metric on this page comes from the same bot I trade with my own capital.

Case Study - February 2026

During the Feb 24 volatility spike (crypto flash crash + VIX at 28), the MASU+ bot had 6 positions open across BTC, ETH, UVXY, and gold. The 4-layer confluence filter (FinRL PPO + FinBERT sentiment + technical indicators + Claude AI reasoning) identified the dip as a buying opportunity. Result: +$14,750 overnight with max position risk capped at 1% per trade.

The system processed 1,845 instruments in under 2 minutes, compared to hours of manual analysis. Risk was automatically managed via 15-minute stop-check cycles.

Python Pine Script v5/v6 FinRL / PPO FinBERT NLP GCP / Linux C++ / C#
2014
Trading Since
1,845
Instruments
884K
Training Events
LLC
Delaware, USA
Strategies

Three Systematic Approaches

From trend-following to AI-driven quantitative models — choose your systematic approach

// MASU+ v9 — Fibonacci Pyramid Engine if confluence >= 7 and barstate.isconfirmed entry_1 = close // base entry entry_2 = fib_level(0.382) // 38.2% add entry_3 = fib_level(0.500) // 50.0% add entry_4 = fib_level(0.618) // 61.8% final risk = atr_adaptive(regime) execute_pyramid(entries, risk) // AutoTune recalibrates every N bars if bar_index % autotune_period == 0 optimize_params(lookback=500)
MASU+ v9 For Beginners
🎁 7-Day Free Trial Available

Fibonacci Pyramid + AutoTune

The aggressor. While others take one entry and pray, v9 scales into winners with Fibonacci pyramid entries at 38.2%, 50%, and 61.8% retracement levels. When the market gives you a pullback, v9 doesn't hesitate — it adds. AutoTune engine continuously recalibrates parameters based on live performance. The result? Positions that grow with conviction, not hope.

3-level Fibonacci pyramid entries
AutoTune rolling optimization
9-condition confluence scoring
SMC: BOS, CHoCH, OB, FVG, Liquidity
200 per-symbol optimized presets
Adaptive volatility regimes
Full Pine Script source code
Lifetime updates
$ 199 one-time

🟢 For Beginners: Your first algorithmic edge. Copy settings, apply to any chart, and let Fibonacci pyramiding do the heavy lifting. Clear BUY/SELL arrows, built-in SL/TP levels. No coding required — just install and trade.

Best for: Swing traders. Pyramid entries turn a 2% move into a 6% gain. Ideal for metals, crypto, trending markets.

Get MASU+ v9 — $199 → ⬇ Download 7-Day Trial
// MASU+ v10 — PerSymbol AutoTune f_sym_params(s) => switch s "XAUUSD" => [21,50,25,2.0,1.6,4.0] "BTCUSD" => [17,77,29,3.0,3.0,2.0] "AAPL" => [11,59,21,1.5,5.0,3.5] "EURUSD" => [14,65,18,1.8,2.5,3.0] // ... 200 optimized tickers // AI Confidence = f(confluence, regime, // sentiment, opt_score, vol_ratio) confidence = ai_score(features) if confidence >= threshold execute_trade(params[symbol])
MASU+ v10 For Experienced
🎁 7-Day Free Trial Available

PerSymbol AutoTune + AI Scoring

The precision instrument. Most strategies use the same settings for gold and Bitcoin — that's insane. v10 treats every single instrument as a unique organism. XAUUSD gets different EMA periods, ADX thresholds, and SL/TP ratios than EURUSD. Each of the 1,845 instruments runs through Optuna Bayesian optimization. The AI confidence layer then filters out noise — only the highest-probability setups survive. 97% of tickers profitable in backtest.

Independent params per instrument
Bayesian optimization (50 trials each)
1,845 instruments — crypto, metals & US stocks
AI confidence scoring + regime detection
9-condition confluence + full SMC
Live dashboard + TradingView alerts
Full Pine Script source code
Lifetime updates
$ 299 one-time

🔵 For Experienced Traders: You already know your instruments. v10 gives you per-symbol optimized parameters — each ticker has its own EMA, ADX, and risk settings tuned by Bayesian optimization. Run multiple symbols with one strategy and get custom precision for each.

