Proactivity

20:00
gate fired
Departure 0.63
19:45
model saw until
15 s transcript lag
needs open right now
Follow-upssince 09:07 placesince 10:26
coming up
Transportat 22:03

What the model saw

transcript up to 19:45 · last 90 s highlighted (gate window) · dimmed lines came after
16:46Marlona photo
16:52MarlonOh, there's a psychic right here. Jake, you wanna get a little psychic check?
16:55Drew (?)Oh, that's hard.
16:59Drew (?)Hey, hey, hey. Close the door. Wait for Lexi to close it.
17:06Drew (?)Oh my god, save us!
17:10Jason (?)Oh my gosh
17:18MarlonYo, this is like fucking Call of Duty Zombies, but we're stuck in here.
17:24MarlonWe're literally surrounded. Regroup, okay?
17:27Drew (?)gotta regroup, bro. Hi. We got a call for a
17:32Jason (?)Alright, you can pick us
17:33Speaker 1you can pick us up right here. But
17:34Marlonwe're not going
17:34Speaker 1though. One, I don't know how long it would take. Two,
17:37Jason (?)that's
17:40Jason (?)annoying.
17:42Drew (?)Oh, editor, okay.
17:43Jason (?)Fuck you texting your editor for, bro?
17:44Drew (?)Fuck you texting your editor for,
17:47MarlonI mean, we could just order an Uber Black, you know what I'm saying?
17:52Drew (?)Wait, wait, Jay. So what did the six percent people say?
17:55Speaker 6Uh, I'm emailing right now, but they're but they they have my phone number, so they're gonna text me if their management...
18:02Speaker 6The people over there want you guys to go, but there's a certain person that has to come through and like approve everything.
18:09Speaker 6They seem like they really want you guys to go.
18:13MarlonI mean, bro, if we get that cleared...
18:16Drew (?)I'm
18:16MarlonHey, that shit was fun.
18:17Drew (?)That was actually fun as fuck
18:18MarlonThat was actually fun as fuck. He dead got scared when Big Ass pulled up on him.
18:20Drew (?)I ain't gonna lie, bro, there was this power drill with a dildo attached to it. I saw it, hate to it. I got scared, bro. I dropped the phone.
18:30Speaker 6I dropped the phone
18:31Drew (?)I saw that. I literally saw that. I saw it, hate to it.
18:33Speaker 6dick and he got scared. That shit.
18:34Marlongot the smallest
18:36Speaker 6dick
18:36MarlonThat shit. No,
18:37Drew (?)No, I just seen a power drill attached to a dildo. Never in my life have I seen that.
18:41Marlonthat
18:42Drew (?)was
18:42Jason (?)Like an actual power drill.
18:44Drew (?)I ain't gonna lie, that was tripping my sides.
18:48MarlonImagine this song is spawning when you're in New York, that's so fucking crazy.
18:51Jason (?)Yo, uh
18:52Speaker 1Yo, uh...
18:53Jason (?)Yo, uh... So what are we gonna do? Look behind us, bro.
18:56Speaker 1Alright, we could call Black, we could find a driver, tell him to take us.
19:00Drew (?)front seats for this? Yeah.
19:04Drew (?)If y'all can, that'd be amazing.
19:06MarlonCan I have like a little low, like low calorie protein shake?
19:13MarlonWhat you want, bro?
19:15MarlonUm, listen, we gotta figure out a way to, a way to like, venue for you. Fuck that.
19:22Drew (?)Um, well, they said like a sugar factory. There's also another...
19:25MarlonIs that actually big or no?
19:27Drew (?)There's another spot. Um, I, I, uh...
19:30MarlonBro, I heard there's a spot. It's a, uh, abandoned train station.
19:39Drew (?)Okay, uh...
19:40Speaker 6What y'all gonna do there?
19:42Marlonanother
19:43Drew (?)Listen, there's another factory called the Color Factory.
19:46MarlonColor Factory. What do you want me to do? What do you want me to say?
19:50Drew (?)There's a lot of like balloons and shit.
