Research

Technical article · KYT risk controls

Designing a Real-time On-chain KYT Risk Control Engine from Scratch: Address Risk Scoring, Rule Engine, and Transaction Graphs

KYC (Know Your Customer) identifies 'who your customer is', while KYT (Know Your Transaction) evaluates 'is this transaction or address clean?'. As the core engine of anti-money laundering (AML) compliance, Delta's team shares practical insights in constructing on-chain risk control frameworks, explaining how to integrate multi-chain inputs, massive tag registries, propagation decay models, and graph databases to make real-time decisions in milliseconds.

Finance Headlines2026-06-23

Technical article · Fund tracing

On-chain Fund Tracing in Action: Restoring USDT Transfer Paths Using Python and Blockchain Explorer APIs

The public and traceable nature of blockchain makes tracing assets possible. Using Ethereum and Tron USDT (ERC20/TRC20) transfers as examples, this article guides you through building a BFS on-chain fund tracker with Python to restore transfer paths and identify exchange endpoints. It further explores the technical principles of taint analysis models (Haircut model), address clustering, cross-chain mixing, and Delta Capital's engineering practices.

Blockchain Headlines2026-06-22
Python / APIRead article

Annual report

Delta & Capital's '2026 Global Digital Asset Liquidity Risk & Compliance Report' Officially Indexed on CERN's Zenodo Portal

Delta & Capital's research desk has issued its authoritative report, officially indexed on CERN's Zenodo academic platform under DOI: 10.5281/zenodo.18229205. The document systematically formulates technical evidence standards for countering secondary wallet taint and CEX AML model appeal rules.

Delta Research Team2026-01-13

Version 1.0
DOI: 10.5281/zenodo.18229205

Research is provided for reference. See each publication for its scope and limitations.