Proactivity

45:30
gate fired
Departure 0.78
45:15
model saw until
15 s transcript lag
needs open right now
Follow-upssince 32:37 placesince 42:40

What the model saw

transcript up to 45:15 · last 90 s highlighted (gate window) · dimmed lines came after
42:19Driver (Uber)Like I said, your father is very good guy.
42:21Drew (?)Thank you. Very good, very good.
42:28Drew (?)So yeah, we got around just four more minutes.
42:37MarlonWhat a day, man.
42:38Drew (?)day.
42:39MarlonWhat a day.
42:40Drew (?)Color Factory is closed. What?
42:42Jason (?)What?
42:43MarlonNo, come on, bro.
42:44Drew (?)we have to extend
42:45Marlonthe Uber. No,
42:47Drew (?)How do you even know that? How do they know that?
42:51Drew (?)It's open, bro.
42:55Drew (?)Call Ryan. Why y'all saying call Ryan, bro?
42:59MarlonYou know Ryan Garcia?
43:01Drew (?)Why'd you call your dad? My dad? He doesn't speak English well.
43:05MarlonYou know Ryan Garcia, sir?
43:07Driver (Uber)No, though.
43:08Marloncall your dad?
43:08Jason (?)Fighter Ryan Garcia
43:09Drew (?)Second round knockout. World title, world title.
43:11MarlonWorld title, world title.
43:12Driver (Uber)I didn't watch it though. Nothing.
43:14MarlonI didn't
43:16Driver (Uber)Where was the game? Where was the fight?
43:20Driver (Uber)Vegas.
43:22Driver (Uber)I follow like, you know, this guy from Dagestan.
43:25MarlonOh, Dagestan?
43:27Driver (Uber)Yeah, actually not Russian.
43:29MarlonKhamzat?
43:29Driver (Uber)Khamzat? They are Turkish origin people
43:31Jason (?)In two years Dagestan.
43:32Driver (Uber)My grand family is from the same area, like area, Caucasus.
43:36MarlonOh, wow.
43:37Driver (Uber)In Turkey, this area, I show to you guys. There, there, people really like, you know, tough people. Because it's high mountains.
43:46MarlonThat's why they like breathe better, right? Because it's like higher...
43:49Driver (Uber)Because mountain life. Dagestan means Turkish land of the mountain.
43:53MarlonLand of mountain
43:53Driver (Uber)of mountain. Dagestan is a province, like autonomous area. It's not a free republic, but part of Russian Federation. That's why they say Russian, but they are not Russian. They are Turkish origin people.
44:05Driver (Uber)Yeah. That's it. Dag means mountain. Yeah. Dagestan, land of the mountain.
44:07Jason (?)Dag means mountain.
44:08Driver (Uber)Dagestan, land of the mountain.
44:09MarlonAlso, it's D-A-G-E, stand.
44:11Driver (Uber)No, land. D-A-G-E, land.
44:14Jason (?)Land of the mountain, but because it's called that because it's on a mountain?
44:16Driver (Uber)Look, right here. Close to this region, you see?
44:19MarlonOh, wow. That is on a mountain.
44:21Jason (?)Higher altitude.
44:22MarlonThat's why they breathe better,
44:23Jason (?)That's why they breathe better, right? That's why it produces...
44:25MarlonThat's why athletes, yeah, from there.
44:26Driver (Uber)Most thing they eat, they breed everything organic over there. Everything.
44:31MarlonThat's why they're so um...
44:32Drew (?)built. Sexy
44:33Marlonbuilt.
44:34Driver (Uber)Not, I'm not gonna say sexy, but because they are Muslim too, so they just pray and do... Oh yeah, you're right, you're right.
44:39MarlonYeah, my bad.
44:40Driver (Uber)They don't do stupid thing. No drug, no alcohol.
44:43Marlonfully like locked in on training, yeah, yeah, right.
44:47Driver (Uber)They don't do nothing crazy.
44:49Drew (?)Yeah.
44:51MarlonI want to go to Dagestan and get trained.
44:52Drew (?)trained.
44:53Driver (Uber)That's what they say, like two to three years.
44:55MarlonTwo, three years, forget it, you know.
44:58Driver (Uber)they kind of joke, everyone like... Send me your... like two three.