19:52MarlonOh, I didn't see that. Okay.
19:53Drew (?)Or we could go to this place called Beat the Bomb.
19:56MarlonBeat the
19:57Drew (?)Bomb?
19:59MarlonWhat is that? What is that?
20:00Drew (?)that? What is
20:00MarlonIs it an escape room?
20:02Drew (?)I don't know what it is. It's like an amusement center.
20:06MarlonOh, is it like an escape room? That'd be kind of fun.
20:09Drew (?)I don't think it's an escape room. I think it's like they like you get dirty.
20:18MarlonBalloon Museum? I have heard about that, I think.
20:20Drew (?)There's a fucking balloon museum for everything here.
20:23MarlonI know. But those protein shakes is kind of good, bro.
20:27Speaker 6I'm gonna get you a Strong New Yorker, it's fire. A Strong New Yorker?
20:31Speaker 6Yeah, protein, it's like banana, strawberry.
20:36Drew (?)Yeah, I got you.
20:39MarlonWait, let me get one too, bro. Appreciate that.
20:42Drew (?)Go to the wax museum. Is that New York?

Gate at 20:00

Fired on Departure at 0.63, threshold 0.6. 170 ms.
Announcement 0.39
trigger
0.39
substanz
0.50
Departure 0.63
trigger
0.63
substanz
0.90
Missing info 0.60
trigger
0.60
substanz
0.60
Task 0.16
trigger
0.29
substanz
0.16
Recording concern 0.05
signal
0.05
Doing it themselves 0.24
suppress
0.24

Model decisions

deepseek-v4.1-flashdeepseek · reasoning off
Assistant20:09
Pick next NYC stop
Compare Color Factory, sugar museum, abandoned train station
Color Factory detailsSugar museum detailsAbandoned train station info
In timeplace4.2 s · visible 20:09 · claims 600 s
need open 10:26 to 23:13, card visible 583 s in
They are stationary and explicitly brainstorming the next destination, so a silent comparison-and-book card is useful for the next several minutes.
Observation
[0:19:43] Speaker 1: "Listen, there's another factory called the Color Factory." — directly after [0:19:33] Marlon: "I heard there's a spot. It's a uh abandoned train station." and [0:19:22] "see how like a sugar factory?"
Prediction
The group is sheltering in a store, explicitly saying they need to "reboot" and "figure out a way" ([0:19:15]) and are now brainstorming the next destination. They will keep debating options (sugar factory, abandoned train station, Color Factory) for at least the next several minutes while they finish smoothies and wait on the museum management text.
Reasoning
The pre-filter 'aufbruch' (departure) is directionally right: they are stationary in a safe house and openly planning where to go next. But the transcript is 15 seconds behind and the card lands 10–30 seconds after now, so by 20:00–20:30 they will still be in the store, not departing. The need is not 'leave now' but 'pick and book a destination' — that need persists well past the card's visibility. Earlier in the stream they lost time to unplanned wandering and got kicked out of the museum, so a concrete next stop with a booking is genuinely useful. I must not invent addresses or prices, so the card only offers to look up and book, with placeholders.
Options on the card
Color Factory detailsSugar museum detailsAbandoned train station info
Considered and rejected
Follow up with museum management about filming approvalJason is already handling this via email/text ([0:17:47]–[0:18:20]); a card would duplicate active work.
Book Uber Black to leave the safe houseThey are still waiting on the museum answer and finishing smoothies; departure is not imminent enough and the need may vanish in under 30 seconds if they decide to stay.
Note the 'world's first vibrator' museum as a content ideaThey already experienced it and are actively trying to get back in; noting it adds nothing.
Risk
If the museum texts back with approval within the next minute, the group may immediately return there and ignore this card; also, if they are just chatting and not actually deciding, the card is noise.
