Bitcoin & Crypto
Custodial vs Non-Custodial Crypto Trading Tools
Compare custodial and non-custodial crypto trading tools by asset control, permissions, recovery, integration risk and user responsibility.
PH
Peter Hwang Lee
Research
Research
Peter Hwang Lee
Peter Hwang Lee writes about trading-system workflows, operational controls and digital-market infrastructure.
Bitcoin & Crypto
Trading Bot Security: API Keys, Permissions and Withdrawal Controls
Learn how to secure trading-bot API keys, apply least privilege, disable withdrawals and monitor connected accounts before using automation.
PH
Peter Hwang Lee
Research
Bitcoin & Crypto
Why 24/7 Crypto Markets Do Not Make Trading Bots ‘Set and Forget’
Crypto trading bots can monitor markets continuously, but they still need human oversight for failures, stale data, permissions and changing conditions.
PH
Peter Hwang Lee
Research
Algorithmic Trading
Automated Crypto Trading: How a Bot Moves From Signal to Order
Follow how automated crypto trading moves from market data and signals through eligibility, risk checks, order submission, fills and reconciliation.
PH
Peter Hwang Lee
Research