Recent ECMWF and KNMI model runs position 22–24 °C as the most probable range for Amsterdam’s daily maximum on August 1, aligning with the market’s heaviest concentration of probability at 23 °C (35.5 %). Typical early-August climatology features highs near 22–23 °C under moderate westerly flow and North Sea influence, with limited diurnal warming expected from lingering marine air. No significant ridge or heat advection is forecast in the next 48 hours, keeping the chance of 26 °C or higher below 10 %. Traders appear to weigh the narrow uncertainty band of short-range guidance—where small shifts in cloud cover or wind direction can alter the peak by 1–2 °C—against the historical rarity of extremes this early in the month.