He joined the core team of quantitative trading upon joining the company, led the development of multi-asset structural arbitrage models, and deeply participated in the research of global market intelligent risk control and high-frequency trading algorithms. His early theories on "group irrationality and system imbalance" have gradually been confirmed in actual market models.

Aurelius Capital collapsed due to excessive risk leverage and structural market stampede. Daniel experienced a major impact in his career and was silent for 2-3 years. During this period, he conducted in-depth research on the logic of systemic financial imbalance, human collective emotional mechanism and the origin of AI complex decision-making models.

We return to the academic and think tank platform and unite a number of like-minded cross-border scientists, investors, and system architects to jointly incubate a new capital logic.

Officially founded Apollo Alpha Institute in Manhattan with four co-founders
Its core mission: Based on AI intelligent judgment system, integrating cognitive behavioral science, system complexity management, global impact investment and long-term capital governance, to create a new generation of intelligent investment and human future capital architecture laboratory.

In the early days of the laboratory, they developed the first stable stock profit model based on AI sentiment analysis, behavioral finance and dynamic balance of multi-period systems. They successfully verified the stability of the model in a complex and volatile market and laid the foundation for the subsequent comprehensive iteration of the intelligent investment Rubik's Cube system.

In the complex architecture that integrates AI algorithms, human cognitive bias modeling and global asset systems, we have created a complete three-dimensional intelligent investment engine and put it into real-time internal testing.

After six rounds of system evolution, the Intelligent Investment Cube System has become increasingly mature. It has completed global multi-market and multi-period simulation backtesting, entered the final performance data testing stage, and will soon be officially launched to the world's top capital management institutions.

Apollo Alpha Institute has become an important think tank and experimental ecological platform in the field of international intelligent capital governance, serving the construction of future ultra-long-term funds, sovereign wealth funds, family capital and impact investment ecosystems.