Building the Complete
Autonomous Trading Pipeline
Our integrated research approach addresses all 7 stages of autonomous trading, solving the critical gaps that existing systems overlook.
The Problem
After surveying 110+ papers on AI trading systems, we discovered a critical gap: zero systems address the complete trading pipeline. Research disproportionately focuses on alpha generation (stage 4) while neglecting the infrastructure needed for real-world deployment.
The 7-Stage Autonomous Trading Pipeline
How Our Projects Fill the Gaps
Survey: 10× Research Gap
Identifying the gaps
Unified Dataset Platform
Clean, time-travel safe data
Alpha Factory
Multi-modal alpha generation
Explainable AI Module
Trustworthy decisions
The 10× Gap: Research focuses 10× more on alpha generation than deployment infrastructure
Our integrated approach addresses the complete pipeline, not just isolated stages
Our Integrated Approach
Four interconnected projects that systematically address all 7 stages, from data collection and alpha generation to risk management, execution, and governance.
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