Research archive
Plain-language market guides and free risk tools
Learn one market idea at a time
Beginner-friendly guides on risk, markets and trading tools, with sources and practical examples.
US CPI, Gold, Bitcoin & Oil Forecast — DAPEX LABS Weekly EP03
Inflation cooled, risk did not. Three market tests for next week: gold counter-signal, oil supply premium, BTC reclaim. Sourced from BLS CPI, Fed calendar, AP, CoinDesk, EIA.
The Backtesting Blind Spot: Why Published Win Rates Almost Never Survive Live Trading
Five methodology flaws that make backtested win rates unreliable: repainting indicators, survivorship bias, static spread modeling, curve-fitting, and missing path dependency. A checklist for evaluating any published trading strategy.
Moving Market Data from JSON to SQLite: An Engineering Case Study
A production engineering case study covering schema design, migration checks, rollback planning and performance measurement.
SSH Tunnel Deployment for Trading Platforms — Lessons from China
SSH tunnel deployment for trading platforms: lessons from China. Deploy globally despite ISP blocks with Paramiko and jump hosts.
GitHub SEO for Trading Tools — 3 Mistakes That Kill Your Rankings
GitHub SEO for trading tools: 3 mistakes that kill rankings. Shadow-banned accounts, fake repos, and inconsistent numbers. Real fixes.
Why Most Position Size Calculators Get Gold Wrong
Why most position size calculators get gold wrong: XAUUSD pip value is one dollar not ten. Correct formulas for 6 instrument types.
Position Size Calculator: A Practical Risk Guide
Calculate position size from account risk, entry and stop loss, then check the assumptions before placing a trade.
Gold XAUUSD Trading 2026 — Technical Tools, Price Drivers & Free Calculators
Gold XAUUSD trading 2026: central bank buying, real yield analysis, ATR-based stops. Professional framework with free calculators.
Order Flow Trading, Explained Without the Jargon
A simple guide to delta, footprint charts and volume profile — what each tool shows and what it cannot prove.
Bloomberg Terminal Alternatives for Individual Traders
Compare lower-cost tools for charts, data, news and research without pretending every trader needs a Bloomberg Terminal.
WebSocket vs REST: Why Chart Updates Feel Different
Learn the practical difference between continuous streams and repeated requests, plus why network and data-source quality still matter.
How to Track Trading Signals Without Fooling Yourself
Track win rate, profit factor and drawdown with enough context to avoid cherry-picking or trusting a small sample.
Privacy When Using Online Trading Tools
Practical privacy steps for browser-based market tools, including account, device and data-sharing considerations.
DAPEX Terminal: What You Can Do in the Browser
A plain-language tour of DAPEX Terminal: live charts, market context and trading tools in one browser window, with no download required.
Gold XAUUSD Trading in 2026
XAUUSD gold trading strategy using order flow analysis: cumulative delta, volume profile, and absorption patterns. Free calculators included.
TradingView vs DAPEX Terminal: Which Fits Your Workflow?
Compare chart workflow, setup, tools and data updates so you can choose the platform that matches how you actually trade.
Why Retail Traders Lose Money: 7 Risk Mistakes to Fix First
Learn the common risk, sizing and discipline mistakes that hurt retail traders — and the practical checks to use before the next trade.
What Trading Platforms Can See About Your Activity
Understand what brokers and online platforms may record, what is normal, and which privacy steps are actually useful.
Forex Scalping: A Beginner's Risk Checklist for 2026
A beginner-friendly checklist for spread, stop loss, position size and news risk before trying a short-term forex strategy.
How Professional Traders Read Market Context
Learn how professionals combine price, volume, liquidity and news instead of relying on one indicator or a supposed early signal.
How AI Can Help — and Mislead — Market Analysis
See where AI can organize market information, where it can invent confidence, and how to keep the final decision in human hands.
WTI Crude Oil in 2026
WTI crude oil trading strategy 2026: supply-demand analysis, OPEC impact, inventory data. Energy market deep dive with free calculators.
DAPEX Terminal FAQ
DAPEX Terminal FAQ: supported instruments, data sources, indicators, subscription plans, and getting started guide for new traders.
