📈 Strategy & Systems 6 articles
📈 Strategy & Systems

Hyperliquid Latency: How Tokyo AWS Servers Give Traders a 200ms Edge (And How to Optimize Your Speed in 2026)

All 24 Hyperliquid validators sit in AWS Tokyo, giving nearby traders a 200ms latency edge. Learn how to reduce your order fill time with a Tokyo VPS, non-validating node, and six practical optimizations.

April 4, 2026 ⏱ 11 min read
📈 Strategy & Systems

Hyperliquid Net Deflation Explained: HYPE Buybacks Now Exceed Staking Rewards (2026)

On March 27, Hyperliquid hit net deflation for the first time — buybacks removed 34,495 HYPE while only 26,784 were distributed. Here's what this structural shift means for HYPE supply, price, and your trading strategy.

April 1, 2026 ⏱ 13 min read
📈 Strategy & Systems

TradingView Pine Script: Footprint Order Flow Strategies — Detect Institutional Buying With Code (2026)

Learn 4 proven order flow strategies using Pine Script's request.footprint() — delta divergence, POC pullbacks, imbalance clusters, and Value Area fades. Full copy-paste code for each strategy.

March 23, 2026 ⏱ 17 min read
📈 Strategy & Systems

Two Losses, Two Bugs: Trading Post-Mortem

Lost money on both OKX and Hyperliquid — not from bad strategy, but code bugs. Full post-mortem with root cause analysis and fixes.

March 2, 2026 ⏱ 6 min read
📈 Strategy & Systems

IB Python API 2026: Build a Live Trading System

Most IB Python tutorials stop at placing a test order. This one runs 24/7 in production: connection handling, error recovery, and real P&L.

February 27, 2026 ⏱ 13 min read
📈 Strategy & Systems

IB Python Momentum Strategy: Live Trading Code

Built and running a live momentum strategy on Interactive Brokers. Real P&L, auto-execution, and the full Python code.

February 23, 2026 ⏱ 7 min read
Recommended

Tools I personally use. Affiliate links help support the site.

📊 TradingView

Backtest and automate strategies with Pine Script.

Try TradingView Free →

🏦 Interactive Brokers

Run systematic strategies with the Python API.

Open IBKR Account →