Proactivity

08:30
gate fired
Departure 0.72
08:15
model saw until
15 s transcript lag
needs open right now
none
coming up
Follow-upsat 09:07 placeat 10:26 Transportat 10:52

What the model saw

transcript up to 08:15 · last 90 s highlighted (gate window) · dimmed lines came after
05:23Marlonthat was fascinating
05:33Jason (?)Bro,
05:34MarlonOkay, we made it to the first floor. Dog, that was fucking like interesting, dog.
05:39Drew (?)That was interesting, bro.
05:41MarlonThat was dead ass interesting.
05:44Drew (?)Got the, ooh. Help Lacey? What happened?
05:48MarlonBro, fuck Lacey.
05:49Drew (?)Who the fuck is our cameraman? Where's YBG?
05:51MarlonWhere the fuck are they at?
05:53Drew (?)Refund?
05:55Drew (?)What happened?
05:59MarlonCheck his, let me, I'm gonna check his stream. Let me check his stream. Okay. Let's see what Lacey could possibly be needing help right now. Okay.
06:06Drew (?)Oh, nice. Remove 18 plus.
06:14Drew (?)What's he doing?
06:16MarlonWait, is he in the same coffee shop as us?
06:18Drew (?)Oh yeah, all the kids came too.
06:20MarlonAll right, all right.
06:21Drew (?)All right, do we
06:22MarlonLet me show you where he is.
06:23Drew (?)Where's, uh... Oh God.
06:29Drew (?)And I took pictures.
06:32MarlonAll right, you know where he's at? Table, table, table. Who is, who is... Table, table, table for good.
06:37Drew (?)I don't know if we should go. No, no, finally. It's just straight that way. Where is YBG? Five million away from me to join core.
06:45MarlonTo join core? Five million.
06:47Drew (?)Hold up, hold up. Mother, can I get a photo? Can I get a photo, please? Thank you so much.
06:54MarlonYou can sign my yogurt, please?
06:55Drew (?)Mother, mother.
06:56MarlonAll right, we gotta go, we gotta go, boys. All right, come on. Let me do it quick, let me do it quick.
07:02Drew (?)Yeah, where you at? Where you at?
07:03MarlonThank you, brother.
07:04Drew (?)Pull up on us.
07:06MarlonThank you, thank you.
07:08Drew (?)Uh, we just need a, we just need a cameraman.
07:16MarlonWhat?
07:19MarlonGot you, bro. Yes sir. All right, come on Jay, come on Jay.
07:22Drew (?)Oh, city girl.
07:24MarlonBro, that was kind of like fire though. I can see why he went there.
07:27Drew (?)Come on, bro.
07:28MarlonThat was like, it's kind of interesting.
07:29Drew (?)It's interesting. What you say?
07:31MarlonWhat you say? Seeing like, like the actual... We
07:34Drew (?)saw the world's first vibrator. Bro,
07:35MarlonBro, first ever.
07:39MarlonLike I wonder what woman that was, you know what I'm saying? First ever vibrator, dog.
07:45Drew (?)And it gets more interesting.
07:46MarlonWait, so what's what's on the floor above that one?
07:49Drew (?)It was like more more history.
07:51MarlonReally?
07:51Drew (?)Yeah, just about like, but like some freaky history.
07:55MarlonYeah, yeah.
07:55Drew (?)Marlon, can
07:56Jason (?)Marlon, can I get a picture?
07:58MarlonYeah, come on.
07:59Drew (?)Yeah
08:06MarlonYeah, then last one.
08:08Drew (?)Yo, Jason, can you take my phone? Can you unlock my phone?
08:11Speaker 1Yo, Marlon, can you
08:12Drew (?)unlock my phone?
08:12MarlonI can't, I can't. We gotta we gotta keep it moving, bro. I'm sorry, bro.
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.

Gate at 08:30

Fired on Departure at 0.72, threshold 0.6. 286 ms.
Announcement 0.40
trigger
0.89
substanz
0.40
Departure 0.72
trigger
0.72
substanz
0.79
Missing info 0.48
trigger
0.49
substanz
0.48
Task 0.10
trigger
0.62
substanz
0.10
Recording concern 0.07
signal
0.07
Doing it themselves 0.21
suppress
0.21