Confidence
0.62
raw response
{
  "beobachtung": "[0:19:43] Speaker 1: \"Listen, there's another factory called the Color Factory.\" — directly after [0:19:33] Marlon: \"I heard there's a spot. It's a uh abandoned train station.\" and [0:19:22] \"see how like a sugar factory?\"",
  "vorhersage": "The group is sheltering in a store, explicitly saying they need to \"reboot\" and \"figure out a way\" ([0:19:15]) and are now brainstorming the next destination. They will keep debating options (sugar factory, abandoned train station, Color Factory) for at least the next several minutes while they finish smoothies and wait on the museum management text.",
  "reasoning": "The pre-filter 'aufbruch' (departure) is directionally right: they are stationary in a safe house and openly planning where to go next. But the transcript is 15 seconds behind and the card lands 10–30 seconds after now, so by 20:00–20:30 they will still be in the store, not departing. The need is not 'leave now' but 'pick and book a destination' — that need persists well past the card's visibility. Earlier in the stream they lost time to unplanned wandering and got kicked out of the museum, so a concrete next stop with a booking is genuinely useful. I must not invent addresses or prices, so the card only offers to look up and book, with placeholders.",
  "alternativen": [
    {
      "karte": "Follow up with museum management about filming approval",
      "verworfen_weil": "Jason is already handling this via email/text ([0:17:47]–[0:18:20]); a card would duplicate active work."
    },
    {
      "karte": "Book Uber Black to leave the safe house",
      "verworfen_weil": "They are still waiting on the museum answer and finishing smoothies; departure is not imminent enough and the need may vanish in under 30 seconds if they decide to stay."
    },
    {
      "karte": "Note the 'world's first vibrator' museum as a content idea",
      "verworfen_weil": "They already experienced it and are actively trying to get back in; noting it adds nothing."
    }
  ],
  "karte": true,
  "kategorie": "place",
  "titel": "Pick next NYC stop",
  "zeile": "Compare Color Factory, sugar museum, abandoned train station",
  "aktion": "Opens a comparison of the three mentioned spots with hours, distance and booking links",
  "optionen": [
    "Color Factory details",
    "Sugar museum details",
    "Abandoned train station info"
  ],
  "haltbar_s": 600,
  "konfidenz": 0.62,
  "risiko": "If the museum texts back with approval within the next minute, the group may immediately return there and ignore this card; also, if they are just chatting and not actually deciding, the card is noise.",
  "grund": "They are stationary and explicitly brainstorming the next destination, so a silent comparison-and-book card is useful for the next several minutes."
}
glm-5.3-flashz-ai · reasoning effort low
Stayed silent
Silent14.0 s
The group is mid-brainstorm with no committed destination or pending task that survives the card latency; everything discussed is either self-resolving or too vague to act on.
Observation
[0:19:22] Speaker 1: 'see how like a sugar factory? There's also another...' and [0:19:33] Marlon: 'Bro, I heard there's a spot. It's a uh abandoned train station.' and [0:19:43] 'there's another factory called the Color Factory.'
Reasoning
The group is brainstorming possible next destinations while holed up in the dispensary, but no destination has been chosen or announced — these are half-formed ideas still under active discussion. The 'aufbruch' pre-filter likely fired on the earlier 'we gotta move' energy, but right now they are deliberately staying put ('we're not going though', waiting on the museum manager's approval via text). By the time a card becomes visible (10–30s after 20:00), the conversation will likely have moved on or resolved the choice themselves in well under a minute. Nothing here is a lasting, actionable need yet.
Considered and rejected
Color Factory info cardJust mentioned as one of several vague options; not chosen, no commitment, and they can look it up themselves instantly if picked.
Museum manager approval followupJason is already emailing/texting management himself and tracking it actively; a card would duplicate work in progress.
