Proactivity

19:00
gate fired
Task 0.75
18:45
model saw until
15 s transcript lag
needs open right now
Follow-upssince 09:07 placesince 10:26 foodsince 18:48
coming up
Transportat 22:03

What the model saw

transcript up to 18:45 · last 90 s highlighted (gate window) · dimmed lines came after
15:47Jason (?)Yeah, just tell him this 'cause he's a bitch.
15:54MarlonWatch out, watch out. We need to get in somewhere and regroup. Regroup.
15:58Drew (?)what I'm saying?
16:00MarlonUh, probably not.
16:01Drew (?)know
16:02Marlonwhat I'm saying, to be honest, you know what I mean?
16:03Drew (?)Yeah,
16:04Jason (?)just tell him
16:06MarlonSay it 'cause he's a bitch. Nah, he's not a bitch, you know
16:12MarlonYeah, nice. Everybody yell at taxi. What the fuck you think this is, a 40-seater?
16:19Drew (?)Hey! Yo, yo, yo. Can you lock it? Hey, we're going to the store to reset.
16:28Drew (?)It's summertime
16:28AnnouncementI chose Shopify because when I was looking at other platforms...
16:31Drew (?)Whiskey wine
16:33Announcement...is important to me.
16:35Drew (?)Just you and I
16:46Marlona photo
16:52MarlonOh, there's a psychic right here. Jake, you wanna get a little psychic check?
16:55Drew (?)Oh, that's hard.
16:59Drew (?)Hey, hey, hey. Close the door. Wait for Lexi to close it.
17:06Drew (?)Oh my god, save us!
17:10Jason (?)Oh my gosh
17:18MarlonYo, this is like fucking Call of Duty Zombies, but we're stuck in here.
17:24MarlonWe're literally surrounded. Regroup, okay?
17:27Drew (?)gotta regroup, bro. Hi. We got a call for a
17:32Jason (?)Alright, you can pick us
17:33Speaker 1you can pick us up right here. But
17:34Marlonwe're not going
17:34Speaker 1though. One, I don't know how long it would take. Two,
17:37Jason (?)that's
17:40Jason (?)annoying.
17:42Drew (?)Oh, editor, okay.
17:43Jason (?)Fuck you texting your editor for, bro?
17:44Drew (?)Fuck you texting your editor for,
17:47MarlonI mean, we could just order an Uber Black, you know what I'm saying?
17:52Drew (?)Wait, wait, Jay. So what did the six percent people say?
17:55Speaker 6Uh, I'm emailing right now, but they're but they they have my phone number, so they're gonna text me if their management...
18:02Speaker 6The people over there want you guys to go, but there's a certain person that has to come through and like approve everything.
18:09Speaker 6They seem like they really want you guys to go.
18:13MarlonI mean, bro, if we get that cleared...
18:16Drew (?)I'm
18:16MarlonHey, that shit was fun.
18:17Drew (?)That was actually fun as fuck
18:18MarlonThat was actually fun as fuck. He dead got scared when Big Ass pulled up on him.
18:20Drew (?)I ain't gonna lie, bro, there was this power drill with a dildo attached to it. I saw it, hate to it. I got scared, bro. I dropped the phone.
18:30Speaker 6I dropped the phone
18:31Drew (?)I saw that. I literally saw that. I saw it, hate to it.
18:33Speaker 6dick and he got scared. That shit.
18:34Marlongot the smallest
18:36Speaker 6dick
18:36MarlonThat shit. No,
18:37Drew (?)No, I just seen a power drill attached to a dildo. Never in my life have I seen that.
18:41Marlonthat
18:42Drew (?)was
18:42Jason (?)Like an actual power drill.
18:44Drew (?)I ain't gonna lie, that was tripping my sides.
18:48MarlonImagine this song is spawning when you're in New York, that's so fucking crazy.
18:51Jason (?)Yo, uh
18:52Speaker 1Yo, uh...
18:53Jason (?)Yo, uh... So what are we gonna do? Look behind us, bro.
18:56Speaker 1Alright, we could call Black, we could find a driver, tell him to take us.
19:00Drew (?)front seats for this? Yeah.
19:04Drew (?)If y'all can, that'd be amazing.
19:06MarlonCan I have like a little low, like low calorie protein shake?
19:13MarlonWhat you want, bro?
19:15MarlonUm, listen, we gotta figure out a way to, a way to like, venue for you. Fuck that.
19:22Drew (?)Um, well, they said like a sugar factory. There's also another...