Model decisions

deepseek-v4.1-flashdeepseek · reasoning off
Assistant08:38
Next stop after museum
Pick where to head next before fans pile up
Next museum floorFood nearbyWalk and decide
Earlyplace2.6 s · visible 08:38 · claims 240 s
need opens 10:26, card 108 s before
They just left the museum with no stated next destination and are still deciding while walking.
Observation
[0:06:26] Marlon: "Oh we gotta move out right now." and [0:08:12] Marlon: "We gotta, we gotta keep it moving, bro." — the group is leaving the museum and being pulled in multiple directions by fans.
Prediction
The group will be on the sidewalk without a clear destination, needing to decide where to go next (next museum floor, food, or another spot) for at least several minutes while fans keep interrupting.
Reasoning
The pre-filter 'aufbruch' fired at 0.72 and the transcript confirms a departure in progress: they exited to the first floor, said goodbye, and are now outside dealing with photo requests. This is not a sub-30-second action — they are between locations with no stated next stop, which is exactly the kind of gap that lasts. The 10–30s card latency means by the time it shows they will still be walking and deciding. Earlier in the stream they were inside a museum; nothing in the transcript names the next destination, so a card offering next-stop options is useful now and would be stale once they commit.
Options on the card
Next museum floorFood nearbyWalk and decide
Considered and rejected
Fan photo queue managementHandling fans is a recurring, self-resolving social flow; a card would be noise and they are already managing it verbally.
Book next museum/attraction ticketNo specific next place is named yet, so booking would be premature and risk inventing details.
Risk
If the group already has a plan in mind or is just relocating a block away, the card is unnecessary and mildly annoying.
Confidence
0.62
raw response
{
  "beobachtung": "[0:06:26] Marlon: \"Oh we gotta move out right now.\" and [0:08:12] Marlon: \"We gotta, we gotta keep it moving, bro.\" — the group is leaving the museum and being pulled in multiple directions by fans.",
  "vorhersage": "The group will be on the sidewalk without a clear destination, needing to decide where to go next (next museum floor, food, or another spot) for at least several minutes while fans keep interrupting.",
  "reasoning": "The pre-filter 'aufbruch' fired at 0.72 and the transcript confirms a departure in progress: they exited to the first floor, said goodbye, and are now outside dealing with photo requests. This is not a sub-30-second action — they are between locations with no stated next stop, which is exactly the kind of gap that lasts. The 10–30s card latency means by the time it shows they will still be walking and deciding. Earlier in the stream they were inside a museum; nothing in the transcript names the next destination, so a card offering next-stop options is useful now and would be stale once they commit.",
  "alternativen": [
    {
      "karte": "Fan photo queue management",
      "verworfen_weil": "Handling fans is a recurring, self-resolving social flow; a card would be noise and they are already managing it verbally."
    },
    {
      "karte": "Book next museum/attraction ticket",
      "verworfen_weil": "No specific next place is named yet, so booking would be premature and risk inventing details."
    }
  ],
  "karte": true,
  "kategorie": "place",
  "titel": "Next stop after museum",
  "zeile": "Pick where to head next before fans pile up",
  "aktion": "Opens a short list of nearby next-stop options to choose from",
  "optionen": ["Next museum floor", "Food nearby", "Walk and decide"],
  "haltbar_s": 240,
  "konfidenz": 0.62,
  "risiko": "If the group already has a plan in mind or is just relocating a block away, the card is unnecessary and mildly annoying.",
  "grund": "They just left the museum with no stated next destination and are still deciding while walking."
}
glm-5.3-flashz-ai · reasoning effort low
Stayed silent
Silent12.9 s
The departure signal is real but there is no concrete destination or lasting need visible by the time a card would appear.
Observation
[0:06:26] Marlon: 'Oh we gotta move out right now' and [0:07:01] 'Yo, where you at, where you at?' — group left the museum and is navigating a crowd toward someone (Jay Lee?)
Reasoning
The aufbruch signal fits the departure from the museum, but the group has no stated destination, address, or booking — they are walking toward a person in the same area and asking bystanders where he is. By the time a card appears (10-30s after 08:30), they will either have found him or moved on to the next fan interaction, so any navigation card would likely be stale. Nothing in the transcript up to 08:15 establishes a concrete place to route to, and inventing one is not allowed.
Considered and rejected
Route to Jay Lee meeting pointNo location for Jay Lee was ever stated; a card with a placeholder destination would be useless and possibly wrong
Note museum visit for stream recapCleanup/idea capture is valid but not urgent; the group is mid-movement and no one asked to remember it
raw response
{
 "beobachtung": "[0:06:26] Marlon: 'Oh we gotta move out right now' and [0:07:01] 'Yo, where you at, where you at?' — group left the museum and is navigating a crowd toward someone (Jay Lee?)",
 "reasoning": "The aufbruch signal fits the departure from the museum, but the group has no stated destination, address, or booking — they are walking toward a person in the same area and asking bystanders where he is. By the time a card appears (10-30s after 08:30), they will either have found him or moved on to the next fan interaction, so any navigation card would likely be stale. Nothing in the transcript up to 08:15 establishes a concrete place to route to, and inventing one is not allowed.",
