Proactivity

18:00
gate fired
Task 0.72
17:45
model saw until
15 s transcript lag
needs open right now
Follow-upssince 09:07 placesince 10:26
coming up
foodat 18:48 Transportat 22:03

What the model saw

transcript up to 17:45 · last 90 s highlighted (gate window) · dimmed lines came after
14:46Drew (?)Yo, yo, yo. Hey, hey, hey, let's get in here. They can't get in here.
14:51Driver (Uber)Go, go, go, go, go, go, go.
14:53MarlonYeah,
14:54Drew (?)No, they can't get in here.
14:56MarlonHey, just.
14:58Jason (?)Wait, is this a dispensary? Yes. Zen! Wait, it's
15:01MarlonYeah, that won't work. That won't fucking work.
15:03Jason (?)Yo, yo, yo. I'm here, I'm here. Don't let y'all in. Yo, Lexi, can you shout out my friend Lexi? Shout out Lexi! Thank you, bro. Oh my gosh. Thank you so much. Can you shout out Lexi? My friend. Bro, shout out. We can't get in here. Oh my god. Bro, I got it.
15:16MarlonUs three, just us three, us three.
15:19Drew (?)It's me, it's me.
15:20MarlonNo, Joy Lane.
15:22Jason (?)Just me, just me, just me. No, Joy Lane. Marley
15:27MarlonIt's me, I'm right here.
15:28Drew (?)We have money, we have money. We'll buy y'all all the joints, we'll buy everything.
15:34Marlonbuy the whole store!
15:35Jason (?)He's high
15:36MarlonI'll buy the whole shit! Oh
15:37Drew (?)fuck.
15:38MarlonI'll pay the rent! Oh god, oh shit. Oh fuck. Oh, I got a gun. Oh, he's pulling up a gun. Oh shit.
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.

Gate at 18:00

Fired on Task at 0.72, threshold 0.6. 240 ms.
Announcement 0.66
trigger
0.79
substanz
0.66
Departure 0.40
trigger
0.40
substanz
0.86
Missing info 0.57
trigger
0.57
substanz
0.68
Task 0.72
trigger
0.72
substanz
0.79
Recording concern 0.09
signal
0.09
Doing it themselves 0.63
suppress
0.63

