Proactivity

28:00
gate fired
Departure 0.61
27:45
model saw until
15 s transcript lag
needs open right now
Follow-upssince 09:07
coming up
bookingat 32:29 Follow-upsat 32:37

What the model saw

transcript up to 27:45 · last 90 s highlighted (gate window) · dimmed lines came after
24:49MarlonMust be nice, Sookie, not getting bothered, huh? Must be nice.
24:53Jason (?)nice, Sookie,
24:54Drew (?)Oh, somebody's mom pulled up, bro.
25:00Marlonmom pulled up, bro
25:00Drew (?)I got something on the beat drop, bro. You didn't tell me that about your artist.
25:03MarlonThat's what they... That's a chrome... that's a chrome speaking.
25:08Drew (?)much is that? Glasses? Wait, how much is the
25:14Marlonhow much the whole thing in the back?
25:16Jason (?)Uh
25:16MarlonTalk to me.
25:17Jason (?)see it. But if I can see... see the flashlight
25:21Drew (?)No, no, I can see it.
25:22Jason (?)But if I can see... see the flashlight more? See right there? That's all chrome design on the entire jacket right there. And then, what does it say on the back? What does it say on the back?
25:29Drew (?)it say on the back? What does it say
25:31Jason (?)good with a chrome "fuck you". Wow. Okay. This was six thousand. Uh, haven't taken it off since the day I got it. Okay. These are chrome glasses. Right. Arcteryx. How much? One, two thousand?
25:41Marlonare chrome glasses Right Arcteryx
25:43Jason (?)This is Arcteryx, six thousand right here.
25:47Jason (?)Six thousand dollar chrome Arcteryx. Yes, yes.
25:53MarlonYeah, very well.
25:54Jason (?)Huh? How much?
25:55MarlonHow much?
25:56Jason (?)Huh?
25:56MarlonWhat?
26:01Drew (?)Oh, so good. He gave you the other half.
26:03Jason (?)at? They completed the payment. I ain't gonna lie, bro, you tall. You paid for both?
26:06Drew (?)lie, bro, you tall.
26:07MarlonNah,
26:11Drew (?)Nah, crypto money is not real money, so you're good.
26:15MarlonHoly fucking ballsack
26:16Speaker 6We can order a stack.
26:17Drew (?)money,
26:19Jason (?)Did you eat yesterday? I heard...
26:20Drew (?)I actually got you man
26:21MarlonI actually double whammy'd.
26:23Drew (?)Did
26:24Marlonyou
26:24Drew (?)pay for dinner?
26:25MarlonBut what's in it exactly?
26:27Drew (?)um,
26:30Speaker 1Frozen strawberries. Okay. There's no creatine right now, but I put protein, smoothie, I put ice, uh, banana, avocado, peanut butter in there. Okay. And that's pretty much it.
26:41MarlonThank you, bro. Appreciate that, brother.
26:44Drew (?)How is it?
26:45MarlonHow's it?
26:45Drew (?)Pretty good. Thank you, bro. Thank you, man.
26:47Marlonbro.
26:49Drew (?)Mmm. Let me pay for it.
26:51MarlonNo, no, no.
26:52Jason (?)I pick for one
26:58Marlonthis down. Of course, bro.
27:12Drew (?)You know what I mean?
27:14MarlonIs it milk?
27:23MarlonYou just a fucking dumbass. So final, final total is what? Uh, twenty...
27:29Drew (?)It's not a monkey.
27:33Drew (?)Are you deadass? I ain't gonna lie, if you don't smack the shit out of him...
27:37MarlonIt's a fucking monkey!
27:39Drew (?)shit out
27:40MarlonThe fuck do you mean if I don't smack the shit out of him?
27:42Speaker 1Bro, what is that microaggression? Seriously?
27:45Drew (?)Talking about, talking about Lacey?
27:48Drew (?)Hey, the Uber's outside. Shall we?
27:51Jason (?)Let's hit the road, boys.
27:53Drew (?)Of course, bro.
27:58MarlonYo, what a fucking song, by the way.
28:06Speaker 6Thank y'all, bro. Appreciate it.
28:09Speaker 6Have a good rest of your trip. Have a
28:11Jason (?)good flight back.
28:11Speaker 6Likewise.
28:12Jason (?)know. Hey,
28:14Speaker 6the Uber's
28:15Jason (?)Hey Mar, should I got an alarm set?
28:16Drew (?)Immediate right, it's a suburban. Black suburban, black truck.
28:21MarlonListen, hey, no pictures and you guys see him, okay?
