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Austin — photograph (Photo: Quintin Soloviev · CC BY 4.0 · via Wikimedia Commons)
WEATHER · FORECAST CHANGE

Highest temperature in Austin on Oct 22, 2026: PBE moves “90° to 91°” up to 22% from 5%

New forecast guidance reached the model between 14:00 UTC and 17:00 UTC on Oct 21. Same model version, later data cutoff: here is exactly which inputs changed.

Published Model data as of Oct 21 17:00ZBy the PropBetEdge Predictions Desk1 min read

Photo: Quintin Soloviev · CC BY 4.0 · Wikimedia Commons

5%22%

90° to 91° · pbe-weather-maxtemp@1.1.0 · 14:00 UTC → 17:00 UTC

Move+17 pts
Market at capture3%
Inputs changed2primary
LIVE UPDATE · not part of the original story

Highest temperature in Austin on Oct 22, 2026?

90° to 91° · PRE-WINDOW

PBE22%0 pts since publication
Kalshi2%−1 pts since publication
Gap+20

RESEARCH PBE Oct 21 17:00Z · market

Open the live forecast →

Quick read

  • pbe-weather-maxtemp@1.1.0 moved “90° to 91°” from 5% to 22% (+17 pts).
  • Later data cutoff: Oct 21 11:00Z → Oct 21 17:00Z; same model version, so the move reflects inputs, not a model change.
  • Primary inputs changed: GFS MOS forecast high, National Blend of Models forecast high.
  • A comparable market observation was not captured with both snapshots, so no market move is stated.

What changed in the inputs

Between the snapshot captured at Oct 21 14:00Z (data cutoff Oct 21 11:00Z) and the one at Oct 21 17:00Z (cutoff Oct 21 17:00Z), the same model version — pbe-weather-maxtemp@1.1.0 — moved “90° to 91°” from 5% to 22%. The model inputs that changed: GFS MOS forecast high from 87°F to 89°F; National Blend of Models forecast high from 86°F to 88°F.

EVIDENCEStored model inputs, before and afterFrom the immutable feature snapshots attached to each forecast
InputBeforeAfterPrimary
Guidance lead time24h18h—
GFS MOS forecast high87°F89°Fyes
National Blend of Models forecast high86°F88°Fyes
Units: as labeledAs of Oct 21 17:00ZSource: PBE feature snapshots

This page reports which stored inputs differ between two immutable forecasts. It does not claim why the underlying weather guidance changed.

The forecast path

PROBABILITY HISTORY“90° to 91°”: pbe-weather-maxtemp@1.1.0 snapshots vs the marketSame model version only; the dashed line is the stored Kalshi mid
0%25%50%75%100%Oct 21 14:00ZOct 21 15:30ZOct 21 17:00Z5%22%PBE pbe-weather-maxtemp@1.1.0 snapshots 5% · Oct 21 14:00ZPBE pbe-weather-maxtemp@1.1.0 snapshots 22% · Oct 21 17:00Z
Kalshi mid (stored observations)PBE pbe-weather-maxtemp@1.1.0 snapshots
Units: % probabilityAs of Oct 21 17:00ZSource: PBE forecast archive; Kalshi
Data table
Time (UTC)SourceValue %
Oct 21 14:00ZPBE pbe-weather-maxtemp@1.1.05
Oct 21 14:02ZKalshi mid9
Oct 21 14:04ZKalshi mid8
Oct 21 14:10ZKalshi mid7
Oct 21 14:16ZKalshi mid4
Oct 21 14:18ZKalshi mid4
Oct 21 15:00ZKalshi mid4
Oct 21 15:06ZKalshi mid3
Oct 21 16:00ZKalshi mid3
Oct 21 17:00ZPBE pbe-weather-maxtemp@1.1.022
Oct 21 17:00ZKalshi mid3

A comparable market observation was not captured with both snapshots, so no market move is stated.

The two snapshots

EarlierLater
CapturedOct 21 14:00ZOct 21 17:00Z
Data cutoffOct 21 11:00ZOct 21 17:00Z
Guidance runsNWS GFS MOS 2026-10-21T06Z, NWS National Blend of Models 2026-10-21T06ZNWS GFS MOS 2026-10-21T12Z, NWS National Blend of Models 2026-10-21T12Z
PBE5%22%
Market at capture—3%

Evidence & method

What this story is based on. Every value above was read from these immutable records.

90° to 91°
Model
pbe-weather-maxtemp@1.1.0 · RESEARCH
Snapshot
4027f8fb-c0b4-4a97-b58e-e5187eb3fc6a
Compared with
2f258a3a-6b80-4707-914f-cca7a40d9ed0
Captured
Oct 21 17:00Z
Data cutoff
Oct 21 17:00Z
Market observation
3% · captured with the snapshot
Source families
NOAA/NWS via Iowa Environmental Mesonet archive · NOAA Regional Climate Centers ACIS · NOAA/NWS api.weather.gov
RESOLUTION RULE
Resolves on
The Weather Company (weather.com/kalshi) — The Weather Company daily maximum temperature for CLIAUS (weather.com/kalshi)
Independent check
NWS Daily Climate Report CLIAUS (WFO EWX); NOAA RCC-ACIS USW00013904
Measurement
Maximum temperature for the climate day 2026-10-22, 00:00-24:00 local standard time (UTC-6)
Rounding
Whole degrees Fahrenheit as reported; preliminary values may differ by rounding/conversion
Exceptions
Preliminary data may be revised; the exchange may hold expiration until a non-erroneous revision, else last fair price
If the maximum temperature recorded at Austin (CLIAUS) for Oct 22, 2026, is between 90-91° fahrenheit according to The Weather Company, then the market resolves to Yes.
MODEL LIMITATIONS
  • Pre-window only; no current-conditions input
  • Guidance can run cold/hot in unusual regimes (see LA diagnostic, 2026-10-04)

Weather · daily high — inputs: National Blend of Models day max (GFS MOS fallback) + station empirical guidance-error tables. This model on the research board →

Market prices are a benchmark only and never enter a PropBetEdge model. Research-stage probabilities; not advice.