Technical notes

Articles

Engineering notes about live chart reliability, browser recovery, production smoke checks and read-only market-data visualization.

How cryptonabs.com Reads Market Structure

A read-only explanation of price-flow context, liquidity context and orderbook-depth visualization without predictions, recommendations or execution.

Public Market Data Limitations In Live Crypto Dashboards

Why public exchange data can be delayed, incomplete, corrected, rate-limited or stale, and how a read-only dashboard should present those limits.

How Restored Browser Tabs Can Break Live Charts

A production-browser testing pattern for live charts that look loaded but have stale websockets, too few visible candles or a canvas that no longer changes.