28:22Jason (?)boys, boys
28:22MarlonYeah,
28:23Jason (?)Hey boys, boys, boys! I got this, all right?
28:24MarlonNo pictures
28:25Jason (?)No pictures
28:26Drew (?)Boys, I got this, all right?
28:29Jason (?)Talk to you later.
28:38Drew (?)boys, boys! I got
28:38MarlonThank you, bro.
28:40Drew (?)pictures.
28:41Marlongood day, man.
28:41Drew (?)You too, please. Have a good flight back, all of y'all. Thank you, much appreciated.

Gate at 28:00

Fired on Departure at 0.61, threshold 0.6. 307 ms.
Announcement 0.25
trigger
0.25
substanz
0.27
Departure 0.61
trigger
0.92
substanz
0.61
Missing info 0.41
trigger
0.41
substanz
0.46
Task 0.08
trigger
0.08
substanz
0.13
Recording concern 0.06
signal
0.06
Doing it themselves 0.71
suppress
0.71

Model decisions

deepseek-v4.1-flashdeepseek · reasoning off
Assistant28:08
Choose next NYC spot
Options: Sugar Factory, Color Factory, Beat the Bomb, Wax Museum
Sugar FactoryColor FactoryBeat the Bomb
Too lateplace3.5 s · visible 28:08 · claims 600 s
need closed 23:13, card 296 s after
The group is actively debating multiple destinations and needs a quick way to compare and choose.
Observation
[0:22:13] Speaker 4: "Whatever. Sex Museum said no. We could go, I'm just saying we could go to the Sugar Factory." and [0:23:13] Speaker 1: "Alright bet, I'm about to get an Uber to the Sugar Factory."
Prediction
The group is still deciding between Sugar Factory, Color Factory, Beat the Bomb, Balloon Museum, and Wax Museum while waiting for their smoothies and Uber. They will need a concrete destination and transport options for at least the next 10-20 minutes.
Reasoning
The 'aufbruch' signal fired because the group is actively planning their next move after being kicked out of the museum and hiding in a smoothie shop. They have not committed to a destination yet, and the Uber is already outside but they are waiting for food. A card with options could help them decide quickly. The latency means the card will appear around 28:10-28:30, by which time they may still be deliberating or just leaving. Earlier in the stream, they were kicked out of the Sex Museum and are now regrouping, so a followup on the museum situation or transport to a new spot is relevant.
Options on the card
Sugar FactoryColor FactoryBeat the Bomb
Considered and rejected
Follow up with Sex Museum managementThey already have Jay handling it via email/phone, and it's a passive wait, not an immediate action.
Book Uber BlackThey already have an Uber outside and are waiting for food; booking another would be redundant.
Risk
If they have already decided and left while the card appears, it could be annoying. Also, if they are too overwhelmed, they might ignore it.
Confidence
0.80
raw response
{
  "beobachtung": "[0:22:13] Speaker 4: \"Whatever. Sex Museum said no. We could go, I'm just saying we could go to the Sugar Factory.\" and [0:23:13] Speaker 1: \"Alright bet, I'm about to get an Uber to the Sugar Factory.\"",
  "vorhersage": "The group is still deciding between Sugar Factory, Color Factory, Beat the Bomb, Balloon Museum, and Wax Museum while waiting for their smoothies and Uber. They will need a concrete destination and transport options for at least the next 10-20 minutes.",
  "reasoning": "The 'aufbruch' signal fired because the group is actively planning their next move after being kicked out of the museum and hiding in a smoothie shop. They have not committed to a destination yet, and the Uber is already outside but they are waiting for food. A card with options could help them decide quickly. The latency means the card will appear around 28:10-28:30, by which time they may still be deliberating or just leaving. Earlier in the stream, they were kicked out of the Sex Museum and are now regrouping, so a followup on the museum situation or transport to a new spot is relevant.",
  "alternativen": [
    {
      "karte": "Follow up with Sex Museum management",
      "verworfen_weil": "They already have Jay handling it via email/phone, and it's a passive wait, not an immediate action."
    },
    {
      "karte": "Book Uber Black",
      "verworfen_weil": "They already have an Uber outside and are waiting for food; booking another would be redundant."
    }
  ],
  "karte": true,
  "kategorie": "place",
  "titel": "Choose next NYC spot",
  "zeile": "Options: Sugar Factory, Color Factory, Beat the Bomb, Wax Museum",
  "aktion": "Tap to see details and directions for each option",
  "optionen": [
    "Sugar Factory",
    "Color Factory",
    "Beat the Bomb"
  ],
  "haltbar_s": 600,
  "konfidenz": 0.8,
  "risiko": "If they have already decided and left while the card appears, it could be annoying. Also, if they are too overwhelmed, they might ignore it.",
  "grund": "The group is actively debating multiple destinations and needs a quick way to compare and choose."