Model decisions

deepseek-v4.1-flashdeepseek · reasoning off
Assistant18:09
Order ride to reset
Book Uber Black pickup at current location
Uber Black nowSchedule for laterShare ETA with group
Too lateTransport3.8 s · visible 18:09 · claims 300 s
need closed 17:33, card 36 s after
They explicitly said they need to reboot and mentioned ordering Uber Black, so a ride booking card is timely and useful.
Observation
[0:17:24] "We're gonna reboot, chat." / [0:17:25] "We gotta reboot, bro. We got a system. Pick us up right here." / [0:17:33] "I mean, we could order Uber Black, you know what I'm saying?"
Prediction
The group is sheltering in a storefront, wants to leave and reset. They will need a ride (Uber Black or similar) for at least the next few minutes while they coordinate pickup and wait for the car.
Reasoning
The pre-filter signal 'aufgabe' fired, and the transcript shows a concrete, unresolved task: getting a ride out of a chaotic spot. This is not a sub-30-second action — ordering a car, waiting for pickup, and coordinating with Lacey takes minutes. The card becomes visible 10–30s after now, by which time they will still be stuck and needing transport. Earlier in the stream they were on foot and getting mobbed, so a ride is the natural next step. Booking is the right category because it's an actionable, durable need.
Options on the card
Uber Black nowSchedule for laterShare ETA with group
Considered and rejected
Contact the museum manager for a re-entry segmentThat's a follow-up idea, not an immediate need; they're currently sheltering and need to move first.
Note the 'reboot' idea for stream opsToo vague and not actionable right now; transport is the pressing need.
Risk
If they decide to stay and talk to the manager, or if Lacey is still outside and they wait, the card could be premature or annoying.
Confidence
0.78
raw response
{
  "beobachtung": "[0:17:24] \"We're gonna reboot, chat.\" / [0:17:25] \"We gotta reboot, bro. We got a system. Pick us up right here.\" / [0:17:33] \"I mean, we could order Uber Black, you know what I'm saying?\"",
  "vorhersage": "The group is sheltering in a storefront, wants to leave and reset. They will need a ride (Uber Black or similar) for at least the next few minutes while they coordinate pickup and wait for the car.",
  "reasoning": "The pre-filter signal 'aufgabe' fired, and the transcript shows a concrete, unresolved task: getting a ride out of a chaotic spot. This is not a sub-30-second action — ordering a car, waiting for pickup, and coordinating with Lacey takes minutes. The card becomes visible 10–30s after now, by which time they will still be stuck and needing transport. Earlier in the stream they were on foot and getting mobbed, so a ride is the natural next step. Booking is the right category because it's an actionable, durable need.",
  "alternativen": [
    {"karte": "Contact the museum manager for a re-entry segment", "verworfen_weil": "That's a follow-up idea, not an immediate need; they're currently sheltering and need to move first."},
    {"karte": "Note the 'reboot' idea for stream ops", "verworfen_weil": "Too vague and not actionable right now; transport is the pressing need."}
  ],
  "karte": true,
  "kategorie": "transport",
  "titel": "Order ride to reset",
  "zeile": "Book Uber Black pickup at current location",
  "aktion": "Opens ride-hailing app with pickup at current location",
  "optionen": ["Uber Black now", "Schedule for later", "Share ETA with group"],
  "haltbar_s": 300,
  "konfidenz": 0.78,
  "risiko": "If they decide to stay and talk to the manager, or if Lacey is still outside and they wait, the card could be premature or annoying.",
  "grund": "They explicitly said they need to reboot and mentioned ordering Uber Black, so a ride booking card is timely and useful."
}
glm-5.3-flashz-ai · reasoning effort low
Assistant18:10
Book Uber Black escape
Pickup at current location to regroup
Book Uber Black nowCompare regular UberShare pickup with group
Too lateTransport5.5 s · visible 18:10 · claims 240 s
need closed 17:33, card 38 s after
The group is trapped by a crowd, street taxis keep failing, and an Uber Black was just proposed, so a one-tap booking card directly serves an active, ongoing need.
Observation
[0:17:33] Speaker 6: "I mean, we could order Uber Black, you know what I'm saying?" — group is trapped in a store surrounded by a crowd, discussing how to escape.
Prediction
Group needs a ride out of the crowd within the next few minutes; they will still be stuck and deciding on transport when the card appears.
Reasoning
The group is boxed in by fans ('We're literally surrounded', 0:17:22) and actively brainstorming escape options; the Uber Black idea was floated seconds before the transcript ends. Booking a car takes longer than 30 seconds and the need will persist while they regroup. Latency of 10-30s still lands during the regroup, so the card remains useful. Taxis have failed repeatedly earlier (0:10:52, 0:12:13, 0:16:15), so hailing on the street is not working.
Options on the card
Book Uber Black nowCompare regular UberShare pickup with group
Considered and rejected
Call museum manager re: filmingJay is already handling the manager negotiation in person; nothing for Marlon to do right now.
Text editor for pickupSpeaker 1 said he's already texting the editor himself at 0:17:28; a card would duplicate his action.
Risk
If the editor already arranged a pickup or the crowd disperses, the card is redundant and annoying.
Confidence
0.70
raw response
{
 "beobachtung": "[0:17:33] Speaker 6: \"I mean, we could order Uber Black, you know what I'm saying?\" — group is trapped in a store surrounded by a crowd, discussing how to escape.",
 "vorhersage": "Group needs a ride out of the crowd within the next few minutes; they will still be stuck and deciding on transport when the card appears.",
 "reasoning": "The group is boxed in by fans ('We're literally surrounded', 0:17:22) and actively brainstorming escape options; the Uber Black idea was floated seconds before the transcript ends. Booking a car takes longer than 30 seconds and the need will persist while they regroup. Latency of 10-30s still lands during the regroup, so the card remains useful. Taxis have failed repeatedly earlier (0:10:52, 0:12:13, 0:16:15), so hailing on the street is not working.",
