Proactivity

11:30
gate fired
Departure 0.74
11:15
model saw until
15 s transcript lag
needs open right now
Follow-upssince 09:07 placesince 10:26 Transportsince 10:52

What the model saw

transcript up to 11:15 · last 90 s highlighted (gate window) · dimmed lines came after
08:16Drew (?)Marlon, can I take it to the...
08:18Speaker 1Marlon.
08:20Speaker 1Yo, let me let me. I wanna take a picture.
08:24MarlonI I can't right now, bro. I'm sorry, bro. Hey, hey, hey, let me in. Yo, yo, let me let me let me let me walk.
08:34Marlonme,
08:37Drew (?)So, like, is Lacey...
08:39Jason (?)What's up, Lacey? Hell yeah, bro.
08:41Speaker 6bro
08:42Jason (?)Yo
08:44Jason (?)Can I get a photo with you?
08:47Speaker 6Sorry
08:50MarlonYo, she was dead ass watching our stream. She dead came upstairs to watch our shit.
08:56Speaker 6Y'all didn't know?
08:57Drew (?)Y'all got kicked out?
08:59Speaker 6What?
08:59Drew (?)It was actually good in there.
09:00MarlonIt was actually funny as fuck. I'm not gonna lie.
09:03Drew (?)Dude
09:06Drew (?)Oh my god. Maybe we call the place and be like...
09:10Speaker 6Yeah. I mean,
09:10Marlonmean, what if we talk to like the manager?
09:12Speaker 6Yes, well you should, bro. That's great promo.
09:13Marlonpromo.
09:14Speaker 6Bro, it's literally an educational museum.
09:17MarlonYou wanna try? But like...
09:19Speaker 6Yeah, that's a good idea, bro. If y'all if y'all... Bro, if it was...
09:21MarlonBro, if it
09:21Speaker 6Bro, if it was
09:22MarlonBro, if it was
09:22Speaker 6Bro, if it was good in there, then yeah, it's worth it.
09:29MarlonBig Jay in the chat, man.
09:33Drew (?)All right, where where's Lacey at?
09:36Jason (?)corner,
09:37Drew (?)he's around the corner.
09:40Drew (?)Oh, like we're going right towards him. Right here, right here.
09:43Jason (?)Yo, bro, can I get a photo with you?
09:46Drew (?)Where the fuck is... Lacey!
09:51Speaker 6Wait, let me show you Lacey.
09:52Drew (?)I ain't gonna lie, bro, this city might blow up tonight, bro. In game, in game.
09:56Speaker 6big three, he's
09:57Drew (?)Yo, peace, bro. My guy needs to start
09:59Jason (?)guy
09:59Speaker 6needs
10:00Drew (?)Got kicked out like, but it was generations ago. This shit never coming off, huh?
10:09MarlonPlease, bro, can I get a...
10:12Drew (?)Hey, so what's our plan, bro? Because...
10:18Marlonnever coming
10:19Drew (?)off, huh? Yeah, you
10:21Jason (?)slept in
10:21Drew (?)So we had... we need a plan.
10:25Speaker 6one photo
10:29Jason (?)Because...
10:30MarlonWe
10:32Jason (?)So we need a plan. What's our plan?
10:34Marlonwait, one
10:38Marlonphoto
10:42Drew (?)Where's Sugar Museum or some shit?
10:44Jason (?)it's all party
10:46Drew (?)here. Brother, get your
10:48MarlonY'all should go to the museum
10:50Jason (?)Taxi! Taxi!
10:52Drew (?)Taxi!
10:55Jason (?)chill, chill. What?
10:57Drew (?)Come on, stand here. Cool,
11:00Drew (?)What about Jet, bro? What about Jet? He's an S, he's an S.
11:06MarlonYo, you want this?
11:08Drew (?)In my bag.
11:10Speaker 1I'm playing.
11:13Marlonflip,
11:15Marlonflip.
11:22Drew (?)So... Okay. So,
11:25Marlonwhat we doing?