}
glm-5.3-flashz-ai · reasoning effort low
Stayed silent
Silent28.4 s
The departure is already organized — Uber outside, destination named — so the need will be resolved before the card could appear.
Observation
[0:23:13] Speaker 1: 'Alright bet, I'm about to get an Uber to the Sugar Factory.' and [0:23:43] 'Is Uber on his way? Yeah. It's outside.' — departure to Sugar Factory is in motion; at [0:26:45]-[0:27:45] they finish smoothies and pay.
Reasoning
The aufbruch signal fires because the group is wrapping up at the dispensary and the Uber was already reported as outside at 23:43. By the time a card becomes visible (28:10-28:30), the departure is either already happening or the group will verbally coordinate it — they have repeatedly shown they sort logistics out loud within seconds. The destination (Sugar Factory) was stated clearly and the Uber driver handles navigation, so a card would duplicate what's already resolved. Earlier in the stream the group's pattern is chaotic but self-correcting; nothing here is a durable, unmet need.
Considered and rejected
Sugar Factory route cardUber already ordered and destination agreed; navigation is handled.
Museum manager follow-upJay is already emailing management per [0:17:47]; in progress, not actionable.
raw response
{
 "beobachtung": "[0:23:13] Speaker 1: 'Alright bet, I'm about to get an Uber to the Sugar Factory.' and [0:23:43] 'Is Uber on his way? Yeah. It's outside.' — departure to Sugar Factory is in motion; at [0:26:45]-[0:27:45] they finish smoothies and pay.",
 "reasoning": "The aufbruch signal fires because the group is wrapping up at the dispensary and the Uber was already reported as outside at 23:43. By the time a card becomes visible (28:10-28:30), the departure is either already happening or the group will verbally coordinate it — they have repeatedly shown they sort logistics out loud within seconds. The destination (Sugar Factory) was stated clearly and the Uber driver handles navigation, so a card would duplicate what's already resolved. Earlier in the stream the group's pattern is chaotic but self-correcting; nothing here is a durable, unmet need.",
 "alternativen": [{"karte": "Sugar Factory route card", "verworfen_weil": "Uber already ordered and destination agreed; navigation is handled."}, {"karte": "Museum manager follow-up", "verworfen_weil": "Jay is already emailing management per [0:17:47]; in progress, not actionable."}],
 "karte": false,
 "grund": "The departure is already organized — Uber outside, destination named — so the need will be resolved before the card could appear."
}
gpt-5.6-lunaopenai · default
Assistant28:14
Ride to Sugar Factory
Confirm the next stop before boarding.
Open directionsKeep current destinationChange destination
Too lateTransport9.0 s · visible 28:14 · claims 600 s
need closed 17:33, card 271 s after
The group has a waiting ride and a repeatedly stated destination, making departure confirmation the most durable immediate need.
Observation
At 23:13, Speaker 1 said, "I'm about to get an Uber to the Sugar Factory," and at 23:43 asked, "Is Uber on his way?"
Prediction
They will need to confirm or navigate to their next stop while boarding the waiting Uber, likely for several minutes.
Reasoning
The group has repeatedly settled on Sugar Factory while discussing alternatives, and the Uber was already reported outside. The departure need will still exist when the card appears because they are finishing payment and collecting food now. Latency makes a general planning card less useful, but navigation or destination confirmation remains useful during boarding and travel. Earlier they were overstimulated and regrouping, so a concise next-stop card reduces confusion.
Options on the card
Open directionsKeep current destinationChange destination
Considered and rejected
Museum approval follow-upThe group is actively leaving and has not received approval or requested follow-up.
Food payment reminderPayment appears complete at 26:49, so the need should be finished before visibility.
Risk
Annoying or wrong if the Uber has left, the group changes plans, or Sugar Factory is not the intended location.
Confidence
0.84
raw response
{
  "beobachtung": "At 23:13, Speaker 1 said, \"I'm about to get an Uber to the Sugar Factory,\" and at 23:43 asked, \"Is Uber on his way?\"",
  "vorhersage": "They will need to confirm or navigate to their next stop while boarding the waiting Uber, likely for several minutes.",
  "reasoning": "The group has repeatedly settled on Sugar Factory while discussing alternatives, and the Uber was already reported outside. The departure need will still exist when the card appears because they are finishing payment and collecting food now. Latency makes a general planning card less useful, but navigation or destination confirmation remains useful during boarding and travel. Earlier they were overstimulated and regrouping, so a concise next-stop card reduces confusion.",
  "alternativen": [
    {
      "karte": "Museum approval follow-up",
      "verworfen_weil": "The group is actively leaving and has not received approval or requested follow-up."
