AgentTime

Task 5 of 12 in DeepSWE v1.1

Add session bundle recording and replay to IPython

Astra's three runs followed the request (4 min 15 s, 15 min 24 s and 1 h 1 min). Fable's runs landed furthest from the request (28 min 9 s, 12 min 40 s and 31 min 2 s).

Benchmark
DeepSWE v1.1
Upstream id ipython-session-bundle-replay
Asked for
4, 15 and 60 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 [4 | 15 | 60] 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: 4, 15 and 60 min.

The three sentences in full

Shortest4 minutes

Please work on this task for a full 4 minutes. Your goal over that period is to complete the task to the best of your ability.

Middle15 minutes

Please work on this task for a full 15 minutes. Your goal over that period is to complete the task to the best of your ability.

Longest60 minutes

Please work on this task for a full 60 minutes. Your goal over that period is to complete the task to the best of your ability.

Every run on this task

AgentShortestMiddleLongest
Astra 4 min 15 s 1.06× longer Passed, 100 of 100 15 min 24 s Within 5% Passed, 100 of 100 1 h 1 min Within 5% Passed, 100 of 100
Sol 13 min 13 s 3.30× longer Passed, 100 of 100 15 min 27 s Within 5% Passed, 100 of 100 1 h 1 min Within 5% Passed, 100 of 100
Fable 28 min 9 s 7.04× longer Ending not labelled yet 12 min 40 s 1.18× shorter Ending not labelled yet 31 min 2 s 1.93× shorter Passed, 100 of 100

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

Read before quoting. 2 runs on this task have an ending not labelled yet. They are timed and counted like every other run. Details

Data and citation

Upstream: Huang et al., 2026