45:01MarlonYeah, exactly, yeah. We just sent his ass to Dagestan
45:03Drew (?)Yeah, exactly, yeah.
45:03MarlonWe just sent his ass to Dagestan, that's what happened.
45:04Drew (?)I went to Dagestan actually one time.
45:06MarlonOh, you did?
45:06Drew (?)Yeah, I'm not gonna lie guys, it's just when I went to Google it says Color Factory is closed.
45:10Jason (?)We call
45:11Drew (?)We call, we call.
45:12Driver (Uber)You're gonna change the location?
45:13Drew (?)I have to call, yeah. Maybe we should change. I don't mind.
45:15AnnouncementThank you for calling Color Factory.
45:16Driver (Uber)Fuck it, DJ.
45:17MarlonThank you for calling Color Factory.
45:18AnnouncementVisit our website, colorfactory.co, for information tickets for each of our venues located in New York City, Houston, and Chicago.
45:18Jason (?)Color Factory?
45:19MarlonVisit our website, colorfactory.co, for information tickets for each of our venues located in New York City, Houston, and Chicago.
45:30MarlonChicago, huh? Damn, you look where Zitty was in there.
45:34Drew (?)So it instantly went to voicemail.
45:35MarlonI mean, you called the one in Chicago.
45:38Drew (?)Uh, should we...
45:40Jason (?)Sugar Factory is still off out there?
45:42Drew (?)let's, yeah. I mean...
45:46Drew (?)No, Times Square is honestly a horrible idea.
45:48MarlonI'm just wondering if the Sugar Factory actually is a thing or if I walk in it's a fucking candy store. Like, which one is it?
45:53Drew (?)a
45:54MarlonSugar
45:55Drew (?)We're gonna reroute us. We're gonna reroute us.
45:58MarlonNo problem.
46:02Drew (?)No
46:02MarlonOh my. Oof. Oh my God.
46:06Jason (?)It's far?
46:06MarlonHe slapped on minutes there.
46:08Drew (?)Twenty
46:09Jason (?)Can you go somewhere a little closer?
46:11MarlonYeah, could go a little closer.
46:12Drew (?)maybe we can... That's looking
46:13Jason (?)That's looking like a instead,
46:14Drew (?)Ooh, okay, yeah, maybe. I'm gonna just type in the word factory on the Google, maybe something will pop up.

Gate at 45:30

Fired on Departure at 0.78, threshold 0.6. 183 ms.
Announcement 0.71
trigger
0.71
substanz
0.85
Departure 0.78
trigger
0.78
substanz
0.84
Missing info 0.65
trigger
0.65
substanz
0.77
Task 0.68
trigger
0.84
substanz
0.68
Recording concern 0.05
signal
0.05
Doing it themselves 0.50
suppress
0.50

Model decisions

deepseek-v4.1-flashdeepseek · reasoning off
Assistant45:42
Color Factory closed — pick new spot
Reroute Uber: Sugar Factory, Beat the Bomb, Balloon Museum, or Oct?
Reroute to Sugar FactoryReroute to Beat the BombReroute to Oct
In timeplace7.3 s · visible 45:42 · claims 300 s
need open 10:26 to 23:13, card visible 2116 s in
Their planned destination is confirmed closed and they are actively choosing a new one while still in the Uber.
Observation
[0:42:40] Speaker 1: "Color Factory's closed. What?" and [0:45:03] Speaker 1: "just went to Google, it says Color Factory is closed. Did he call? We called, we called."
Prediction
The group is in an Uber with ~4 minutes left to the Color Factory, which is closed. They will need a new destination and a reroute within the next few minutes, and the need will persist until they pick a place and change the Uber destination.
Reasoning
The pre-filter 'aufbruch' fired, and the transcript confirms a real, unresolved problem: their chosen destination is closed and they are actively debating alternatives (Sugar Factory, Beat the Bomb, Balloon Museum, Wax Museum, Oct). This is not a sub-30-second task; they have been going back and forth for several minutes and the Uber is still moving. The latency of 10-30 seconds is fine because the need will still exist when the card appears. Earlier in the stream they already discussed Sugar Factory and Color Factory as options, so a card consolidating the open options is timely and useful.
