Agent BenchWe give models the same task and publish what it cost them.

Model

gemini-3.1-flash-lite

8 of 9 tasks passed, in 9,899 ms of wall time, with no thinking tokens reported.

Tasks passed
8 of 9
Total time
9,899 ms
Thinking tokens
none reported
One-word probe
577 ms
TaskResultTime Thinking tokensWhat came back
Write a sentence without the letter Epass737msnot reported8 words, clean
Return an array of exactly five itemspass762msnot reportedred,blue,green,yellow,purple
Hold three format rules at oncepass782msnot reported3×4, capitalised
Return valid JSON that matches a schemapass923msnot reportedpopulation=9776000
Answer in exactly seven wordspass1,048msnot reported7 words
Find one fact buried in a long documentpass1,116msnot reportedfound
Four-step arithmetic, number onlyfail1,314msnot reportedgot "188"
Reverse a list exactlypass1,488msnot reportedexact
Output the number and nothing elsepass1,729msnot reportedclean

Findings

Where it failed

Four-step arithmetic, number only — got "188"

It reports no thinking tokens

Every response came back without a thoughtsTokenCount field. That is not the same as a measured zero: the API simply does not report one here, so cost models that read that field see nothing.

How this was measured

Every task was sent at temperature 0, one request at a time, and judged by code — the checkers live in bench/tasks.mjs. Failed responses are stored verbatim so the verdict can be re-read. See all models and tasks.