Forecast failure clinic: where models still struggle

A 5-beat faceless video outline for “Forecast failure clinic: where models still struggle” in the Weather systems explained niche, derived from caption timing of 1 reference videos.

Angles

• Where forecast models still struggle — and why
• Caption-backed references: The Incredible Logistics Behind Weather Forecasting
• Reuse the beats only — narration must be original; cite sources on screen

Beat-by-beat structure

1. Hook (0:00–0:30): 'The forecast was wrong again'.
2. Beat 1: How data gets collected.
3. Beat 2: What models do with it.
4. Beat 3: Where they still struggle (local storms, timing).
5. Close: Recap. Original narration only.

Method

yt-dlp VTT captions (uploader-provided, not auto/ASR) → timed beat heuristics → editorial topic synthesis. Structure only; write original narration.