19:25MarlonIs that actually big or no?
19:27Drew (?)There's another spot. Um, I, I, uh...
19:30MarlonBro, I heard there's a spot. It's a, uh, abandoned train station.
19:39Drew (?)Okay, uh...
19:40Speaker 6What y'all gonna do there?
19:42Marlonanother
19:43Drew (?)Listen, there's another factory called the Color Factory.

Gate at 19:00

Fired on Task at 0.75, threshold 0.6. 221 ms.
Announcement 0.50
trigger
0.78
substanz
0.50
Departure 0.64
trigger
0.64
substanz
0.85
Missing info 0.61
trigger
0.61
substanz
0.72
Task 0.75
trigger
0.75
substanz
0.77
Recording concern 0.05
signal
0.05
Doing it themselves 0.63
suppress
0.63

Model decisions

deepseek-v4.1-flashdeepseek · reasoning off
Assistant19:10
Museum approval pending
Track manager approval text from museum
Set reminder to checkDraft follow-up textNote contact name
In timeFollow-ups5.1 s · visible 19:10 · claims 600 s
need open 09:07 to 28:16, card visible 603 s in
An open approval loop with the museum is unresolved and will still matter when the card appears.
Observation
[0:18:20] Speaker 1: 'The people that were there want you guys to go, but there's a certain person that has to come through and like approve everything.' and [0:17:47] 'I'm emailing right now, but they have my phone me if their management...'
Prediction
The group is sheltering in a store, waiting on a museum manager's approval text and deciding between Uber Black or a pickup. This waiting/decision state will persist for at least several minutes while they coordinate.
Reasoning
The pre-filter 'aufgabe' (task) fired, and the transcript shows an open loop: Jay emailed the museum, management approval is pending, and the group is explicitly asking 'what are we gonna do?' while stuck in a safe house. This is not a sub-30-second action — it's a booking/coordination task that will still be unresolved when the card appears. Latency of 10-30s is fine because the decision window is minutes long. Earlier in the stream they were kicked out of the museum and are now trying to get back in, so a followup card tracking that approval is timely. A transport card for Uber Black is also viable but the approval is the longer-lived need.
Options on the card
Set reminder to checkDraft follow-up textNote contact name
Considered and rejected
Book Uber Black pickupTransport is a 30-second app action and they may get picked up by their own driver instead; less durable than the pending approval.
Note the museum segment ideaThey already discussed it verbally and Jay is emailing; a note card adds little now.
Risk
If management already replied or they've moved on to a different plan, this card is stale and annoying.
Confidence
0.62
raw response
{
  "beobachtung": "[0:18:20] Speaker 1: 'The people that were there want you guys to go, but there's a certain person that has to come through and like approve everything.' and [0:17:47] 'I'm emailing right now, but they have my phone me if their management...'",
  "vorhersage": "The group is sheltering in a store, waiting on a museum manager's approval text and deciding between Uber Black or a pickup. This waiting/decision state will persist for at least several minutes while they coordinate.",
  "reasoning": "The pre-filter 'aufgabe' (task) fired, and the transcript shows an open loop: Jay emailed the museum, management approval is pending, and the group is explicitly asking 'what are we gonna do?' while stuck in a safe house. This is not a sub-30-second action — it's a booking/coordination task that will still be unresolved when the card appears. Latency of 10-30s is fine because the decision window is minutes long. Earlier in the stream they were kicked out of the museum and are now trying to get back in, so a followup card tracking that approval is timely. A transport card for Uber Black is also viable but the approval is the longer-lived need.",
  "alternativen": [
    {"karte": "Book Uber Black pickup", "verworfen_weil": "Transport is a 30-second app action and they may get picked up by their own driver instead; less durable than the pending approval."},
    {"karte": "Note the museum segment idea", "verworfen_weil": "They already discussed it verbally and Jay is emailing; a note card adds little now."}
  ],
  "karte": true,
  "kategorie": "followup",
  "titel": "Museum approval pending",
  "zeile": "Track manager approval text from museum",
  "aktion": "Opens a followup note to track the museum manager's approval reply",
  "optionen": ["Set reminder to check", "Draft follow-up text", "Note contact name"],
  "haltbar_s": 600,
  "konfidenz": 0.62,
  "risiko": "If management already replied or they've moved on to a different plan, this card is stale and annoying.",
  "grund": "An open approval loop with the museum is unresolved and will still matter when the card appears."