    },
    {
      "karte": "Food payment reminder",
      "verworfen_weil": "Payment appears complete at 26:49, so the need should be finished before visibility."
    }
  ],
  "karte": true,
  "kategorie": "transport",
  "titel": "Ride to Sugar Factory",
  "zeile": "Confirm the next stop before boarding.",
  "aktion": "Open Maps with [Sugar Factory location] as the destination.",
  "optionen": [
    "Open directions",
    "Keep current destination",
    "Change destination"
  ],
  "haltbar_s": 600,
  "konfidenz": 0.84,
  "risiko": "Annoying or wrong if the Uber has left, the group changes plans, or Sugar Factory is not the intended location.",
  "grund": "The group has a waiting ride and a repeatedly stated destination, making departure confirmation the most durable immediate need."
}
gemini-3.8-flashgoogle · default
Stayed silent
Silent11.6 s
Transport to the next stop has already been booked by Speaker 1 and the group is currently exiting to the car.
Observation
At [0:23:13] Speaker 1 booked an Uber to Sugar Factory ('Alright bet, I'm about to get an Uber to the Sugar Factory'), and at [0:27:36] they are paying $20 for the smoothies before heading out.
Reasoning
The 'aufbruch' signal triggered because the group is paying the tab and preparing to exit. However, Speaker 1 already ordered the rideshare, which was confirmed waiting outside around 24:19. By the time any card appears (28:15–28:30), they will be pushing past the crowd outside directly into the car. Offering transport or destination information provides zero utility since Marlon is not managing the ride and no logistics questions remain open.
Considered and rejected
Directions / Details for Sugar FactorySpeaker 1 already entered the destination into Uber, so navigation is handled by the driver.
Rideshare pickup reminderSpeaker 1 booked the vehicle and tracks it on their own phone.
raw response
{"beobachtung": "At [0:23:13] Speaker 1 booked an Uber to Sugar Factory ('Alright bet, I'm about to get an Uber to the Sugar Factory'), and at [0:27:36] they are paying $20 for the smoothies before heading out.", "reasoning": "The 'aufbruch' signal triggered because the group is paying the tab and preparing to exit. However, Speaker 1 already ordered the rideshare, which was confirmed waiting outside around 24:19. By the time any card appears (28:15–28:30), they will be pushing past the crowd outside directly into the car. Offering transport or destination information provides zero utility since Marlon is not managing the ride and no logistics questions remain open.", "alternativen": [{"karte": "Directions / Details for Sugar Factory", "verworfen_weil": "Speaker 1 already entered the destination into Uber, so navigation is handled by the driver."}, {"karte": "Rideshare pickup reminder", "verworfen_weil": "Speaker 1 booked the vehicle and tracks it on their own phone."}], "karte": false, "grund": "Transport to the next stop has already been booked by Speaker 1 and the group is currently exiting to the car."}
gpt-5.6-solopenai · default
Stayed silent
Silent6.5 s
No durable unmet need remains; departure is already arranged and imminent.
Observation
[0:23:43] Marlon: “Is Uber on his way?” Speaker 1: “It’s outside… But wait, we gotta wait for our food.” By [0:27:36], the drinks were paid for.
Reasoning
The only likely need is to leave for the waiting Uber, but the group already knows the car and destination. Their food delay has just ended, so departure will probably happen within the card’s 10–30 second visibility latency. A reminder would arrive too late and duplicate an active plan. Earlier, they explicitly chose the Sugar Factory and ordered the ride themselves.
Considered and rejected
Uber is waiting outsideThey already know, and will likely be leaving before the card appears.
