SIPA (Sophisticated Intelligent Portfolio Assistant)
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The Hidden Costs of Manual Trading: Time, Stress, and Missed Opportunities

The Hidden Costs of Manual Trading: Time, Stress, and Missed Opportunities

by Damir Radulic | Apr 30, 2025 | AI, Auto trading, LLM, ML, RL

The Real Price of “Doing It Yourself” in Crypto: It’s More Than Just Capital You’re proud of your trading prowess, your ability to analyze charts, read news, and make quick decisions. But have you truly calculated the total cost of your manual...
The Myth of Human Intuition in a 24/7 Algorithmic Market

The Myth of Human Intuition in a 24/7 Algorithmic Market

by Damir Radulic | Apr 29, 2025 | AI, Auto trading, LLM, ML, RL

Let’s be blunt. The idea that you can consistently outperform the market in the 24/7, high-frequency world of digital assets based on “gut feeling” or manual chart analysis is not just optimistic; it’s delusional. While traditional markets...
Architecting Intelligence: The Modular Powerhouse Driving SIPA

Architecting Intelligence: The Modular Powerhouse Driving SIPA

by Damir Radulic | Apr 28, 2025 | AI, Auto trading, LLM, ML, RL

In the domain of complex software systems, particularly those operating in high-frequency, high-stakes environments like algorithmic trading, architecture is paramount. A monolithic, tightly coupled system is a liability, prone to cascading failures and resistant to...
The Bedrock of Performance: Python 3.11+ and the SIPA Technical Stack

The Bedrock of Performance: Python 3.11+ and the SIPA Technical Stack

by Damir Radulic | Apr 27, 2025 | AI, Auto trading, LLM, ML, RL

In the demanding environment of algorithmic trading, the choice of technology stack is not a matter of preference; it is a critical determinant of performance, reliability, and scalability. SIPA (Sophisticated Intelligent Portfolio Assistant) is built on a foundation...
The Precision of Prediction: Inside SIPA’s Data-Driven Forecasting & Feature Engineering

The Precision of Prediction: Inside SIPA’s Data-Driven Forecasting & Feature Engineering

by Damir Radulic | Apr 25, 2025 | AI, Auto trading, LLM, ML, RL

In the high-stakes world of digital asset trading, informed decisions hinge on the ability to predict, or at least probabilistically forecast, future market movements. SIPA (Sophisticated Intelligent Portfolio Assistant) achieves this not through crystal balls, but...
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