Best for: Portfolio traders running 10+ symbols. v10 knows that AAPL and DOGE need completely different strategies.

Get MASU+ v10 — $299 → ⬇ Download 7-Day Trial
// MASU+ v11 — FinRL Neural Engine model = PPO.load("ppo_masu_v4_best") // 164% profit | 66.6% WR | 501K events // Feature Importance (PPO weights): ROC_10 11.2% // #1 momentum NW_Ribbon 7.7% // kernel trend Sentiment 12.0% // FinBERT NLP Ichimoku 3.9% // cloud signal Stoch_D 4.5% // extremes confluence = 14_components(weights) if confluence >= threshold execute(size * vix_mult)
MASU+ v11 · AI-POWERED For Professionals
🎁 7-Day Free Trial Available

FinRL Neural Engine + 14-Factor Confluence

The evolution. v11 doesn't guess what matters — it knows. We trained a PPO reinforcement learning agent on 501,000 historical trading events. Then we extracted the neural network's feature importance weights and baked them directly into Pine Script. The model discovered that ROC(10) momentum matters 4x more than RSI, that Ichimoku and Stochastic were completely missing from earlier versions, and that sentiment analysis carries 12% of the decision weight. Every coefficient in v11 was learned, not assumed.

14-component confluence (FinRL-calibrated)
ROC momentum — #1 AI feature (11.2%)
Ichimoku Cloud + Stochastic D + OBV
VIX Fear/Greed + position sizing
11-input ELM neural network on-chart
NW Kernel Ribbon + Donchian squeeze
Full Pine Script source code
Lifetime updates + FinRL weights
$ 399 one-time

🟡 For Professionals: The full AI arsenal. 14-factor confluence calibrated by PPO neural network on 501K events. FinBERT sentiment analysis, volatility regime detection, adaptive position sizing. The exact system our bot uses. Full Python source included.

Best for: Traders who want the bleeding edge — neural network weights on 500K real market events.

Get MASU+ v11 — $399 → ⬇ Download 7-Day Trial
Enterprise

Your Own Trading Machine

We build a fully automated Python bot that trades 24/7 on your broker

Custom Python Trading Bot For Professionals

Turnkey automated trading system built on your rules. From strategy logic to live deployment — we handle everything. You get a machine that executes your edge 24/7 without emotion, without sleep, without mistakes.

🧠

AI-Powered Decisions

FinRL reinforcement learning agent filters signals. FinBERT NLP analyzes news sentiment in real-time. PPO model trained on 501K historical events.

🔌

Multi-Broker Integration

Connect to OANDA, OKX, Binance, Interactive Brokers, or MetaTrader 5. Your broker, your account, your money — our technology.

🛡️

Risk Management

Dynamic lot sizing, maximum drawdown limits, correlation filters, position limits. The bot protects capital first, profits second.

📡

Real-Time Alerts

Telegram notifications for every trade — entry, exit, P&L. Full transparency. You always know what's happening.

☁️

VPS Deployment

Installed on your cloud server. Google Cloud, AWS, or any VPS. Runs 24/7 with monitoring dashboard and auto-restart on failure.

📦

Full Source Code

You own everything. Python source, documentation, deployment scripts. 30 days of post-launch support included.

End-to-end: requirements → development → backtesting → paper trading → live deployment
$ 990 full project
7-Day Evaluation Included
Build My Bot — $990 →
Signals & Community

Don't Want to Build? Follow Our Signals.

Get the same signals our bots trade — request paid access via @ursainusa

✈️

Premium Signals Channel

AI-filtered trading signals from two independent bots: Crypto & Metals (24/7) and US Stocks (market hours). Entry, SL, TP levels with AI confidence scoring. Volatility regime context for every signal. Active trading discussion with institutional-level analysis.

