All In with Chris Hayes (MS NOW), September 21, 2026

On the Sep 21, 2026 episode of All In with Chris Hayes, 5 of the 13 words Kalshi listed were said; Parrot’s count agreed with all 13 settlements. Counts and timings only: the captions are at the Internet Archive.

Updated

Markets

13 words · 5 settled yes · our count agreed on 13 of 13

backtest The probabilities on settled rows are a walk-forward backtest: the model as of before each event, computed after Parrot went live; they were not published at the time.

Listed words: result, our count under the market rule, the count over every speaker, whether they agree, and the probability (a walk-forward backtest on settled rows)
WordResultOur countAll speakersAgreesProbabilityMarket
Job / Employment / Unemployment Yes66✓–new new word, no probability yet–
Healthcare Yes24✓48%n=6 from settlement history–
Afford / Affordable / Affordability Yes12✓67%n=9 from settlement history–
Tariff Yes14✓–new new word, no probability yet–
Oil / Gas / Gasoline Yes16✓45%n=7 from settlement history–
Trump No052✓54%n=5 from settlement history–
Corrupt / Corruption No00✓52%n=7 from settlement history–
2028 / Campaign No04✓–new new word, no probability yet–
SNAP / Food Stamp No00✓–new new word, no probability yet–
Iran / Iranian No07✓48%n=5 from settlement history–
Billionaire No02✓45%n=6 from settlement history–
Inflation / Inflationary No00✓–n=1 too little history for a probability–
AI / Artificial Intelligence No00✓44%n=5 from settlement history–

Market prices are mid quotes from Kalshi and Polymarket, shown for context, may be delayed by several minutes and are not a signal. Quotes as of Oct 20, 2026 23:45 UTC.

Transcript

counts and timings only

Captions · machine-attributed · Internet Archive TV News Archive (broadcast captions) · Source · Counts and timings only: the captions are at the Internet Archive.

Machine-attributed. Speaker turns are labelled by a model, not the publisher.

6 matches for “Senate”; counts and timings only, no caption text.

Andy Beshearguest33:07

Caption text not shown: counts and timings only; the captions are at the Internet Archive.

Andy Beshearguest33:40

Caption text not shown: counts and timings only; the captions are at the Internet Archive.

Where the listed words were said

Andy Beshearguest“Job / Employment / Unemployment” · 25:51

Caption text not shown: counts and timings only; the captions are at the Internet Archive.

Andy Beshearguest“Afford / Affordable / Affordability” · 27:58

Caption text not shown: counts and timings only; the captions are at the Internet Archive.

Andy Beshearguest“Tariff” · 31:46

Caption text not shown: counts and timings only; the captions are at the Internet Archive.

Agents: this page as TSV at /api/v1/appearances/all-in-with-chris-hayes:2026-09-21:tv_episode · words: /api/v1/brief?appearance=all-in-with-chris-hayes:2026-09-21:tv_episode · columnar JSON in #parrot-data · llms.txt · MCP