11:26Drew (?)I can't,
11:27Speaker 1I'm not even paying for this.
11:29Marlondo it
11:29Speaker 1yourself. I already fucking paid for this.
11:32Drew (?)Look, right now Jet is talking to the manager at the... Alright, if we can get in there, it's actually gonna be... Get in
11:42Drew (?)Alright, we saw the world's first vibrator. It's insane.
11:45Jason (?)What?
11:47Drew (?)First one ever created,
11:50Jason (?)What? And Janissa, Janissa,
11:55Marlonup with that? Oh,
11:56Jason (?)Hey, right there.
11:56Drew (?)Hey, right
12:00Drew (?)We just need an alternate enclosed area and reset, bro.
12:06Marlonto y'all.
12:12MarlonIn my bed. That's

Gate at 11:30

Fired on Departure at 0.74, threshold 0.6. 149 ms.
Announcement 0.27
trigger
0.27
substanz
0.34
Departure 0.74
trigger
0.74
substanz
0.88
Missing info 0.57
trigger
0.57
substanz
0.68
Task 0.10
trigger
0.11
substanz
0.10
Recording concern 0.05
signal
0.05
Doing it themselves 0.19
suppress
0.19

Model decisions

deepseek-v4.1-flashdeepseek · reasoning off
Assistant11:41
Next stop + ride
No plan yet — pick a next stop and get a cab
Find nearby food spotPick a museum/attractionCall a taxi now
In timeTransport5.9 s · visible 11:41 · claims 600 s
need open 10:52 to 17:33, card visible 48 s in
They were just kicked out, are asking 'what's the plan', and are already hailing a taxi with no destination set.
Observation
"So what's our plan bro? Because..." [0:10:26] and "Okay so what's the plan bro? What's your sugar spot bro?" [0:10:48], followed by "Taxi! Taxi! Taxi!" [0:10:52]
Prediction
The group has just been kicked out of the museum, has no next destination, and is standing on a NYC sidewalk trying to hail a cab. They will need a concrete next stop and transport for at least the next 5-15 minutes.
Reasoning
The pre-filter 'aufbruch' (departure) matches: they were ejected from the museum, regrouped with Lacy, and are now openly asking 'what's the plan' while yelling for a taxi. This is not a sub-30-second task — deciding a destination in NYC with three people and a camera takes minutes, and the taxi is already being hailed. A card arriving 10-30s from now will still land while they're standing on the curb with no destination locked. Earlier in the stream they were inside the museum and the plan was implicit; now it's explicitly open, which is the moment a card is useful. I must not invent a venue, so the card offers generic next-stop categories and a ride option.
Options on the card
Find nearby food spotPick a museum/attractionCall a taxi now
Considered and rejected
Call the museum manager for promo/returnThey floated it as an idea ('maybe we call the place') but it's a later follow-up, not the immediate curb-side need.
Note the 'world's first vibrator' museum segment as content ideaInteresting but not actionable now; they're already moving and the moment has passed.
Risk
Wrong if they already decided a destination in the last 15 seconds or if a fan/taxi interrupts and they move immediately.
Confidence
0.72
raw response
{
  "beobachtung": "\"So what's our plan bro? Because...\" [0:10:26] and \"Okay so what's the plan bro? What's your sugar spot bro?\" [0:10:48], followed by \"Taxi! Taxi! Taxi!\" [0:10:52]",
  "vorhersage": "The group has just been kicked out of the museum, has no next destination, and is standing on a NYC sidewalk trying to hail a cab. They will need a concrete next stop and transport for at least the next 5-15 minutes.",
  "reasoning": "The pre-filter 'aufbruch' (departure) matches: they were ejected from the museum, regrouped with Lacy, and are now openly asking 'what's the plan' while yelling for a taxi. This is not a sub-30-second task — deciding a destination in NYC with three people and a camera takes minutes, and the taxi is already being hailed. A card arriving 10-30s from now will still land while they're standing on the curb with no destination locked. Earlier in the stream they were inside the museum and the plan was implicit; now it's explicitly open, which is the moment a card is useful. I must not invent a venue, so the card offers generic next-stop categories and a ride option.",
  "alternativen": [
    {
      "karte": "Call the museum manager for promo/return",
      "verworfen_weil": "They floated it as an idea ('maybe we call the place') but it's a later follow-up, not the immediate curb-side need."