  • Two independent 4-layer AI bots
  • AI confidence score + volatility regime
  • Entry, SL, TP levels — copy & execute
  • FinBERT sentiment analysis for every signal
  • Weekly market outlook + system performance
$99 /month
🎁 7-Day Free Trial — Join Now
7-Day Evaluation Included
📊

Signal Performance

Two independent 4-layer AI bots. Each with its own FinRL model, FinBERT sentiment, and Claude analysis.

🟡 CRYPTO & METALS BOT
Instruments80+ (BTC, ETH, SOL, JDST, JNUG…)
Schedule24/7
Max Positions6
🔵 US STOCKS BOT
Instruments1,700+ S&P 500, NASDAQ
ScheduleMon-Fri 9:30-16:30 ET
Max Positions4
4-Layer AI Filter FinRL + FinBERT + Tech + Claude
Total Max Positions 10
Risk Per Trade 1%

* Each bot has its own trained FinRL model. Past performance is not indicative of future results.

📊

Explore Our Track Record

Join our Telegram channel to see daily P&L screenshots, real-time trade alerts, and performance proof from our live $114K+ portfolio. No pressure, no spam — just data.

✓ Daily P&L updates
✓ Live trade screenshots
✓ Performance history
✓ Ask questions directly
Services

We Build Websites That Work

Same tech stack powering this site — zero frameworks, pure performance

No WordPress. No Wix. No Bloat.

Every line of code is hand-written. Your site loads in under 1 second, scores 95–100 on Google PageSpeed, and doesn't depend on plugins that break. We use the same stack that runs BertTradeTech: clean HTML/CSS, Python Flask for backend, Nginx + SSL on your own server. You own everything.

🖥️
Landing / Business Card

HTML + CSS + Nginx

Clean, hand-coded site. No constructors, no drag-and-drop garbage. 95–100 PageSpeed score, perfect mobile adaptation, SEO-ready from day one.

  • Responsive design (mobile-first)
  • SEO meta tags + Open Graph
  • Google Analytics integration
  • Contact forms + email
$400 $800
Delivery: 3–7 days
Popular
⚙️
Backend + API

Flask / Python

Full server-side logic: user auth (JWT/OAuth), database, REST API, Telegram bots, payment integrations, webhooks, cron jobs — whatever your project needs.

  • JWT / OAuth authentication
  • REST API endpoints
  • Telegram / Stripe / Webhook integrations
  • Database + admin panel
$1,000 $2,500
Delivery: 7–21 days
🛡️
DevOps Setup

Server + SSL + Deploy

Your server configured for production: Nginx, SSL certificates with auto-renewal, systemd services, firewall, monitoring, backups, domain setup.

  • Nginx + SSL (Let's Encrypt)
  • systemd daemons for Flask
  • Firewall + fail2ban
  • Monitoring + auto-restart
$200 $400
Delivery: 1–3 days
Full project (Landing + Backend + DevOps):
$1,500 $3,500
Prepayment 50% · Balance on Delivery
📧 Describe your project (what the site should do, examples you like, deadline) — we'll reply with an estimate within 24h
Tech Stack
HTML5
JavaScript
Python
N
Nginx
Linux
Flask
Flask
CSS3
🔗
Live Case Study

This site is our work.

BertTradeTech.com runs on a dedicated GCP server. Zero frameworks, zero constructors — every line is hand-written. Real-time API, JWT auth, Telegram bot integration, automated analytics, SSL A+ rating. What you're looking at right now is exactly what we deliver to clients.

0.3s
Avg Load
95+
PageSpeed
A+
SSL Labs
📋
Every Project Includes
Full source code — you own everything
Mobile-first responsive design
SEO optimization (meta, schema, sitemap)
Google Analytics + invisible tracker
30 days post-launch support
Documentation + deployment guide
New Service

Your Strategy.
Our Supercomputer.