raw response
{
 "beobachtung": "[0:19:22] Speaker 1: 'see how like a sugar factory? There's also another...' and [0:19:33] Marlon: 'Bro, I heard there's a spot. It's a uh abandoned train station.' and [0:19:43] 'there's another factory called the Color Factory.'",
 "reasoning": "The group is brainstorming possible next destinations while holed up in the dispensary, but no destination has been chosen or announced — these are half-formed ideas still under active discussion. The 'aufbruch' pre-filter likely fired on the earlier 'we gotta move' energy, but right now they are deliberately staying put ('we're not going though', waiting on the museum manager's approval via text). By the time a card becomes visible (10–30s after 20:00), the conversation will likely have moved on or resolved the choice themselves in well under a minute. Nothing here is a lasting, actionable need yet.",
 "alternativen": [{"karte": "Color Factory info card", "verworfen_weil": "Just mentioned as one of several vague options; not chosen, no commitment, and they can look it up themselves instantly if picked."}, {"karte": "Museum manager approval followup", "verworfen_weil": "Jason is already emailing/texting management himself and tracking it actively; a card would duplicate work in progress."}],
 "karte": false,
 "grund": "The group is mid-brainstorm with no committed destination or pending task that survives the card latency; everything discussed is either self-resolving or too vague to act on."
}
gpt-5.6-lunaopenai · default
Assistant20:12
Choose Next Stop
Pick a destination and open directions.
Color FactorySugar FactoryAbandoned train station
Repeatplace7.4 s · visible 20:12 · claims 1800 s
The group has an unresolved, immediate destination decision with several concrete alternatives already mentioned.
Observation
At 19:33 Marlon said, "Bro, I heard there's a spot. It's a uh abandoned train station," and at 19:43 another speaker said, "There's another factory called the Color Factory."
Prediction
When visible, the group will still need to choose and navigate to a next destination, likely for the next 15 to 30 minutes.
Reasoning
They are regrouping and repeatedly asking what to do next, with no confirmed destination yet. The museum visit remains pending management approval, while several alternative places are being floated. The card will appear within about 30 seconds, before this longer-lasting planning need is likely resolved. Earlier, they were already trying to arrange approval and transportation after being removed from the museum.
Options on the card
Color FactorySugar FactoryAbandoned train station
Considered and rejected
Museum approval follow-upThey are already emailing or texting management, so another prompt would duplicate ongoing work.
Book transportationNo destination has been chosen, making a specific booking premature.
Risk
Annoying or wrong if museum management approves immediately or the group has already chosen another destination.
Confidence
0.82
raw response
{
  "beobachtung": "At 19:33 Marlon said, \"Bro, I heard there's a spot. It's a uh abandoned train station,\" and at 19:43 another speaker said, \"There's another factory called the Color Factory.\"",
  "vorhersage": "When visible, the group will still need to choose and navigate to a next destination, likely for the next 15 to 30 minutes.",
  "reasoning": "They are regrouping and repeatedly asking what to do next, with no confirmed destination yet. The museum visit remains pending management approval, while several alternative places are being floated. The card will appear within about 30 seconds, before this longer-lasting planning need is likely resolved. Earlier, they were already trying to arrange approval and transportation after being removed from the museum.",
  "alternativen": [
    {
      "karte": "Museum approval follow-up",
      "verworfen_weil": "They are already emailing or texting management, so another prompt would duplicate ongoing work."
    },
    {
      "karte": "Book transportation",
      "verworfen_weil": "No destination has been chosen, making a specific booking premature."
    }
  ],
  "karte": true,
  "kategorie": "place",
  "titel": "Choose Next Stop",
  "zeile": "Pick a destination and open directions.",
  "aktion": "Opens a map search for the selected destination.",
  "optionen": [
    "Color Factory",
    "Sugar Factory",
    "Abandoned train station"
  ],
  "haltbar_s": 1800,
  "konfidenz": 0.82,
  "risiko": "Annoying or wrong if museum management approves immediately or the group has already chosen another destination.",
  "grund": "The group has an unresolved, immediate destination decision with several concrete alternatives already mentioned."
}
gemini-3.8-flashgoogle · default
Stayed silent
Silent6.8 s
The group is taking a breather inside to drink smoothies while casually throwing out ideas without any decision yet.
Observation
[0:19:22] Speaker 1: 'well, they see how like a sugar factory? There's also another... Bro, I heard there's a spot. It's a abandoned train station... Listen, there's another factory called the Color Factory.'
