Multi-source · AI-augmented
DYNAMIC WEATHER FORECASTING WITH API INTEGRATION .
SkyPulse fuses three live providers into a single confident reading — with an AI model predicting where the temperature heads next.
London · GB
8.7°
C
overcast clouds
Feels like 7.9°C
Confidence
90%
Hybrid Forecast · Next Hour
9.6°Crising
AI key missing — ML baseline (ridge regression on diurnal + physical features) used.
Ensemble confidence
69%
Trained ML model
9.6°Cconf 69%
sin_hour+0.62
inertia-0.29
diurnal_slope+0.25
AI reasoning model
9.6°Coffline
Δ vs ML: 0.00°C
Final value is a confidence-weighted average of both models.
Final value is a confidence-weighted average of both models.
Humidity
87%
Wind
1.5 m/s
NE
Pressure
1017 hPa
Cloud cover
50%
Visibility
7.9 km
UV Index
—
Feels like
7.9°C
Condition
Clouds
Source Aggregation
Weighted average across 3/3 live providers
σT 1.06°C
OpenWeatherMap
Temp8.8°CWind2.1 m/sRH86%Condclouds
WeatherAPI
Temp7.3°CWind1.9 m/sRH93%Condmist
Tomorrow.io
Temp9.9°CWind0.6 m/sRH82%Condclouds