Quantitative research and
AI models for crypto trading
A blog and research lab focused on quantitative trading, AI models, and data-driven strategies for crypto markets.
“I built this to remove opinions from trading. Everything here is driven by data, statistics, and repeatable logic.”
Does any of this sound familiar?
You’ve put in the work - but the results are inconsistent?
The Endless Second-Guessing
You see a valid setup backed by data - but still hesitate. You enter late, exit early, or change the plan mid-trade. Not because the system failed, but because conviction wasn’t there.
Too Many Models, Too Many Opinions
Price action, indicators, narratives, Twitter, YouTube. Every source points in a different direction. You end up with information overload — and no clear decision.
Effort Without a Measurable Edge
You research, backtest, and optimize - yet results stay flat. The problem isn’t effort. It’s the absence of a clearly defined, statistically proven edge.
No Single System to Follow
You mix strategies, indicators, and timeframes. Nothing is wrong individually - but together they form no system. Without rules, consistency is impossible.
The problem isn’t your knowledge. It’s discretion.
Information is useless without a rule-based system.
Now imagine this...
What trading looks like with a rule-based system.
The Signal Fires. You Execute.
The setup is identified. Rules are met. Execution is immediate.
Your Exit Is Defined Before Entry
Targets and risk are set in advance. No improvisation mid-trade.
Calm Execution, Not Emotional Reactions
You take a trade and it just feels... normal. You're not shaking. You're not overthinking. You see it, take it, manage it. Like a professional.
Consistent Execution
Every trade follows the same logic, regardless of market conditions.
From Research to Execution
Market Scanning
Models continuously analyze crypto markets to detect statistically significant patterns.
Signal Generation
When conditions are met, the system defines a setup with clear entry, risk, and exit logic.
Predefined Trade Plan
Each signal comes with a complete plan — no interpretation, no adjustments.
Execution & Review
You execute the trade and track performance over a large sample of outcomes.
Built for Performance
Tools designed for systematic, data-driven trading.
AI Pattern Recognition
Models scan price action across multiple timeframes to identify statistically validated patterns.
Signals are generated from data, not subjective interpretation.
Confidence comes from tested behavior, not opinion.
Exact Entry Points
Each signal includes a precise entry level, defined by the model — not an approximation.
No ambiguity, no interpretation, no late entries.
Execution becomes mechanical and repeatable.
I built this to remove emotion from execution.
I understood the markets, but execution broke down under pressure.
Not because of missing knowledge - but because discretion failed.
This system was built to replace emotions with rules
and turn analysis into something I could execute consistently.
Indicators
Browse published indicators and supporting resources.
BTC Break-Down Probability
Forward-looking probability of bearish breakouts across 1H/2H/4H/8H horizons based on volatility and structure.
BTC AI slope
AI-powered slope indicator for BTC with hourly signal updates.
Research & Analysis
Statistical Validation of BTC Slope Probability Indicator
This research validates the BTC Slope Probability indicator through rigorous statistical testing.
Videos
About AI Price Patterns
About AI Price Patterns
AI Price Patterns is a quantitative research project focused on crypto markets.
The goal is simple: identify repeatable price behavior using data, statistics,
and machine learning — and turn it into clear, executable trading logic.
What This Project Focuses On
- Quantitative market research
- Pattern recognition and statistical modeling
- Systematic entry, exit, and risk frameworks
- AI-assisted, rule-based signal generation
How It’s Different
This is not discretionary trading.
This is not prediction-based analysis.
All ideas are built around rules, tested behavior,
and execution without subjective interpretation.
Infrastructure & Development
The indicators in this project are built from my original research ideas and quantitative frameworks.
Marbell supports development and deployment by providing engineering expertise and cloud infrastructure, enabling continuous, real-time operation.
Who This Is For
AI Price Patterns is for traders and researchers
who value process over prediction
and consistency over short-term outcomes.
The objective is not to trade more —
but to trade with structure.