FIELD 02

AI Quant

AI applications, backtesting, overfitting, data bias and risk control.

TOPIC LIBRARY

Topic articles and learning content

Build knowledge and risk boundaries before methods, tools and practice.

TOPIC 01

What Can AI Do in Trading?

Pattern recognition, research assistance, automation and monitoring.

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TOPIC 02

Machine-learning Basics

Features, labels, training, validation and evaluation.

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TOPIC 03

What Is Backtesting?

Understand the value and limits of historical validation.

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TOPIC 04

Overfitting and Leakage

Why attractive backtests may fail in live conditions.

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TOPIC 05

Automation Is Not Guaranteed Profit

Technology reduces execution friction but does not remove market risk.

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TOPIC 06

AI Risk Controls

Model failure, bad data, latency and safety thresholds.

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RELATED INSIGHTS

Related Insights

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Market Liquidity and Structural Evolution: A One-Year Retrospective on the 10/10 Flash Crash

TIANYUE Financial Business Academy Daily Market Brief: Examining market conditions one year after the 10/10 flash crash, analyzing liquidity repair in major assets, structural risks in altcoins, and the latest regulatory and security developments.

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Special Insight · 2026.10.10

Special Insight: Tokenized Deposits and AI-Agent Payments — Technical Innovation and Compliance Challenges

TIANYUE Financial Business Academy examines the recent technical trial by HSBC and Ant Digital exploring AI-agent payments using tokenized deposits. This insight analyzes the potential of tokenized money in real-time settlement, automated micropayments, and the evolving regulatory landscape.

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Daily Market Brief · 2026.10.10

Global Market and Digital Asset Daily Brief: Regulatory Frameworks, Custody Standards, and Compliance Ecosystems

TIANYUE Financial Business Academy presents the Daily Market Brief for October 10, 2026. Today's coverage focuses on the SEC's proposed crypto custody framework for registered funds, the CFTC's moves to regulate event contracts, and the broader institutional evolution of compliance and security in digital assets.

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Special Insight · 2026.10.09

The Tokenization Wave: Evaluating Market Structure Opportunities and Macro Liquidity Risks

An in-depth analysis of Wall Street's push into real-world asset tokenization, examining efficiency gains alongside systemic risks highlighted by international regulators.

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Daily Market Brief · 2026.10.08

Cross-Asset Liquidity Integration and Digital Asset Developments: Banking Explorations, Enterprise Payments, and Regulatory Evolution

TIANYUE Financial Business Academy Daily Market Brief examines the deepening convergence between traditional financial institutions and digital asset infrastructure, enterprise stablecoin integration, and global regulatory updates.

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Daily Market Brief · 2026.10.07

Daily Market Brief: Cross-Asset Macro Sentiment and Digital Asset Custody Evolution

TIANYUE Financial Business Academy Daily Market Brief: Tracking global macro developments, traditional institutional integration, digital asset custody frameworks, and compliant capital flows on October 7, 2026.

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