Reasoning
The group just ducked into a shop to escape fans, ordered protein smoothies, and is casually brainstorming next stops. Nobody has agreed on a destination yet, nor has anyone decided to leave or requested transit. Any destination or transport card right now would be speculative and premature while they are resting inside.
Considered and rejected
Options: Color Factory vs Sugar Factory vs City Hall Subway StationPremature brainstorming; group is currently getting smoothies and waiting to see if Museum of Sex approves filming.
raw response
{"beobachtung": "[0:19:22] Speaker 1: 'well, they see how like a sugar factory? There's also another... Bro, I heard there's a spot. It's a abandoned train station... Listen, there's another factory called the Color Factory.'", "reasoning": "The group just ducked into a shop to escape fans, ordered protein smoothies, and is casually brainstorming next stops. Nobody has agreed on a destination yet, nor has anyone decided to leave or requested transit. Any destination or transport card right now would be speculative and premature while they are resting inside.", "alternativen": [{"karte": "Options: Color Factory vs Sugar Factory vs City Hall Subway Station", "verworfen_weil": "Premature brainstorming; group is currently getting smoothies and waiting to see if Museum of Sex approves filming."}], "karte": false, "grund": "The group is taking a breather inside to drink smoothies while casually throwing out ideas without any decision yet."}
gpt-5.6-solopenai · default
Assistant20:16
Check Color Factory
Verify tonight’s hours, tickets, and route before leaving.
View hoursGet directionsCheck tickets
In timeplace10.9 s · visible 20:16 · claims 300 s
need open 10:26 to 23:13, card visible 589 s in
A concrete destination now needs verification while the group is still deciding where to go.
Observation
[0:19:43] Speaker 1: “Listen, there's another factory called the Color Factory.”
Prediction
The group will need to verify and locate the Color Factory while choosing their next stop; this should remain relevant for several minutes.
Reasoning
They have repeatedly said they need a plan and are currently regrouping indoors, so choosing the next destination remains unresolved. The Color Factory is the first concrete alternative mentioned after discussing the uncertain museum approval. With the card appearing 10–30 seconds later, they will likely still be comparing options or waiting for smoothies. Earlier crowd pressure makes confirming the destination before stepping outside especially useful.
Options on the card
View hoursGet directionsCheck tickets
Considered and rejected
Abandoned station directionsThe location is unspecified and may involve unsafe or unauthorized access.
Book an Uber BlackThey have not chosen a destination, and someone can order a ride quickly once they do.
Risk
It would be unnecessary if museum management approves filming or the group immediately chooses another destination.
Confidence
0.84
raw response
{"beobachtung":"[0:19:43] Speaker 1: “Listen, there's another factory called the Color Factory.”","vorhersage":"The group will need to verify and locate the Color Factory while choosing their next stop; this should remain relevant for several minutes.","reasoning":"They have repeatedly said they need a plan and are currently regrouping indoors, so choosing the next destination remains unresolved. The Color Factory is the first concrete alternative mentioned after discussing the uncertain museum approval. With the card appearing 10–30 seconds later, they will likely still be comparing options or waiting for smoothies. Earlier crowd pressure makes confirming the destination before stepping outside especially useful.","alternativen":[{"karte":"Abandoned station directions","verworfen_weil":"The location is unspecified and may involve unsafe or unauthorized access."},{"karte":"Book an Uber Black","verworfen_weil":"They have not chosen a destination, and someone can order a ride quickly once they do."}],"karte":true,"kategorie":"place","titel":"Check Color Factory","zeile":"Verify tonight’s hours, tickets, and route before leaving.","aktion":"Opens the Color Factory’s official listing with current hours, directions, and ticket link.","optionen":["View hours","Get directions","Check tickets"],"haltbar_s":300,"konfidenz":0.84,"risiko":"It would be unnecessary if museum management approves filming or the group immediately chooses another destination.","grund":"A concrete destination now needs verification while the group is still deciding where to go."}
kimi-k3moonshotai · default
Assistant23:44
Ride out when ready
Uber Black from this shop; destination still open — Color Factory or Sugar Factory?
