🔭 Currently: Founder @ Amstos · Independent Researcher & Algorithm Developer 🧪 Independent research: systematic trading, quantitative finance, AI/ML, robotics & embedded systems 📍 Building in public — documenting the journey through code, research, and experimentation

• 📈 Quantitative Researcher & Algorithm Developer focused on systematic trading and financial markets
• 🐍 Strongly focused on Python, quantitative research, backtesting & data analysis
• 💻 Building applications with Flutter, Dart, Firebase & REST APIs
• 🤖 Exploring AI/ML, reinforcement learning, robotics & autonomous systems
• ⚙️ Learning C++ for deeper systems and robotics development
• 📊 Researching momentum, volatility, correlation, portfolio construction and systematic strategies
• 🏗️ Founder of Amstos — a crypto portfolio analytics platform: read-only exchange analysis, 20+ risk/performance metrics, and an AI analyst that explains what's costing you money
• 🔬 Conducting independent research in quantitative finance and algorithmic trading
• 🚀 Interested in building technology companies around AI, autonomous systems and advanced engineering

🤖 Machine Learning & AI  •  🧠 Reinforcement Learning  •  ⚙️ Embedded Systems  •  📡 IoT & Sensors  •  🚗 Autonomous / Robotic Systems  •  🛩️ Drones & Autonomous Systems  •  🔬 Robotics, Aerospace & Advanced Engineering

One of my primary areas of work is systematic quantitative trading — developing and backtesting algorithmic strategies using historical market data, quantitative signals, risk management, and portfolio-level analysis.

Research Areas

📊 Momentum & trend following  •  🔄 Multi-strategy portfolio rotation  •  📉 Volatility targeting  •  🔗 Correlation-based strategies  •  💰 Portfolio construction  •  ⚖️ Risk/reward optimization  •  📈 Leverage-aware strategies  •  🧪 Backtesting & statistical validation  •  🌎 Multi-asset systematic investing  •  🪙 Crypto quantitative trading

I have researched strategies across equities and digital assets, with an emphasis on systematic decision-making rather than discretionary trading. Some of my historical backtests have produced 40%+ CAGR and ~63% CAGR results — research/backtest figures, not claims of guaranteed or live performance.

• CRYPTO-OPTIONS-LATENCY-ARB — Tested whether Binance/Bybit BTC/ETH options lag Deribit enough to trade, via a four-gate test and 236K+ simulated trades. Verdict: no edge — the lag is statistically real (p < 0.005) but worth ~$1/contract against ~$54 in realistic retail costs.
• crypto-momentum-survivorship-audit — Pre-registered audit of a crypto momentum strategy: Sharpe falls materially once survivorship-biased data is replaced with a proper point-in-time universe.
• crypto-agent-reverse-engineering — Reverse-engineered a third-party crypto trading agent, with an independent Binance perpetuals backtester and bias audits.

I'm particularly interested in the intersection of AI × Quantitative Finance × Robotics × Autonomous Systems.

🧠 Artificial Intelligence  •  🤖 Autonomous Robotics  •  🎮 Reinforcement Learning  •  📈 Quantitative Finance  •  🪙 Algorithmic Crypto Trading  •  🛩️ Autonomous Drones  •  🛰️ Aerospace Technology  •  🛡️ Defense Technology  •  🧬 Brain-Computer Interfaces  •  ⚙️ Intelligent Embedded Systems

Python for quantitative research • C++ and systems programming • Machine Learning • Reinforcement Learning • Mathematics for AI & quantitative finance • Physics & engineering • Robotics and autonomous systems

My long-term goal is to combine mathematics, software, AI and engineering to build intelligent systems capable of solving complex real-world problems.

I believe the most interesting technologies of the future will emerge from the combination of AI, automation, robotics, finance, and advanced engineering. Rather than simply using technology, I want to understand how it works, build it from the ground up, and eventually create companies around it.

Quantitative Research       ████████████████████
Algorithmic Trading         ███████████████████
AI / Machine Learning       ████████████████
Software Engineering        █████████████████
Robotics / Embedded         ████████████
C++ / Systems                █████████

I'm building in public and documenting my journey through technology, quantitative research, AI, and entrepreneurship.

🚀 Building. Researching. Experimenting.

One system at a time.

⭐ If you find my projects interesting, feel free to explore my repositories and follow the journey.