    },
    {
      "karte": "Note the 'world's first vibrator' museum segment as content idea",
      "verworfen_weil": "Interesting but not actionable now; they're already moving and the moment has passed."
    }
  ],
  "karte": true,
  "kategorie": "transport",
  "titel": "Next stop + ride",
  "zeile": "No plan yet — pick a next stop and get a cab",
  "aktion": "Opens a short list of next-stop options and a ride-hail shortcut",
  "optionen": ["Find nearby food spot", "Pick a museum/attraction", "Call a taxi now"],
  "haltbar_s": 600,
  "konfidenz": 0.72,
  "risiko": "Wrong if they already decided a destination in the last 15 seconds or if a fan/taxi interrupts and they move immediately.",
  "grund": "They were just kicked out, are asking 'what's the plan', and are already hailing a taxi with no destination set."
}
glm-5.3-flashz-ai · reasoning effort low
Assistant11:50
Next stop: sugar museum?
Side character suggested the sugar museum as next spot
Show sugar museum routeSearch other nearby spotsDismiss
In timeplace15.4 s · visible 11:50 · claims 300 s
need open 10:26 to 23:13, card visible 84 s in
The group is explicitly asking for a plan right after leaving the museum, and the sugar museum suggestion is the only concrete candidate worth surfacing as a tappable option.
Observation
[0:10:26] Speaker 1: "So what's our plan bro?" and [0:10:48] "Okay so what's the plan bro? What's your sugar spot bro?" / [0:10:50] "Sugar museum or some shit. Y'all should go to the museum."
Prediction
The group is regrouping after being kicked out of the sex museum and will need a concrete next destination within the next few minutes; the sugar museum was floated but nothing is decided or looked up yet.
Reasoning
The 'aufbruch' signal fits: they left the museum, met Lacy, and are actively asking what's next. The card becomes visible around 11:30-12:00, when they will likely still be standing around deciding, so a destination card with the suggested option is useful. The sugar museum idea came from a side character and Marlon seemed receptive, but nothing is booked or mapped yet. This is a planning need that persists, unlike the short photo/interview interruptions which are already over.
Options on the card
Show sugar museum routeSearch other nearby spotsDismiss
Considered and rejected
Call museum manager re: promoThat idea was mentioned at 0:09:07 but the group has moved on and it is a vague follow-up, not an actionable tap right now.
Taxi to next stopNo destination is fixed yet, so booking a ride would be premature and the 'Taxi!' shout was playful.
Risk
If they have already decided on a different destination by the time the card appears, or the sugar museum remark was a joke, the card is noise during a busy crowd scene.
Confidence
0.55
raw response
{
 "beobachtung": "[0:10:26] Speaker 1: \"So what's our plan bro?\" and [0:10:48] \"Okay so what's the plan bro? What's your sugar spot bro?\" / [0:10:50] \"Sugar museum or some shit. Y'all should go to the museum.\"",
 "vorhersage": "The group is regrouping after being kicked out of the sex museum and will need a concrete next destination within the next few minutes; the sugar museum was floated but nothing is decided or looked up yet.",
 "reasoning": "The 'aufbruch' signal fits: they left the museum, met Lacy, and are actively asking what's next. The card becomes visible around 11:30-12:00, when they will likely still be standing around deciding, so a destination card with the suggested option is useful. The sugar museum idea came from a side character and Marlon seemed receptive, but nothing is booked or mapped yet. This is a planning need that persists, unlike the short photo/interview interruptions which are already over.",
 "alternativen": [{"karte": "Call museum manager re: promo", "verworfen_weil": "That idea was mentioned at 0:09:07 but the group has moved on and it is a vague follow-up, not an actionable tap right now."}, {"karte": "Taxi to next stop", "verworfen_weil": "No destination is fixed yet, so booking a ride would be premature and the 'Taxi!' shout was playful."}],
 "karte": true,
 "kategorie": "place",
 "titel": "Next stop: sugar museum?",
 "zeile": "Side character suggested the sugar museum as next spot",
 "aktion": "Opens maps with the suggested sugar museum location",
 "optionen": ["Show sugar museum route", "Search other nearby spots", "Dismiss"],
 "haltbar_s": 300,
 "konfidenz": 0.55,
 "risiko": "If they have already decided on a different destination by the time the card appears, or the sugar museum remark was a joke, the card is noise during a busy crowd scene.",
 "grund": "The group is explicitly asking for a plan right after leaving the museum, and the sugar museum suggestion is the only concrete candidate worth surfacing as a tappable option."