Open route to Sugar FactoryThe destination is already entered in the ordered Uber.
raw response
{"beobachtung":"[0:23:43] Marlon: “Is Uber on his way?” Speaker 1: “It’s outside… But wait, we gotta wait for our food.” By [0:27:36], the drinks were paid for.","reasoning":"The only likely need is to leave for the waiting Uber, but the group already knows the car and destination. Their food delay has just ended, so departure will probably happen within the card’s 10–30 second visibility latency. A reminder would arrive too late and duplicate an active plan. Earlier, they explicitly chose the Sugar Factory and ordered the ride themselves.","alternativen":[{"karte":"Uber is waiting outside","verworfen_weil":"They already know, and will likely be leaving before the card appears."},{"karte":"Open route to Sugar Factory","verworfen_weil":"The destination is already entered in the ordered Uber."}],"karte":false,"grund":"No durable unmet need remains; departure is already arranged and imminent."}
kimi-k3moonshotai · default
Assistant29:08
Uber to Sugar Factory
Driver waiting since 23:43 — confirm the ride or rebook before walking out
Rebook Uber to Sugar FactoryOpen Sugar Factory in MapsSee hours
Too lateTransport63.5 s · visible 29:08 · claims 600 s
need closed 17:33, card 326 s after
They are paying the final bill and about to walk out to an Uber that has been waiting over four minutes.
Observation
[0:23:43] Marlon: 'Is Uber on his way? Yeah... It's outside. It's here? But wait, we gotta wait for our food.' and [0:27:36] 'So final final total is what, boy? Uh, twenty twenty dollars.'
Prediction
In the next 10-30 seconds they finish paying and head for the exit. They will need to locate or confirm the Uber that arrived at ~23:43 and has been waiting 4+ minutes, or rebook if the driver canceled. The need lasts until they are seated in a car, roughly 5-10 minutes.
Reasoning
The departure is happening right now: the final bill is being settled at 27:36 and the plan (Sugar Factory) was locked in at 23:13. The Uber arrived at ~23:43 but they stayed for smoothies, so there is a real risk of cancellation or wait fees exactly when they step outside. The card lands at 28:10-28:30, precisely as they exit into the crowd, which is when the ride question becomes acute; later would be too late because they'd already be scrambling on the sidewalk. Earlier context: fans are still camped outside, the ride was ordered on a friend's phone, and the Sex Museum fallback is still pending, so a clean getaway matters.
Options on the card
Rebook Uber to Sugar FactoryOpen Sugar Factory in MapsSee hours
Considered and rejected
Note backup spots: Color Factory, Beat the Bomb, Balloon Museum, Wax MuseumGood long-lived note, but not needed during a chaotic exit; better captured once they are in the car.
Followup: Sex Museum manager approval pendingPurely passive waiting; Jason already emailed and there is nothing for Marlon to do right now.
Risk
Annoying or wrong if the ride is on Lacey's phone and already sorted, the driver is patiently waiting, or the group quietly switched destinations.
Confidence
0.60
raw response
{
 "beobachtung": "[0:23:43] Marlon: 'Is Uber on his way? Yeah... It's outside. It's here? But wait, we gotta wait for our food.' and [0:27:36] 'So final final total is what, boy? Uh, twenty twenty dollars.'",
 "vorhersage": "In the next 10-30 seconds they finish paying and head for the exit. They will need to locate or confirm the Uber that arrived at ~23:43 and has been waiting 4+ minutes, or rebook if the driver canceled. The need lasts until they are seated in a car, roughly 5-10 minutes.",
 "reasoning": "The departure is happening right now: the final bill is being settled at 27:36 and the plan (Sugar Factory) was locked in at 23:13. The Uber arrived at ~23:43 but they stayed for smoothies, so there is a real risk of cancellation or wait fees exactly when they step outside. The card lands at 28:10-28:30, precisely as they exit into the crowd, which is when the ride question becomes acute; later would be too late because they'd already be scrambling on the sidewalk. Earlier context: fans are still camped outside, the ride was ordered on a friend's phone, and the Sex Museum fallback is still pending, so a clean getaway matters.",
 "alternativen": [{"karte": "Note backup spots: Color Factory, Beat the Bomb, Balloon Museum, Wax Museum", "verworfen_weil": "Good long-lived note, but not needed during a chaotic exit; better captured once they are in the car."}, {"karte": "Followup: Sex Museum manager approval pending", "verworfen_weil": "Purely passive waiting; Jason already emailed and there is nothing for Marlon to do right now."}],
 "karte": true,
 "kategorie": "transport",
 "titel": "Uber to Sugar Factory",
 "zeile": "Driver waiting since 23:43 — confirm the ride or rebook before walking out",
 "aktion": "Opens Uber with Sugar Factory set as destination",
 "optionen": ["Rebook Uber to Sugar Factory", "Open Sugar Factory in Maps", "See hours"],
 "haltbar_s": 600,
 "konfidenz": 0.6,
 "risiko": "Annoying or wrong if the ride is on Lacey's phone and already sorted, the driver is patiently waiting, or the group quietly switched destinations.",
 "grund": "They are paying the final bill and about to walk out to an Uber that has been waiting over four minutes."
}