Options on the card
Reroute to Sugar FactoryReroute to Beat the BombReroute to Oct
Considered and rejected
Book Uber Black / extend rideThey are already in an Uber and the driver is present; rerouting is a tap in the app, not a card-worthy need.
Note the Sex Museum manager follow-upJay is already handling it via email/text and it is a later follow-up, not an immediate need.
Find protein smoothie spotThey already got smoothies and paid; need is finished.
Risk
Annoying if they already decided on a destination in the last 30 seconds or if the driver has already rerouted without the card being seen.
Confidence
0.82
raw response
{
  "beobachtung": "[0:42:40] Speaker 1: \"Color Factory's closed. What?\" and [0:45:03] Speaker 1: \"just went to Google, it says Color Factory is closed. Did he call? We called, we called.\"",
  "vorhersage": "The group is in an Uber with ~4 minutes left to the Color Factory, which is closed. They will need a new destination and a reroute within the next few minutes, and the need will persist until they pick a place and change the Uber destination.",
  "reasoning": "The pre-filter 'aufbruch' fired, and the transcript confirms a real, unresolved problem: their chosen destination is closed and they are actively debating alternatives (Sugar Factory, Beat the Bomb, Balloon Museum, Wax Museum, Oct). This is not a sub-30-second task; they have been going back and forth for several minutes and the Uber is still moving. The latency of 10-30 seconds is fine because the need will still exist when the card appears. Earlier in the stream they already discussed Sugar Factory and Color Factory as options, so a card consolidating the open options is timely and useful.",
  "alternativen": [
    {"karte": "Book Uber Black / extend ride", "verworfen_weil": "They are already in an Uber and the driver is present; rerouting is a tap in the app, not a card-worthy need."},
    {"karte": "Note the Sex Museum manager follow-up", "verworfen_weil": "Jay is already handling it via email/text and it is a later follow-up, not an immediate need."},
    {"karte": "Find protein smoothie spot", "verworfen_weil": "They already got smoothies and paid; need is finished."}
  ],
  "karte": true,
  "kategorie": "place",
  "titel": "Color Factory closed — pick new spot",
  "zeile": "Reroute Uber: Sugar Factory, Beat the Bomb, Balloon Museum, or Oct?",
  "aktion": "Opens a short list of the discussed alternatives with one-tap Uber reroute",
  "optionen": ["Reroute to Sugar Factory", "Reroute to Beat the Bomb", "Reroute to Oct"],
  "haltbar_s": 300,
  "konfidenz": 0.82,
  "risiko": "Annoying if they already decided on a destination in the last 30 seconds or if the driver has already rerouted without the card being seen.",
  "grund": "Their planned destination is confirmed closed and they are actively choosing a new one while still in the Uber."
}
glm-5.3-flashz-ai · reasoning effort low
Assistant45:48
Color Factory closed — pick next
Where to now? Options from earlier:
Beat the BombBalloon MuseumWax Museum
In timeplace12.5 s · visible 45:48 · claims 240 s
need open 10:26 to 23:13, card visible 2121 s in
Their planned stop just closed and the driver is waiting for a reroute decision, so a quick options card helps them choose before they drift into the next crowd scene.
Observation
[0:45:03] Speaker 1: "just went to Google, it says Color Factory is closed"; [0:45:13] "I mean maybe we should change. Yeah, I don't mind."
Prediction
The group is in the Uber with a dead destination and will need a new place to go within the next minute or two; the driver is already asking where to reroute.
Reasoning
The Color Factory just fell through and the driver explicitly asked if they're changing location, so a decision is imminent right when the card appears. Earlier in the stream they floated Beat the Bomb, Sugar Factory, the Wax Museum and the Balloon Museum, so surfacing those options now is timely. Waiting longer means they pick something mid-chaos or default to Sugar Factory without checking. The need lasts until they lock a new destination, likely a few minutes.
Options on the card
Beat the BombBalloon MuseumWax Museum
Considered and rejected
Check Sugar Factory hoursThey already committed to Sugar Factory as fallback earlier and it was their original plan; less urgent than replacing the closed stop.
Message Jet about Times Square meetupJet meetup was already loosely agreed and is a later-plan item, not blocking right now.
Risk
If they already settled on Sugar Factory or the driver reroutes before the card shows, it's redundant noise during an already chaotic moment.