}
glm-5.3-flashz-ai · reasoning effort low
Assistant19:10
Book Uber Black pickup
Group stuck in dispensary, needs ride out
Request Uber BlackSet pickup to entranceCancel
Too lateTransport5.5 s · visible 19:10 · claims 600 s
need closed 17:33, card 98 s after
The group is trapped by a crowd and has twice floated ordering an Uber Black without anyone completing it, so a booking shortcut remains useful when the card appears.
Observation
[0:17:33] Speaker 6: "we could order Uber Black, you know what I'm saying"; [0:18:44] Speaker 1: "So what are we gonna do? ... All right, we could call Black."
Prediction
The group is trapped in a dispensary surrounded by a crowd and needs a ride out within the next minutes; an Uber Black booking will still be relevant when the card appears.
Reasoning
They are stuck inside, explicitly discussing calling an Uber Black as the escape plan, and no one has actually booked one yet. The need persists because they cannot leave on foot and are waiting on the museum approval anyway. Latency of 10-30 seconds is fine since the ride request is still pending. Earlier context: they were kicked out of the museum, Jay is negotiating re-entry, and the crowd outside makes walking impossible.
Options on the card
Request Uber BlackSet pickup to entranceCancel
Considered and rejected
Museum manager approval followupJay is already emailing management and they said they'd text back; it's in progress and not actionable via a card
Text editor for pickupSpeaker 1 already said "I'm gonna text him right now" at [0:17:28], so it's handled
Risk
If they book the ride themselves in the next seconds or decide to wait for the museum approval, the card is noise; also the transcript is noisy so 'call Black' could mean something else.
Confidence
0.72
raw response
{
 "beobachtung": "[0:17:33] Speaker 6: \"we could order Uber Black, you know what I'm saying\"; [0:18:44] Speaker 1: \"So what are we gonna do? ... All right, we could call Black.\"",
 "vorhersage": "The group is trapped in a dispensary surrounded by a crowd and needs a ride out within the next minutes; an Uber Black booking will still be relevant when the card appears.",
 "reasoning": "They are stuck inside, explicitly discussing calling an Uber Black as the escape plan, and no one has actually booked one yet. The need persists because they cannot leave on foot and are waiting on the museum approval anyway. Latency of 10-30 seconds is fine since the ride request is still pending. Earlier context: they were kicked out of the museum, Jay is negotiating re-entry, and the crowd outside makes walking impossible.",
 "alternativen": [{"karte": "Museum manager approval followup", "verworfen_weil": "Jay is already emailing management and they said they'd text back; it's in progress and not actionable via a card"}, {"karte": "Text editor for pickup", "verworfen_weil": "Speaker 1 already said \"I'm gonna text him right now\" at [0:17:28], so it's handled"}],
 "karte": true,
 "kategorie": "transport",
 "titel": "Book Uber Black pickup",
 "zeile": "Group stuck in dispensary, needs ride out",
 "aktion": "Open rides app with pickup set to current location",
 "optionen": ["Request Uber Black", "Set pickup to entrance", "Cancel"],
 "haltbar_s": 600,
 "konfidenz": 0.72,
 "risiko": "If they book the ride themselves in the next seconds or decide to wait for the museum approval, the card is noise; also the transcript is noisy so 'call Black' could mean something else.",
 "grund": "The group is trapped by a crowd and has twice floated ordering an Uber Black without anyone completing it, so a booking shortcut remains useful when the card appears."
}
gpt-5.6-lunaopenai · default
Assistant19:14
Arrange a Ride
Choose a way out and regroup
Uber BlackCall taxiChoose destination
Too lateTransport8.6 s · visible 19:14 · claims 1800 s
need closed 17:33, card 101 s after
The group is still looking for a way to leave and explicitly mentions calling Uber Black.
Observation
"All right, we could call Black." (18:44)
Prediction
They will need a ride to leave or regroup, likely for several minutes to an hour.
Reasoning
The group is actively discussing Uber Black after repeatedly saying they need to regroup and reset. This need will still exist when the card appears because arranging transportation takes longer than the display latency. A transport card is more timely than a venue follow-up, since management approval is uncertain and already being handled by someone else. Earlier they explicitly considered ordering Uber Black while sheltering in a store.
Options on the card
Uber BlackCall taxiChoose destination
Considered and rejected
Venue approval follow-upSomeone is already contacting management, and approval may not happen.
Regroup locationThey are currently sheltered together, so finding a place is less urgent.