}
gpt-5.6-lunaopenai · default
Assistant11:42
Choose Next Stop
Pick the next move before the group splits.
Search sugar museumContact previous museumRegroup and plan
In timeplace7.2 s · visible 11:42 · claims 900 s
need open 10:26 to 23:13, card visible 76 s in
The group has an unresolved, durable planning need rather than a momentary request.
Observation
At 10:26, someone asks, "So what's our plan bro?"; at 10:48, "what's the plan bro?"; at 10:52, someone suggests a sugar museum while another calls for a taxi.
Prediction
When visible, the group will still need to choose a next stop or decide whether to pursue the museum manager, likely for several minutes.
Reasoning
The group was kicked out of the previous museum but repeatedly said the segment was worth recovering and discussed contacting its manager. By 10:26 and 10:48 they still had no settled plan, while the sugar museum suggestion remained vague. The taxi call may resolve quickly, but the broader destination decision will survive the card's latency. Earlier in the stream, they were already moving between people and locations, so a concise next-stop choice is more useful than a detailed route.
Options on the card
Search sugar museumContact previous museumRegroup and plan
Considered and rejected
Call museum managerThe number and contact route are unknown, and the group still needs a general next-stop decision.
Find a taxiA taxi was already being hailed and that need may finish before the card appears.
Risk
The card is annoying if a taxi arrives or the group has already agreed on a destination.
Confidence
0.82
raw response
{
  "beobachtung": "At 10:26, someone asks, \"So what's our plan bro?\"; at 10:48, \"what's the plan bro?\"; at 10:52, someone suggests a sugar museum while another calls for a taxi.",
  "vorhersage": "When visible, the group will still need to choose a next stop or decide whether to pursue the museum manager, likely for several minutes.",
  "reasoning": "The group was kicked out of the previous museum but repeatedly said the segment was worth recovering and discussed contacting its manager. By 10:26 and 10:48 they still had no settled plan, while the sugar museum suggestion remained vague. The taxi call may resolve quickly, but the broader destination decision will survive the card's latency. Earlier in the stream, they were already moving between people and locations, so a concise next-stop choice is more useful than a detailed route.",
  "alternativen": [
    {
      "karte": "Call museum manager",
      "verworfen_weil": "The number and contact route are unknown, and the group still needs a general next-stop decision."
    },
    {
      "karte": "Find a taxi",
      "verworfen_weil": "A taxi was already being hailed and that need may finish before the card appears."
    }
  ],
  "karte": true,
  "kategorie": "place",
  "titel": "Choose Next Stop",
  "zeile": "Pick the next move before the group splits.",
  "aktion": "Open a quick next-stop planning panel.",
  "optionen": [
    "Search sugar museum",
    "Contact previous museum",
    "Regroup and plan"
  ],
  "haltbar_s": 900,
  "konfidenz": 0.82,
  "risiko": "The card is annoying if a taxi arrives or the group has already agreed on a destination.",
  "grund": "The group has an unresolved, durable planning need rather than a momentary request."
}
gemini-3.8-flashgoogle · default
Stayed silent
Silent8.9 s
The group has not decided on their next destination and the taxi call was immediately dismissed.
