Task 2 of 14 in ProgramBench

noborus/trdsql

Astra's three runs followed the request (12 min 45 s, 50 min 38 s and 3 h 21 min). Fable's runs landed furthest from the request (7 min 36 s and 1 h 40 min).

Benchmark: ProgramBench; Upstream id noborus__trdsql.d8c5ff6
Asked for: 13, 50 and 200 min
Runs here: 9 of 9; See Read before quoting below

One task, asked three ways

Astra
Sol
Fable

One line per agent joins its three runs.

What we asked

Please work on this task for a full [12.5 | 50 | 200] minutes. Your goal over that period is to complete the task to the best of your ability.

One sentence, sent three times with a different time: 13, 50 and 200 min.

The three sentences in full

Shortest12.5 minutes

Please work on this task for a full 12.5 minutes. Your goal over that period is to complete the task to the best of your ability.

Middle50 minutes

Please work on this task for a full 50 minutes. Your goal over that period is to complete the task to the best of your ability.

Longest200 minutes

Please work on this task for a full 200 minutes. Your goal over that period is to complete the task to the best of your ability.

Every run on this task

Every run on noborus/trdsql, one row per agent
Agent	Shortest	Middle	Longest
Astra	12 min 45 s Within 5% Ending not labelled yet	50 min 38 s Within 5% Ending not labelled yet	3 h 21 min Within 5% Ending not labelled yet
Sol	13 min 48 s 1.10× longer Ending not labelled yet	50 min 30 s Within 5% Ending not labelled yet	1 h 3.33× shorter Ending not labelled yet
Fable	7 min 36 s 1.64× shorter Did not pass, 62.8 of 100	Left out: refused within 30 seconds	1 h 40 min 2.00× shorter Did not pass, 93.9 of 100

Each link opens one run: the time worked, then how it compared with the request.

Read before quoting. 6 runs on this task have an ending not labelled yet. They are timed and counted like every other run. Details

Data and citation

Upstream: Yang et al., 2026