Research Overview

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.

110+
Papers Analyzed
0
Complete Systems
10×
Research Imbalance

The 7-Stage Autonomous Trading Pipeline

1
Feature Engineering
85.3%
2
Signal Generation
86.2%
3
Return Forecasting
52.3%
4
Portfolio Construction
50.5%
5
Algorithmic Execution
5.5%
6
Risk Control & Hedging
11.9%
7
Governance
10.1%
Low Coverage
Medium Coverage
High Coverage

How Our Projects Fill the Gaps

Survey: 10× Research Gap

Identifying the gaps

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4
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6
7

Unified Dataset Platform

Clean, time-travel safe data

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3
4
5
6
7

Alpha Factory

Multi-modal alpha generation

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2
3
4
5
6
7

Explainable AI Module

Trustworthy decisions

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4
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7

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.

📊arXiv Coming Soon

Survey: The 10× Research Gap

A comprehensive analysis of 110+ papers revealing the critical imbalance in AI trading research.

Learn more
🗄️In Progress

Unified Dataset Platform

Time-travel safe data infrastructure for reliable backtesting and real-time trading.

Learn more
⚡In Progress

Alpha Factory

Superhuman-scale alpha generation from multi-modal market data using advanced AI.

Learn more
💡In Progress

Explainable AI Module

Making autonomous trading decisions transparent, verifiable, and trustworthy.

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Interested in Our Research?

Explore our publications, collaborate with us, or follow our progress.

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