Confidence
0.72
raw response
{
 "beobachtung": "[0:45:03] Speaker 1: \"just went to Google, it says Color Factory is closed\"; [0:45:13] \"I mean maybe we should change. Yeah, I don't mind.\"",
 "vorhersage": "The group is in the Uber with a dead destination and will need a new place to go within the next minute or two; the driver is already asking where to reroute.",
 "reasoning": "The Color Factory just fell through and the driver explicitly asked if they're changing location, so a decision is imminent right when the card appears. Earlier in the stream they floated Beat the Bomb, Sugar Factory, the Wax Museum and the Balloon Museum, so surfacing those options now is timely. Waiting longer means they pick something mid-chaos or default to Sugar Factory without checking. The need lasts until they lock a new destination, likely a few minutes.",
 "alternativen": [{"karte": "Check Sugar Factory hours", "verworfen_weil": "They already committed to Sugar Factory as fallback earlier and it was their original plan; less urgent than replacing the closed stop."}, {"karte": "Message Jet about Times Square meetup", "verworfen_weil": "Jet meetup was already loosely agreed and is a later-plan item, not blocking right now."}],
 "karte": true,
 "kategorie": "place",
 "titel": "Color Factory closed — pick next",
 "zeile": "Where to now? Options from earlier:",
 "aktion": "Opens a map search for the tapped option with hours and route",
 "optionen": ["Beat the Bomb", "Balloon Museum", "Wax Museum"],
 "haltbar_s": 240,
 "konfidenz": 0.72,
 "risiko": "If they already settled on Sugar Factory or the driver reroutes before the card shows, it's redundant noise during an already chaotic moment.",
 "grund": "Their planned stop just closed and the driver is waiting for a reroute decision, so a quick options card helps them choose before they drift into the next crowd scene."
}
gpt-5.6-lunaopenai · default
Assistant45:45
Choose backup destination
Color Factory may be closed; pick the next stop and reroute.
Sugar FactoryWax MuseumBeat the Bomb
Too lateTransport9.9 s · visible 45:45 · claims 120 s
need closed 17:33, card 1322 s after
The current destination is uncertain and the group needs an immediate, actionable replacement while still in transit.
Observation
"Color Factory is closed... maybe we should change." [45:03-45:13]
Prediction
They will need to choose and reroute to a backup destination within the next minute, and the decision may remain relevant until arrival.
Reasoning
The planned Color Factory stop is now reportedly closed, and the driver explicitly asks whether they are changing location. This need will outlast the card's 10–30 second latency because they are still in the Uber and must select a destination. Earlier they repeatedly discussed Sugar Factory, Wax Museum, and Beat the Bomb, so these are grounded alternatives rather than invented suggestions. The card should reduce decision time without asserting that any alternative is currently open.
Options on the card
Sugar FactoryWax MuseumBeat the Bomb
Considered and rejected
Check Color Factory statusThey already checked online and called, while the ride requires an immediate backup decision.
Extend the UberThe immediate unresolved need is choosing where to go, not merely extending the ride.
Risk
Annoying or wrong if Color Factory reopens, the group has already chosen another stop, or a selected venue is closed.
Confidence
0.93
raw response
{
  "beobachtung": "\"Color Factory is closed... maybe we should change.\" [45:03-45:13]",
  "vorhersage": "They will need to choose and reroute to a backup destination within the next minute, and the decision may remain relevant until arrival.",
  "reasoning": "The planned Color Factory stop is now reportedly closed, and the driver explicitly asks whether they are changing location. This need will outlast the card's 10–30 second latency because they are still in the Uber and must select a destination. Earlier they repeatedly discussed Sugar Factory, Wax Museum, and Beat the Bomb, so these are grounded alternatives rather than invented suggestions. The card should reduce decision time without asserting that any alternative is currently open.",
  "alternativen": [
    {
      "karte": "Check Color Factory status",
      "verworfen_weil": "They already checked online and called, while the ride requires an immediate backup decision."
    },
    {
      "karte": "Extend the Uber",
      "verworfen_weil": "The immediate unresolved need is choosing where to go, not merely extending the ride."