Risk
Annoying if a ride is already arranged, management lets them back in, or they decide to stay put.
Confidence
0.87
raw response
{
  "beobachtung": "\"All right, we could call Black.\" (18:44)",
  "vorhersage": "They will need a ride to leave or regroup, likely for several minutes to an hour.",
  "reasoning": "The group is actively discussing Uber Black after repeatedly saying they need to regroup and reset. This need will still exist when the card appears because arranging transportation takes longer than the display latency. A transport card is more timely than a venue follow-up, since management approval is uncertain and already being handled by someone else. Earlier they explicitly considered ordering Uber Black while sheltering in a store.",
  "alternativen": [
    {
      "karte": "Venue approval follow-up",
      "verworfen_weil": "Someone is already contacting management, and approval may not happen."
    },
    {
      "karte": "Regroup location",
      "verworfen_weil": "They are currently sheltered together, so finding a place is less urgent."
    }
  ],
  "karte": true,
  "kategorie": "transport",
  "titel": "Arrange a Ride",
  "zeile": "Choose a way out and regroup",
  "aktion": "Opens the selected ride option with current pickup location.",
  "optionen": [
    "Uber Black",
    "Call taxi",
    "Choose destination"
  ],
  "haltbar_s": 1800,
  "konfidenz": 0.87,
  "risiko": "Annoying if a ride is already arranged, management lets them back in, or they decide to stay put.",
  "grund": "The group is still looking for a way to leave and explicitly mentions calling Uber Black."
}
gemini-3.8-flashgoogle · default
Stayed silent
Silent11.1 s
The group has not chosen a destination yet and ordering a ride directly in their app takes under 30 seconds.
Observation
Speaker 1 at [0:18:44]: 'So what are we gonna do? Look behind us, bro. All right, we could call Black.' and [0:17:35]: 'I mean, we could order Uber Black...'
Reasoning
The group is taking refuge in a store while waiting to hear back from the museum management and wondering whether to order an Uber Black. They have not decided on a destination, and opening a rideshare app is a routine action under 30 seconds. Pushing an Uber card without a destination while they are still actively deciding whether to leave or wait for museum approval would be premature and disruptive.
Considered and rejected
Call Uber BlackDestination is unknown and opening a ride-hailing app takes under 30 seconds once decided.
raw response
{"beobachtung": "Speaker 1 at [0:18:44]: 'So what are we gonna do? Look behind us, bro. All right, we could call Black.' and [0:17:35]: 'I mean, we could order Uber Black...'", "reasoning": "The group is taking refuge in a store while waiting to hear back from the museum management and wondering whether to order an Uber Black. They have not decided on a destination, and opening a rideshare app is a routine action under 30 seconds. Pushing an Uber card without a destination while they are still actively deciding whether to leave or wait for museum approval would be premature and disruptive.", "alternativen": [{"karte": "Call Uber Black", "verworfen_weil": "Destination is unknown and opening a ride-hailing app takes under 30 seconds once decided."}], "karte": false, "grund": "The group has not chosen a destination yet and ordering a ride directly in their app takes under 30 seconds."}
gpt-5.6-solopenai · default
Stayed silent
Silent6.7 s
No unresolved need is likely to remain actionable by the time a card appears.
Observation
[0:18:44] Speaker 1: “So what are we gonna do? … All right, we could call Black.”
Reasoning
They need to leave the crowded area, but they are already discussing and likely opening a ride app. The destination is still undecided, so a transport card cannot complete a useful booking without guessing. Because the transcript is 15 seconds behind and the card adds another 10–30 seconds, it would probably appear after they have acted. The museum approval is also already being handled by email and phone.
Considered and rejected
Open Uber BlackThey can open it immediately themselves, and no destination has been chosen.
Museum management follow-upJason is already emailing, and management has their phone number.
raw response
{"beobachtung":"[0:18:44] Speaker 1: “So what are we gonna do? … All right, we could call Black.”","reasoning":"They need to leave the crowded area, but they are already discussing and likely opening a ride app. The destination is still undecided, so a transport card cannot complete a useful booking without guessing. Because the transcript is 15 seconds behind and the card adds another 10–30 seconds, it would probably appear after they have acted. The museum approval is also already being handled by email and phone.","alternativen":[{"karte":"Open Uber Black","verworfen_weil":"They can open it immediately themselves, and no destination has been chosen."},{"karte":"Museum management follow-up","verworfen_weil":"Jason is already emailing, and management has their phone number."}],"karte":false,"grund":"No unresolved need is likely to remain actionable by the time a card appears."}
kimi-k3moonshotai · default
Assistant19:42
Uber Black from here?