 "alternativen": [{"karte": "Call museum manager re: filming", "verworfen_weil": "Jay is already handling the manager negotiation in person; nothing for Marlon to do right now."}, {"karte": "Text editor for pickup", "verworfen_weil": "Speaker 1 said he's already texting the editor himself at 0:17:28; a card would duplicate his action."}],
 "karte": true,
 "kategorie": "transport",
 "titel": "Book Uber Black escape",
 "zeile": "Pickup at current location to regroup",
 "aktion": "Opens rideshare with current location as pickup",
 "optionen": ["Book Uber Black now", "Compare regular Uber", "Share pickup with group"],
 "haltbar_s": 240,
 "konfidenz": 0.7,
 "risiko": "If the editor already arranged a pickup or the crowd disperses, the card is redundant and annoying.",
 "grund": "The group is trapped by a crowd, street taxis keep failing, and an Uber Black was just proposed, so a one-tap booking card directly serves an active, ongoing need."
}
gpt-5.6-lunaopenai · default
Assistant18:12
Arrange the ride
Choose how everyone leaves the regroup point.
Request Uber BlackCall a taxiText pickup contact
Too lateTransport7.5 s · visible 18:12 · claims 900 s
need closed 17:33, card 40 s after
They explicitly need to leave together and are actively weighing pickup, a taxi, and Uber Black.
Observation
"We gotta reboot, bro. We got a system. Pick us up right here." [17:25] followed by "we could order Uber Black" [17:33]
Prediction
When visible, they will still need to choose or arrange transportation while regrouping, likely for several minutes.
Reasoning
The group is sheltering together and explicitly discussing pickup and Uber Black, so transportation is an active unresolved need. This will outlast the card's 10–30 second display latency because they are still deciding what to do and have not confirmed a ride. Earlier, they repeatedly tried to regroup, find a safe place, and leave together. A transport choice is more useful now than a short-lived prompt to text someone.
Options on the card
Request Uber BlackCall a taxiText pickup contact
Considered and rejected
Message editorThey can send that message quickly, while the transportation decision remains unresolved.
Find regroup locationThey have already found a place to regroup and are discussing departure.
Risk
Annoying or wrong if someone has already arranged pickup or the group decides to stay.
Confidence
0.91
raw response
{
  "beobachtung": "\"We gotta reboot, bro. We got a system. Pick us up right here.\" [17:25] followed by \"we could order Uber Black\" [17:33]",
  "vorhersage": "When visible, they will still need to choose or arrange transportation while regrouping, likely for several minutes.",
  "reasoning": "The group is sheltering together and explicitly discussing pickup and Uber Black, so transportation is an active unresolved need. This will outlast the card's 10–30 second display latency because they are still deciding what to do and have not confirmed a ride. Earlier, they repeatedly tried to regroup, find a safe place, and leave together. A transport choice is more useful now than a short-lived prompt to text someone.",
  "alternativen": [
    {
      "karte": "Message editor",
      "verworfen_weil": "They can send that message quickly, while the transportation decision remains unresolved."
    },
    {
      "karte": "Find regroup location",
      "verworfen_weil": "They have already found a place to regroup and are discussing departure."
    }
  ],
  "karte": true,
  "kategorie": "transport",
  "titel": "Arrange the ride",
  "zeile": "Choose how everyone leaves the regroup point.",
  "aktion": "Open transportation booking from [current location].",
  "optionen": [
    "Request Uber Black",
    "Call a taxi",
    "Text pickup contact"
  ],
  "haltbar_s": 900,
  "konfidenz": 0.91,
  "risiko": "Annoying or wrong if someone has already arranged pickup or the group decides to stay.",
  "grund": "They explicitly need to leave together and are actively weighing pickup, a taxi, and Uber Black."
}
gemini-3.8-flashgoogle · default
Stayed silent
Silent9.5 s
The mention of Uber Black was a passing thought while the group is actively awaiting Jason's update on whether they can re-enter the museum.
Observation
Speaker 6 mentions 'we could order Uber Black' at [0:17:35] while the group is sheltering from crowd swarms inside a store.
Reasoning
The group just ducked into a store to regroup, and Speaker 6 immediately pivoted from mentioning Uber Black to asking Jason what the museum management said. They do not have an agreed destination, nor has a decision been made to leave—if the museum approved filming, they may head right back. Popping an Uber card when the group is waiting on Jason's update and has no specified destination would be premature and distracting.
Considered and rejected
Uber Black pickup shortcutNo destination is set, and the group is currently discussing whether the museum allowed them back in.
raw response
{"beobachtung": "Speaker 6 mentions 'we could order Uber Black' at [0:17:35] while the group is sheltering from crowd swarms inside a store.", "reasoning": "The group just ducked into a store to regroup, and Speaker 6 immediately pivoted from mentioning Uber Black to asking Jason what the museum management said. They do not have an agreed destination, nor has a decision been made to leave—if the museum approved filming, they may head right back. Popping an Uber card when the group is waiting on Jason's update and has no specified destination would be premature and distracting.", "alternativen": [{"karte": "Uber Black pickup shortcut", "verworfen_weil": "No destination is set, and the group is currently discussing whether the museum allowed them back in."}], "karte": false, "grund": "The mention of Uber Black was a passing thought while the group is actively awaiting Jason's update on whether they can re-enter the museum."}
gpt-5.6-solopenai · default
Stayed silent
Silent6.7 s
No durable unresolved task is clear enough to justify a delayed card.
