Why it matters

A chart can appear convincing historically while behaving differently during the live bar. For a stream-facing systematic environment, the displayed behaviour should be understood under both conditions.

What is inspected

Research focuses on repaint-like behaviour, confirmed values, state persistence, timing differences, and whether a reload changes what a viewer would have seen in realtime.

Promotion rule

A visually interesting observation is not treated as production-quality evidence merely because it looks coherent on historical bars.

Related public notes