ThinkThen

Beatles Bench pages
Scripts
What Jev knows
Tune your bar
Beatles Bench · Start

Jev set the standard.

The talk's slide: Jev set the standard.
Roger Bannister photo: 6 May 1954, public domain in the US, via Wikimedia Commons. The four faces: United Press International photo of the Beatles in New York, 7 February 1964, via the Library of Congress and Wikimedia Commons. Public domain in the US. Open the slide at full size.

Jev is the model behind ThinkThen. TypeSafe makes it. It reads a text and a question and returns a probability for every answer. It writes no text, and you train nothing.

Roger Bannister's mile set a standard for runners. Jev answers in about 60 milliseconds. That is the median time at Jev's server, measured on 2026-09-26. On Beatles Bench, a thousand answers cost 0.016 dollars.

The numbers come from the bench's record for this slide.

Run it

At a bar of 0.8, Jev picks Ringo.
is_a_song="The text is the title of a song by the Beatles."
question="$is_a_song Who sings the lead vocal on it?"
singers=(
  John
  Paul
  George
  Ringo
  "John and Paul duet"
)

printf '%s' "Octopus's Garden" |
thinkthen choose "$question" "${singers[@]}" \
  --threshold 0.8 \
  --replay recording
Output
"Ringo"
exit 0: an option came back

Change the bar

A bar of 0.9 asks for more. The answer is not sure.
is_a_song="The text is the title of a song by the Beatles."
question="$is_a_song Who sings the lead vocal on it?"
singers=(
  John
  Paul
  George
  Ringo
  "John and Paul duet"
)

printf '%s' "Octopus's Garden" |
thinkthen choose "$question" "${singers[@]}" \
  --threshold 0.9 \
  --replay recording
Output
null
exit 3: not sure

The lesson

Ringo is right. Jev's probability for Ringo clears 0.8 and falls short of 0.9. A bar of 0.9 asks for more than Jev gives.

Jev answers with a probability, and your bar decides what counts.