Observation
[0:17:28] Speaker 1: “I’m gonna text him right now.” [0:17:33] Speaker 6: “What you texting your editor for, bro? I mean, we could order Uber Black...”
Reasoning
The detected task is already being handled by text and should finish before a card appears. Uber Black is only a suggestion, with no confirmed destination, and someone immediately says they are not going. Earlier they repeatedly sought a safe place to regroup, but they have now entered one, so the urgent need has eased. A transport card would risk interrupting their reset before they decide the next move.
Considered and rejected
Open Uber Black pickupNo destination is confirmed, and the group has not decided to leave.
Remind editor to arrange pickupThe message is already being sent and is likely complete within 30 seconds.
raw response
{"beobachtung":"[0:17:28] Speaker 1: “I’m gonna text him right now.” [0:17:33] Speaker 6: “What you texting your editor for, bro? I mean, we could order Uber Black...”","reasoning":"The detected task is already being handled by text and should finish before a card appears. Uber Black is only a suggestion, with no confirmed destination, and someone immediately says they are not going. Earlier they repeatedly sought a safe place to regroup, but they have now entered one, so the urgent need has eased. A transport card would risk interrupting their reset before they decide the next move.","alternativen":[{"karte":"Open Uber Black pickup","verworfen_weil":"No destination is confirmed, and the group has not decided to leave."},{"karte":"Remind editor to arrange pickup","verworfen_weil":"The message is already being sent and is likely complete within 30 seconds."}],"karte":false,"grund":"No durable unresolved task is clear enough to justify a delayed card."}
kimi-k3moonshotai · default
Assistant18:27
Ride pickup at your spot?
Still surrounded inside; book a ride to [current location] for the crew.
Uber BlackUberXL for crewSend location to driver
Too lateTransport22.4 s · visible 18:27 · claims 240 s
need closed 17:33, card 54 s after
The group is trapped in a store and actively debating an Uber Black pickup, so a one-tap ride card matches a live, unresolved transport need.
Observation
[0:17:25] Marlon: 'We gotta reboot, bro. We got a system. Pick us up right here.' / [0:17:28] Speaker 1: 'I don't know how long it would take. Two, that's annoying. I'm gonna text him right now.' / [0:17:33] Speaker 6: 'I mean, we could order Uber Black, you know what I'm saying?'
Prediction
The group is holed up in a store, surrounded by fans, actively debating how to get picked up. The transport decision is unresolved and will still be open for the next 2-5 minutes while they wait and argue options.
Reasoning
They were kicked out of the museum, mobbed on the street, and explicitly retreated into this 'safe house' to regroup, so leaving by foot is off the table for now. The Uber Black suggestion was floated seconds ago with no decision, and the alternative (texting someone) was called slow and annoying, so the need is live. The card lands 10-30s from now, right in the middle of this unresolved discussion, not after it. Earlier in the stream they repeatedly asked 'what's the plan' with no answer, which suggests indecision will drag. A one-tap ride booking with pickup at their current spot directly serves the extraction they described.
Options on the card
Uber BlackUberXL for crewSend location to driver
Considered and rejected
Follow-up: call museum manager about filming permissionJason already talked to them and the group is about to discuss the outcome themselves; no external action needed from me
Plan card for the rest of the dayToo vague and the immediate blocker is getting out of the current location, not itinerary planning
Risk
Wrong if the person being texted already confirmed a pickup, or if they decide to wait out the crowd and walk instead
Confidence
0.62
raw response
{
 "beobachtung": "[0:17:25] Marlon: 'We gotta reboot, bro. We got a system. Pick us up right here.' / [0:17:28] Speaker 1: 'I don't know how long it would take. Two, that's annoying. I'm gonna text him right now.' / [0:17:33] Speaker 6: 'I mean, we could order Uber Black, you know what I'm saying?'",
 "vorhersage": "The group is holed up in a store, surrounded by fans, actively debating how to get picked up. The transport decision is unresolved and will still be open for the next 2-5 minutes while they wait and argue options.",
 "reasoning": "They were kicked out of the museum, mobbed on the street, and explicitly retreated into this 'safe house' to regroup, so leaving by foot is off the table for now. The Uber Black suggestion was floated seconds ago with no decision, and the alternative (texting someone) was called slow and annoying, so the need is live. The card lands 10-30s from now, right in the middle of this unresolved discussion, not after it. Earlier in the stream they repeatedly asked 'what's the plan' with no answer, which suggests indecision will drag. A one-tap ride booking with pickup at their current spot directly serves the extraction they described.",
 "alternativen": [{"karte": "Follow-up: call museum manager about filming permission", "verworfen_weil": "Jason already talked to them and the group is about to discuss the outcome themselves; no external action needed from me"}, {"karte": "Plan card for the rest of the day", "verworfen_weil": "Too vague and the immediate blocker is getting out of the current location, not itinerary planning"}],
 "karte": true,
 "kategorie": "transport",
 "titel": "Ride pickup at your spot?",
 "zeile": "Still surrounded inside; book a ride to [current location] for the crew.",
 "aktion": "Opens ride app with pickup pinned to current location, ready to confirm",
 "optionen": ["Uber Black", "UberXL for crew", "Send location to driver"],
 "haltbar_s": 240,
 "konfidenz": 0.62,
 "risiko": "Wrong if the person being texted already confirmed a pickup, or if they decide to wait out the crowd and walk instead",
 "grund": "The group is trapped in a store and actively debating an Uber Black pickup, so a one-tap ride card matches a live, unresolved transport need."
}