- Automated trading systems on centralized and on-chain venues
- DeFi research: liquidity, incentives, MEV
- AI agents for research, execution, monitoring
- Hyperliquid + CCXT market-making bots (risk-aware execution)
- Dashboards for cross-chain flows and token liquidity
- Internal knowledge repo for agents and research workflows
- Core: Python, SQL, Pandas/NumPy
- Trading: Hyperliquid SDK, CCXT, HangukQuant
- Analytics: Dune, Nansen, Arkham, Vector DBs, LangChain
- 2025: Refining on-chain research and agent infra
- 2024: Production market-making systems + DeFi dashboards
- 2023: Entered crypto/quant trading rabbit hole