You have a trading strategy — maybe it works on a few pairs, maybe it's inconsistent. We'll run it through our Bayesian optimization engine across 1,845 instruments, tuning 31+ parameters simultaneously until every ticker has its own mathematically optimal configuration. Same optimization engine behind our live trading system.

1,845 Instruments
31+ Parameters
100 Trials / Ticker
Strategy Optimization Pack
One-time service · Delivered within 48 hours
  • Per-symbol Bayesian optimization — each ticker gets unique parameters via Optuna TPE
  • 31+ parameters tuned — EMA periods, SL/ATR, TP/ATR, RSI thresholds, Bollinger bands, trailing stops, regime detection, position sizing & more
  • 1,845 instruments covered — crypto, precious metals & US stocks (BTC, ETH, AAPL, TSLA, JDST, JNUG, GLD...)
  • Walk-forward validation — 70/30 train/test split prevents overfitting
  • Full results report — JSON + CSV with score, win rate, profit factor, Sharpe, max drawdown per ticker
  • Pine Script parameters — ready to copy-paste into TradingView
  • Your strategy, your edge — we optimize parameters, you keep the logic
$159 $299 Launch price
Optimize My Strategy — $159 →
📧 Send your Pine Script or Python strategy · Results in 24–48h
1
Send Your Strategy
Pine Script (.pine) or Python code via email or Telegram
2
We Analyze & Map
Identify tunable parameters, set search ranges, build objective function
3
Run 184,500 Trials
100 Optuna trials × 1,845 instruments on our GCP cloud infrastructure
4
Deliver Results
Per-symbol optimal params + full backtest report + Pine Script presets
Payment

Secure Payment

Multiple payment methods available. All products include a 7-day evaluation period.

All products include a 7-day risk-free evaluation period. Satisfaction guaranteed or full refund within 7 days.
v9
$199
one-time
v10
$299
one-time
v11 AI
$399
one-time
Bot
$990
project
Signals
$99
/month
Optimize
$159
one-time
Web Dev
from $400
project

Prefer bank transfer or another method?

Contact us directly — we'll find a solution that works for you.

info@berttradetech.com Telegram ↗
About

Built by a Trader, for Traders

MN
Mark Novak
Founder & Lead Developer
TradingView Profile

5+ years trading US equities, crypto, and forex. Started with manual chart analysis, then built progressively more sophisticated systems — from basic Pine Script indicators to full-stack algorithmic infrastructure processing 1,845 instruments simultaneously across crypto, metals & US stocks.

The journey from discretionary trading to systematic quantitative models taught one key lesson: consistent edge comes from data, not intuition. BertTradeTech is the result — every strategy is backtested across thousands of scenarios, every parameter optimized through Bayesian search, every signal validated by multiple AI layers.

Python Pine Script FinRL / PPO FinBERT NLP C++ / MQL5 GCP Infrastructure
Case Study

Feb 2026 — Overnight session: The bot simultaneously monitored 1,845 instruments, identified 6 high-confluence setups across US equities and crypto, and executed trades with calculated 1% risk per position. Result: +$14,750 in a single overnight session while maintaining max portfolio risk below 8%. This is what systematic execution looks like — no screen time, no emotions, no missed entries.

Partnership Vector, LLC · Algorithmic Trading Research & Development

Risk Disclaimer: Trading financial instruments involves substantial risk of loss and is not suitable for all investors. Past performance, whether live or backtested, does not guarantee future results. All statistics displayed on this website are based on documented system performance and historical backtesting — they should be evaluated as part of your own due diligence. Only risk capital you can afford to lose should be used for trading. BertTradeTech provides algorithmic trading software tools and educational content; we are not a registered investment advisor, broker-dealer, or financial planning firm. All products include a 7-day evaluation period with a full refund guarantee. Partnership Vector, LLC.

Need a similar system or a fast site for your project?

We build exactly what you see here — for your business. Write to us with your idea.

Write us on Telegram → info@berttradetech.com
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