Personal Agent Bench

instinct on proactive-when-to-speak

One recorded attempt. The strip below is identical on every report page so the four products stay comparable; the conversation under it is styled after the product itself.

Task
proactive-when-to-speak
Product
instinct
Outcome
Wrong final state
Steps
16
Wall clock
10 min 25 s
Goal reached
0
Acted too early
0
Acted too late
0
Collateral damage
0
Invalid actions
0
Duplicate side effects
0
Crossed payment line
0

The bench measures these independently and does not add them up. A reached goal can still carry a penalty; read each on its own.

Canonical status unknown. This batch did not record it.

Comparison admission not recorded. No batch-level quality gate was written, so this run is not admitted to comparisons.

The conversation

IInstinctBusiness accountwhatsapp
Final reply
Watching it: for the two hours of your meeting I will keep an eye on the itinerary side and sweep it every 10 minutes, and before 09:30 I will only speak up for something **genuinely urgent** (a flight change, for instance). Once that window passes I shut down on my own. Go to your meeting.

ShellA reproduction, not a screenshot. Instinct runs inside WhatsApp; the colours and layout come from a real conversation, and the timestamps come from the run record.

TranslatedThis run was executed in Chinese. The messages above are our translation; the original wording is kept in the record and is what any verification should be run against.

What changed in the world

#Logical timeActorAction
11external_eventfault_started
22external_eventfault_started
32agentread_object
42agentread_object
52agentread_object
62agentread_object
72agentread_object
82agentread_object
92agentread_object
102agentread_object
112agentread_object
122agentread_object
132agentread_object
142agentread_object
152agentread_object
162agentread_object

Pages it opened

MethodPathStatusTook
GET/web20012 ms
GET/4044 ms
GET/web/weather2004 ms
GET/web/flights2003 ms
GET/web/events2004 ms
GET/web/mileage-claims2005 ms
GET/api/state4043 ms
GET/api/events2003 ms
GET/state40411 ms
GET/events4048 ms
GET/status4043 ms
GET/info4044 ms
GET/api/status4048 ms
POST/4043 ms
HEAD/4046 ms
GET/api/flights2006 ms
GET/api/weather2003 ms
GET/api/mileage-claims4052 ms
GET/api/notifications4053 ms
GET/api/orders4043 ms
GET/api/reference-tables4052 ms
GET/api/itinerary-orders4053 ms
GET/api/web/api4042 ms
GET/api/openapi.json4043 ms
GET/api/events2004 ms
GET/api/events2004 ms
POST/api/notifications4004 ms
GET/api/events20010 ms

Provenance

Modelz-ai/glm-5.3-flash
Product commit741f2df
Bench commit5f33a21
Worldtravel
Repetition1
Outcome basisWork finished but the world state did not match the task check
Outcome signalnot recorded