Observation
Speaker 1 asks 'what's our plan bro?' and yells 'Taxi! Taxi! Taxi!' (10:26-10:52) right after meeting up with Lacy outside.
Reasoning
The group just met up with Lacy on the sidewalk surrounded by fans and has not agreed on a next destination yet. The shout for a taxi was immediately shut down with 'Chill, chill, chill' while they continue bantering. Any ride or routing card would be guesswork and disruptive while Marlon is interacting with fans.
Considered and rejected
Call Uber / Hail TaxiNo agreed destination yet, and the group told him to chill right after shouting taxi.
raw response
{"beobachtung": "Speaker 1 asks 'what's our plan bro?' and yells 'Taxi! Taxi! Taxi!' (10:26-10:52) right after meeting up with Lacy outside.", "reasoning": "The group just met up with Lacy on the sidewalk surrounded by fans and has not agreed on a next destination yet. The shout for a taxi was immediately shut down with 'Chill, chill, chill' while they continue bantering. Any ride or routing card would be guesswork and disruptive while Marlon is interacting with fans.", "alternativen": [{"karte": "Call Uber / Hail Taxi", "verworfen_weil": "No agreed destination yet, and the group told him to chill right after shouting taxi."}], "karte": false, "grund": "The group has not decided on their next destination and the taxi call was immediately dismissed."}
gpt-5.6-solopenai · default
Assistant11:48
Request venue filming permission
Contact the office before planning a return.
Find official contactSave for laterDismiss
In timeFollow-ups12.9 s · visible 11:48 · claims 86400 s
need open 09:07 to 28:16, card visible 160 s in
The permission issue is unresolved and will outlast their current departure decision.
Observation
[0:09:07] “Maybe we call the place…” and [0:09:20] “tell them… if you could talk to the manager.”
Prediction
They will need to contact the venue’s office for filming permission before any return; this remains useful for hours or days.
Reasoning
The venue explicitly directed them to its office, and the group agreed that contacting a manager was worthwhile. Their immediate destination is still unsettled, so a transport card would likely be premature after the added latency. A follow-up card remains relevant even if they have already started moving. Earlier, they were removed because recording or streaming permission was unclear.
Options on the card
Find official contactSave for laterDismiss
Considered and rejected
Directions to the sugar museumThe venue name is uncertain, and “taxi” may already have triggered an immediate departure.
Find LacyThey reunited with Lacy before the latest transcript segment.
Risk
Annoying if someone has already contacted the office or they abandoned the return entirely.
Confidence
0.86
raw response
{"beobachtung":"[0:09:07] “Maybe we call the place…” and [0:09:20] “tell them… if you could talk to the manager.”","vorhersage":"They will need to contact the venue’s office for filming permission before any return; this remains useful for hours or days.","reasoning":"The venue explicitly directed them to its office, and the group agreed that contacting a manager was worthwhile. Their immediate destination is still unsettled, so a transport card would likely be premature after the added latency. A follow-up card remains relevant even if they have already started moving. Earlier, they were removed because recording or streaming permission was unclear.","alternativen":[{"karte":"Directions to the sugar museum","verworfen_weil":"The venue name is uncertain, and “taxi” may already have triggered an immediate departure."},{"karte":"Find Lacy","verworfen_weil":"They reunited with Lacy before the latest transcript segment."}],"karte":true,"kategorie":"followup","titel":"Request venue filming permission","zeile":"Contact the office before planning a return.","aktion":"Opens a search for the venue’s official contact page.","optionen":["Find official contact","Save for later","Dismiss"],"haltbar_s":86400,"konfidenz":0.86,"risiko":"Annoying if someone has already contacted the office or they abandoned the return entirely.","grund":"The permission issue is unresolved and will outlast their current departure decision."}
kimi-k3moonshotai · default
Assistant12:36
Next stop: Sugar Museum?
Taxi's coming — set a destination: Sugar Museum [address] or pick another spot?