Pickup pinned to current location; tap to open Uber with Uber Black preselected.
Book Uber Black nowText your driver insteadNot yet, still waiting
Too lateTransport37.5 s · visible 19:42 · claims 180 s
need closed 17:33, card 130 s after
They are actively deciding to call an Uber Black right now, and a one-tap preloaded booking outlasts the latency and shortens their time exposed outside.
Observation
[0:18:44] Speaker 1: "So what are we gonna do? Look behind us, bro. All right, we could call Black." — earlier [0:17:33] "we could order Uber Black" and [0:17:25] "Pick us up right here."
Prediction
When the card appears (~19:10–19:30) the group is still holed up in the dispensary, mobbed outside, mid-decision on how to leave; choosing and booking a ride typically keeps the need alive for 2–5 minutes.
Reasoning
The group explicitly debated texting their driver versus ordering an Uber Black, and the last line before the transcript cut off was someone committing to 'call Black,' so the transport need is live and unresolved right now. The 15-second transcript lag means that line is only ~15–30 seconds old in real time, and ordering an Uber involves destination and confirmation steps that nobody finishes in under 30 seconds, so the need survives the 10–30 second card latency. Earlier context supports this: they were kicked out of the museum, swarmed by fans, retreated into the dispensary as a 'safe house,' and said they need to 'reboot' and get picked up. Waiting longer risks them having already booked, but acting now catches the decision window while they are still asking 'what are we gonna do.' The pending museum manager callback is a separate thread that does not conflict with leaving.
Options on the card
Book Uber Black nowText your driver insteadNot yet, still waiting
Considered and rejected
Follow-up: museum manager will text Jay about re-entry approvalJay already exchanged numbers and is handling it; nothing to book or track from my side
Note idea: talk to manager / promo angle for the museumAlready acted on in-stream (Jay emailed and got a contact), so the idea is captured
Risk
Annoying if they already booked in the last 30 seconds or decide to stay put waiting for the museum callback.
Confidence
0.60
raw response
{
 "beobachtung": "[0:18:44] Speaker 1: \"So what are we gonna do? Look behind us, bro. All right, we could call Black.\" — earlier [0:17:33] \"we could order Uber Black\" and [0:17:25] \"Pick us up right here.\"",
 "vorhersage": "When the card appears (~19:10–19:30) the group is still holed up in the dispensary, mobbed outside, mid-decision on how to leave; choosing and booking a ride typically keeps the need alive for 2–5 minutes.",
 "reasoning": "The group explicitly debated texting their driver versus ordering an Uber Black, and the last line before the transcript cut off was someone committing to 'call Black,' so the transport need is live and unresolved right now. The 15-second transcript lag means that line is only ~15–30 seconds old in real time, and ordering an Uber involves destination and confirmation steps that nobody finishes in under 30 seconds, so the need survives the 10–30 second card latency. Earlier context supports this: they were kicked out of the museum, swarmed by fans, retreated into the dispensary as a 'safe house,' and said they need to 'reboot' and get picked up. Waiting longer risks them having already booked, but acting now catches the decision window while they are still asking 'what are we gonna do.' The pending museum manager callback is a separate thread that does not conflict with leaving.",
 "alternativen": [
  {"karte": "Follow-up: museum manager will text Jay about re-entry approval", "verworfen_weil": "Jay already exchanged numbers and is handling it; nothing to book or track from my side"},
  {"karte": "Note idea: talk to manager / promo angle for the museum", "verworfen_weil": "Already acted on in-stream (Jay emailed and got a contact), so the idea is captured"}
 ],
 "karte": true,
 "kategorie": "transport",
 "titel": "Uber Black from here?",
 "zeile": "Pickup pinned to current location; tap to open Uber with Uber Black preselected.",
 "aktion": "Opens Uber with Uber Black preselected and pickup set to current GPS; they only confirm destination.",
 "optionen": ["Book Uber Black now", "Text your driver instead", "Not yet, still waiting"],
 "haltbar_s": 180,
 "konfidenz": 0.6,
 "risiko": "Annoying if they already booked in the last 30 seconds or decide to stay put waiting for the museum callback.",
 "grund": "They are actively deciding to call an Uber Black right now, and a one-tap preloaded booking outlasts the latency and shortens their time exposed outside."
}