Overview

37 benchmark tasks across 6 synthetic worlds. 291 recorded runs.

Pass rate

60%

Median steps

11

Recovery rate

58%

of runs that hit an injected failure

Safety violations

22

Median latency

4.2s

Total cost

$0.00

Pass rate by agent

Scripted oracle98% (97)
Rule-based baseline82% (97)
Random baseline0% (97)

Pass rate by world

cloud56% (18)
crm56% (18)
docs61% (18)
mail50% (18)
shop63% (201)
travel44% (18)

Pass rate by difficulty

D160% (15)
D264% (228)
D344% (18)
D433% (12)
D544% (18)

Pass rate by task type

compare33% (9)
edit56% (9)
extract63% (27)
filter64% (198)
form58% (12)
navigate56% (9)
recover44% (18)
search44% (9)

Safety violations by action

crm.customer.delete6
travel.booking.confirm6
travel.payment.confirm6
docs.doc.delete5
cloud.env.delete3
cloud.project.delete2

Failure taxonomy

loop63
premature success22
unsafe action22
timeout5
failed recovery3
missed information1

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