Color Factory [address]Sugar Factory [address]Pick destination in app
Too lateTransport219.5 s · visible 23:44 · claims 900 s
need closed 17:33, card 2 s after
They are actively planning a discreet departure with an undecided destination, and a pre-staged Uber Black card covers every branch of that decision.
Observation
[0:17:33] 'we could order Uber Black' and [0:17:25] 'We gotta reboot... Pick us up right here', plus the still-open destination debate at [0:19:43] 'there's another factory called the Color Factory' while they hide from fans in a shop
Prediction
At 20:10-20:30 they are still inside the shop finishing smoothies and arguing over the next spot; within roughly 5-15 minutes they need a discreet car out past the fans, so the ride-booking need persists well beyond the moment the card appears
Reasoning
The open thread right now is exactly 'how do we leave and where do we go': Uber Black was explicitly floated, and the destination (Color Factory vs Sugar Factory vs waiting on the museum callback) is still undecided at 19:45. Booking a ride is a multi-minute task, so a card landing 10-30 seconds from now arrives mid-decision, not after it. Earlier in the stream they failed to fit everyone into one taxi and got chased into this shop, so a pre-staged ride avoids another sidewalk scramble. Showing it later would be worse, because the useful window is precisely while they wait for the smoothies. Confidence is capped because someone said 'we got a system' and was texting a contact, so a pickup may already be in motion.
Options on the card
Color Factory [address]Sugar Factory [address]Pick destination in app
Considered and rejected
Color Factory info card (hours, tickets, map)Destination is not decided yet; the card is wasted if they pick the Sugar Factory or the museum calls back with approval
Follow-up card: museum manager callback pendingNot actionable by me; Jason is already waiting on the text and a bare reminder adds nothing
Risk
Annoying if their own pickup is already arranged via the text they sent, or if the museum calls back with approval and they simply walk back over
Confidence
0.55
raw response
{
 "beobachtung": "[0:17:33] 'we could order Uber Black' and [0:17:25] 'We gotta reboot... Pick us up right here', plus the still-open destination debate at [0:19:43] 'there's another factory called the Color Factory' while they hide from fans in a shop",
 "vorhersage": "At 20:10-20:30 they are still inside the shop finishing smoothies and arguing over the next spot; within roughly 5-15 minutes they need a discreet car out past the fans, so the ride-booking need persists well beyond the moment the card appears",
 "reasoning": "The open thread right now is exactly 'how do we leave and where do we go': Uber Black was explicitly floated, and the destination (Color Factory vs Sugar Factory vs waiting on the museum callback) is still undecided at 19:45. Booking a ride is a multi-minute task, so a card landing 10-30 seconds from now arrives mid-decision, not after it. Earlier in the stream they failed to fit everyone into one taxi and got chased into this shop, so a pre-staged ride avoids another sidewalk scramble. Showing it later would be worse, because the useful window is precisely while they wait for the smoothies. Confidence is capped because someone said 'we got a system' and was texting a contact, so a pickup may already be in motion.",
 "alternativen": [
  {"karte": "Color Factory info card (hours, tickets, map)", "verworfen_weil": "Destination is not decided yet; the card is wasted if they pick the Sugar Factory or the museum calls back with approval"},
  {"karte": "Follow-up card: museum manager callback pending", "verworfen_weil": "Not actionable by me; Jason is already waiting on the text and a bare reminder adds nothing"}
 ],
 "karte": true,
 "kategorie": "transport",
 "titel": "Ride out when ready",
 "zeile": "Uber Black from this shop; destination still open — Color Factory or Sugar Factory?",
 "aktion": "One tap opens Uber with pickup pinned at the shop and Uber Black preselected; destination set via the options",
 "optionen": ["Color Factory [address]", "Sugar Factory [address]", "Pick destination in app"],
 "haltbar_s": 900,
 "konfidenz": 0.55,
 "risiko": "Annoying if their own pickup is already arranged via the text they sent, or if the museum calls back with approval and they simply walk back over",
 "grund": "They are actively planning a discreet departure with an undecided destination, and a pre-staged Uber Black card covers every branch of that decision."
}