    }
  ],
  "karte": true,
  "kategorie": "transport",
  "titel": "Choose backup destination",
  "zeile": "Color Factory may be closed; pick the next stop and reroute.",
  "aktion": "Reroute the Uber to the selected destination.",
  "optionen": [
    "Sugar Factory",
    "Wax Museum",
    "Beat the Bomb"
  ],
  "haltbar_s": 120,
  "konfidenz": 0.93,
  "risiko": "Annoying or wrong if Color Factory reopens, the group has already chosen another stop, or a selected venue is closed.",
  "grund": "The current destination is uncertain and the group needs an immediate, actionable replacement while still in transit."
}
gemini-3.8-flashgoogle · default
Stayed silent
Silent20.7 s
Speaker 1 is actively managing the Uber destination on his phone and the group will settle on their backup plan verbally within seconds.
Observation
[0:45:03] Speaker 1: 'Not gonna lie guys, just went to Google, it says Color Factory is closed. ... Driver: You're gonna change location? Speaker 1: I have to call, yeah. I mean maybe we should change.'
Reasoning
Speaker 1 booked the Uber and is already handling navigation and route changes on his own phone. The group originally set Sugar Factory as their destination before rerouting to Color Factory, so reverting to Sugar Factory or deciding verbally between their earlier ideas will happen immediately in the vehicle. By the time a card appears in 20-30 seconds, they will already be verbally agreeing on where to divert or rerouting in the app.
Considered and rejected
Suggest previously mentioned backup spots (Sugar Factory, Beat The Bomb, Wax Museum)Speaker 1 controls the Uber booking, and the group will resolve the immediate destination change verbally within seconds without needing a prompt on Marlon's phone.
raw response
{
 "beobachtung": "[0:45:03] Speaker 1: 'Not gonna lie guys, just went to Google, it says Color Factory is closed. ... Driver: You're gonna change location? Speaker 1: I have to call, yeah. I mean maybe we should change.'",
 "reasoning": "Speaker 1 booked the Uber and is already handling navigation and route changes on his own phone. The group originally set Sugar Factory as their destination before rerouting to Color Factory, so reverting to Sugar Factory or deciding verbally between their earlier ideas will happen immediately in the vehicle. By the time a card appears in 20-30 seconds, they will already be verbally agreeing on where to divert or rerouting in the app.",
 "alternativen": [
  {
   "karte": "Suggest previously mentioned backup spots (Sugar Factory, Beat The Bomb, Wax Museum)",
   "verworfen_weil": "Speaker 1 controls the Uber booking, and the group will resolve the immediate destination change verbally within seconds without needing a prompt on Marlon's phone."
  }
 ],
 "karte": false,
 "grund": "Speaker 1 is actively managing the Uber destination on his phone and the group will settle on their backup plan verbally within seconds."
}
gpt-5.6-solopenai · default
Stayed silent
Silent8.3 s
The reroute decision is too immediate for the card latency and will probably be resolved before display.
Observation
[45:03] Speaker 1: “just went to Google, it says Color Factory is closed.” [45:11] Driver: “You're gonna change location?”
Reasoning
They need an immediate replacement destination, but they are already discussing the change with the driver. Because the transcript is 15 seconds behind and a card would take another 10–30 seconds to appear, they will likely have rerouted before seeing it. Earlier they repeatedly considered Sugar Factory, Beat the Bomb, and the Wax Museum, so they already have alternatives without assistance. A card appearing after the decision would distract from confirming the new route.
Considered and rejected
Choose next stop: Sugar Factory, Beat the Bomb, or Wax MuseumThe choice is likely to be completed verbally or in the Uber app before the card appears.
Check which alternatives are openUseful in principle, but the driver needs an answer now and no verified live results are available in time.
raw response
{"beobachtung":"[45:03] Speaker 1: “just went to Google, it says Color Factory is closed.” [45:11] Driver: “You're gonna change location?”","reasoning":"They need an immediate replacement destination, but they are already discussing the change with the driver. Because the transcript is 15 seconds behind and a card would take another 10–30 seconds to appear, they will likely have rerouted before seeing it. Earlier they repeatedly considered Sugar Factory, Beat the Bomb, and the Wax Museum, so they already have alternatives without assistance. A card appearing after the decision would distract from confirming the new route.","alternativen":[{"karte":"Choose next stop: Sugar Factory, Beat the Bomb, or Wax Museum","verworfen_weil":"The choice is likely to be completed verbally or in the Uber app before the card appears."},{"karte":"Check which alternatives are open","verworfen_weil":"Useful in principle, but the driver needs an answer now and no verified live results are available in time."}],"karte":false,"grund":"The reroute decision is too immediate for the card latency and will probably be resolved before display."}
kimi-k3moonshotai · default
Assistant46:46
Color Factory closed: reroute options
Driver asked about changing destination; pick a new stop now.
