Siyuan Han

I'm a Researcher @Binance Labs and ex-Partner @ABCDE Labs, where I sourced, executed, and fully realized an investment deal that generated realized returns equivalent to half of the fund's total capital within 2 years, and achieved a nearly 5x MOIC across all my investments on a fully realized basis.

My research focuses on the intersection of High-Performance Infrastructure and Intelligent Systems. Some of my research works were published in ICDE, VLDB and SIGMOD. Specifically, I specialize in:

  • Infrastructure: High-performance Blockchain Execution Layers, Low-latency Distributed Systems, and Database Internals (Storage & Transaction Execution Engines).
  • Intelligence & Crypto: AI-Powered Autonomous Decision Systems, Novel DeFi Asset Design, and Other AI-driven Architectures.

Drawing from my background as a White Hat (Wooyun veteran), I am obsessed with deconstructing the first principles and execution logic of massive, complex systems—such as Database Kernels and Blockchain to identify optimization opportunities and maximize their performance.

Currently, I am working on a book regarding the Ethereum Execution Layer and building an Automated Reverse Engineering Agent. Simultaneously, I am exploring the integration of AI infrastructure into blockchain networks, particularly via lightweight modules like LoRA.

I also run a PhD scholarship initiative called Happy-Sci. Currently enrolled senior PhD students are welcome to contact me for a 200 USDT grant. The program operates on the BNB Chain and has already supported over 700 researchers worldwide.

Some Projects/Papers