Navigate to Sugar MuseumCall museum about re-entrySearch other spots nearby
In timeTransport60.5 s · visible 12:36 · claims 240 s
need open 10:52 to 17:33, card visible 103 s in
The group is departing with an unresolved plan and a taxi arriving, so a one-tap destination card lands exactly when they need to tell the driver where to go.
Observation
[0:10:48] 'Okay so what's the plan bro?' — [0:10:50] 'Sugar museum or some shit. Y'all should go to the museum.' — [0:10:52] 'Taxi! Taxi! Taxi!'
Prediction
When the card appears (~11:40–12:00), the group will be piling into the hailed taxi and must name a destination; the 'what's the plan' question, already open for ~45 seconds, stays live for another 2–4 minutes until the cab rolls.
Reasoning
They got kicked out of the museum, regrouped with Lacy, and have asked 'what's the plan' twice with no answer, while a taxi is being hailed right now — so at card-visible time the pressing need is a destination to give the driver. The only concrete suggestion on the table is the 'Sugar Museum,' making a one-tap navigation card a natural fit for this departure moment. The earlier call-the-manager idea (9:07–9:28) looks abandoned since they're leaving, so I demote it to an option instead of the main card. The 15-second transcript gap means they may have just settled on a spot, but an unresolved plan question lasting 45+ seconds very likely outlives the 10–30 second card latency.
Options on the card
Navigate to Sugar MuseumCall museum about re-entrySearch other spots nearby
Considered and rejected
Call the museum manager about re-entryThey are hailing a taxi and leaving the area; the re-entry negotiation moment has passed, so it is only kept as a secondary option.
Stream-ops warning: staff said no streaming insideThey already exited the venue minutes ago; no ongoing need at card time.
Risk
Wrong or annoying if they already agreed on a destination in the 15 seconds I can't see, or if 'Sugar Museum' was just a bystander's throwaway suggestion they ignored.
Confidence
0.60
raw response
{
 "beobachtung": "[0:10:48] 'Okay so what's the plan bro?' — [0:10:50] 'Sugar museum or some shit. Y'all should go to the museum.' — [0:10:52] 'Taxi! Taxi! Taxi!'",
 "vorhersage": "When the card appears (~11:40–12:00), the group will be piling into the hailed taxi and must name a destination; the 'what's the plan' question, already open for ~45 seconds, stays live for another 2–4 minutes until the cab rolls.",
 "reasoning": "They got kicked out of the museum, regrouped with Lacy, and have asked 'what's the plan' twice with no answer, while a taxi is being hailed right now — so at card-visible time the pressing need is a destination to give the driver. The only concrete suggestion on the table is the 'Sugar Museum,' making a one-tap navigation card a natural fit for this departure moment. The earlier call-the-manager idea (9:07–9:28) looks abandoned since they're leaving, so I demote it to an option instead of the main card. The 15-second transcript gap means they may have just settled on a spot, but an unresolved plan question lasting 45+ seconds very likely outlives the 10–30 second card latency.",
 "alternativen": [{"karte": "Call the museum manager about re-entry", "verworfen_weil": "They are hailing a taxi and leaving the area; the re-entry negotiation moment has passed, so it is only kept as a secondary option."}, {"karte": "Stream-ops warning: staff said no streaming inside", "verworfen_weil": "They already exited the venue minutes ago; no ongoing need at card time."}],
 "karte": true,
 "kategorie": "transport",
 "titel": "Next stop: Sugar Museum?",
 "zeile": "Taxi's coming — set a destination: Sugar Museum [address] or pick another spot?",
 "aktion": "Single tap opens Maps navigation from current location to Sugar Museum [address].",
 "optionen": ["Navigate to Sugar Museum", "Call museum about re-entry", "Search other spots nearby"],
 "haltbar_s": 240,
 "konfidenz": 0.6,
 "risiko": "Wrong or annoying if they already agreed on a destination in the 15 seconds I can't see, or if 'Sugar Museum' was just a bystander's throwaway suggestion they ignored.",
 "grund": "The group is departing with an unresolved plan and a taxi arriving, so a one-tap destination card lands exactly when they need to tell the driver where to go."
}