Sugar FactoryBeat the BombWax Museum
Too lateTransport70.5 s · visible 46:46 · claims 150 s
need closed 17:33, card 1382 s after
The Uber's destination is confirmed closed and the driver is waiting on a reroute decision, making destination options a live, lasting need.
Observation
[0:45:03] Speaker 1: '...went to Google, it says Color Factory is closed... We called, we called.' [0:45:11] Driver: 'You're gonna change location?' [0:45:13] Speaker 1: 'maybe we should change.'
Prediction
When the card appears (~45:40-46:00), the group is still in the Uber with a confirmed-closed destination and the driver awaiting a reroute answer; the pick-a-new-stop decision remains open until they settle on one place, typically 1-3 minutes for this group.
Reasoning
Now works because the closure was just confirmed ('we called') and the driver explicitly asked whether to change location, so the destination decision is live and unresolved. Later could be wasted if they blurt a new stop in the gap, but this group has debated destinations all stream (Sugar Factory, Color Factory, Beat the Bomb, Wax Museum), so deliberation tends to run long. The 10-30s latency is acceptable because a destination argument like this survives well past 30 seconds, and the card offers the exact candidates they already named earlier. Confidence is decent because the closure is double-confirmed (Google + call), not just the earlier prank-ish 'I just lied' moment.
Options on the card
Sugar FactoryBeat the BombWax Museum
Considered and rejected
Book Beat the Bomb ticketsGroup hasn't agreed on a destination yet; a booking card would be premature and narrow.
Reply ETA to 'Oct'Unclear who Oct is and whether they committed to going there; ambiguous target.
Risk
Annoying or wrong if they already agreed on a new stop during the 10-30s gap, or if the closure claim was actually part of the earlier joke ('I just lied').
Confidence
0.72
raw response
{
 "beobachtung": "[0:45:03] Speaker 1: '...went to Google, it says Color Factory is closed... We called, we called.' [0:45:11] Driver: 'You're gonna change location?' [0:45:13] Speaker 1: 'maybe we should change.'",
 "vorhersage": "When the card appears (~45:40-46:00), the group is still in the Uber with a confirmed-closed destination and the driver awaiting a reroute answer; the pick-a-new-stop decision remains open until they settle on one place, typically 1-3 minutes for this group.",
 "reasoning": "Now works because the closure was just confirmed ('we called') and the driver explicitly asked whether to change location, so the destination decision is live and unresolved. Later could be wasted if they blurt a new stop in the gap, but this group has debated destinations all stream (Sugar Factory, Color Factory, Beat the Bomb, Wax Museum), so deliberation tends to run long. The 10-30s latency is acceptable because a destination argument like this survives well past 30 seconds, and the card offers the exact candidates they already named earlier. Confidence is decent because the closure is double-confirmed (Google + call), not just the earlier prank-ish 'I just lied' moment.",
 "alternativen": [
  {"karte": "Book Beat the Bomb tickets", "verworfen_weil": "Group hasn't agreed on a destination yet; a booking card would be premature and narrow."},
  {"karte": "Reply ETA to 'Oct'", "verworfen_weil": "Unclear who Oct is and whether they committed to going there; ambiguous target."}
 ],
 "karte": true,
 "kategorie": "transport",
 "titel": "Color Factory closed: reroute options",
 "zeile": "Driver asked about changing destination; pick a new stop now.",
 "aktion": "Tap an option to set it as the new Uber destination.",
 "optionen": ["Sugar Factory", "Beat the Bomb", "Wax Museum"],
 "haltbar_s": 150,
 "konfidenz": 0.72,
 "risiko": "Annoying or wrong if they already agreed on a new stop during the 10-30s gap, or if the closure claim was actually part of the earlier joke ('I just lied').",
 "grund": "The Uber's destination is confirmed closed and the driver is waiting on a reroute decision, making destination options a live, lasting need."
}