 "alternativen": [{"karte": "Route to Jay Lee meeting point", "verworfen_weil": "No location for Jay Lee was ever stated; a card with a placeholder destination would be useless and possibly wrong"}, {"karte": "Note museum visit for stream recap", "verworfen_weil": "Cleanup/idea capture is valid but not urgent; the group is mid-movement and no one asked to remember it"}],
 "karte": false,
 "grund": "The departure signal is real but there is no concrete destination or lasting need visible by the time a card would appear."
}
gpt-5.6-lunaopenai · default
Stayed silent
Silent4.0 s
The apparent departure need is immediate and already underway, with no persistent actionable request.
Observation
"Oh we gotta move out right now." [00:06:26]; "we gotta keep it moving" [00:08:12]
Reasoning
The group was told to leave and is already actively moving, so the immediate need is likely resolved within seconds. No next destination, meeting point, or transport request is stated. A card appearing 10–30 seconds later would risk interrupting their exit rather than helping with a durable need. Earlier confusion about locating people was handled verbally and also appears transient.
Considered and rejected
Find a regroup pointNo regroup location or separation problem is clearly established.
Plan next destinationThe transcript does not announce a destination or ask for route planning.
raw response
{
  "beobachtung": "\"Oh we gotta move out right now.\" [00:06:26]; \"we gotta keep it moving\" [00:08:12]",
  "reasoning": "The group was told to leave and is already actively moving, so the immediate need is likely resolved within seconds. No next destination, meeting point, or transport request is stated. A card appearing 10–30 seconds later would risk interrupting their exit rather than helping with a durable need. Earlier confusion about locating people was handled verbally and also appears transient.",
  "alternativen": [
    {
      "karte": "Find a regroup point",
      "verworfen_weil": "No regroup location or separation problem is clearly established."
    },
    {
      "karte": "Plan next destination",
      "verworfen_weil": "The transcript does not announce a destination or ask for route planning."
    }
  ],
  "karte": false,
  "grund": "The apparent departure need is immediate and already underway, with no persistent actionable request."
}
gemini-3.8-flashgoogle · default
Stayed silent
Silent10.4 s
Marlon is actively dodging fan requests while walking down the street, with no clear destination or logistical task requiring a card.
Observation
Marlon at 08:14 says 'I can't, I can't. We gotta, we gotta keep it moving, bro.' while being stopped by fans on the street.
Reasoning
The group exited the Museum of Sex around 05:30 and is currently walking down the street dealing with fans asking for photos. The pre-filter 'aufbruch' caught Marlon saying they need to keep moving, but this is a crowd-brushing interaction rather than a navigation or departure decision. There is no specific known destination, transit booking, or pending logistical task in the transcript.
Considered and rejected
Lacy's stream or location lookupNo location or meeting point was specified or requested, and Marlon already checked the stream on his own at 06:03.
raw response
{"beobachtung": "Marlon at 08:14 says 'I can't, I can't. We gotta, we gotta keep it moving, bro.' while being stopped by fans on the street.", "reasoning": "The group exited the Museum of Sex around 05:30 and is currently walking down the street dealing with fans asking for photos. The pre-filter 'aufbruch' caught Marlon saying they need to keep moving, but this is a crowd-brushing interaction rather than a navigation or departure decision. There is no specific known destination, transit booking, or pending logistical task in the transcript.", "alternativen": [{"karte": "Lacy's stream or location lookup", "verworfen_weil": "No location or meeting point was specified or requested, and Marlon already checked the stream on his own at 06:03."}], "karte": false, "grund": "Marlon is actively dodging fan requests while walking down the street, with no clear destination or logistical task requiring a card."}
gpt-5.6-solopenai · default
Stayed silent
Silent5.1 s
Their immediate departure is already in progress, and there is no unresolved lasting need.
Observation
[0:08:12] Marlon: “We gotta, we gotta keep it moving, bro.”
Reasoning
The group is already leaving, so the departure need is being handled without assistance. No destination, route, or transport request has been stated. With the 10–30 second display latency, a movement prompt would arrive after they are underway and would only distract them. Earlier, they also established the direction verbally and repeatedly urged everyone to move.
Considered and rejected
Open directionsNo destination was named.
Venue recording permission follow-upThey have left and did not express an intent to return or contact the office.
raw response
{"beobachtung":"[0:08:12] Marlon: “We gotta, we gotta keep it moving, bro.”","reasoning":"The group is already leaving, so the departure need is being handled without assistance. No destination, route, or transport request has been stated. With the 10–30 second display latency, a movement prompt would arrive after they are underway and would only distract them. Earlier, they also established the direction verbally and repeatedly urged everyone to move.","alternativen":[{"karte":"Open directions","verworfen_weil":"No destination was named."},{"karte":"Venue recording permission follow-up","verworfen_weil":"They have left and did not express an intent to return or contact the office."}],"karte":false,"grund":"Their immediate departure is already in progress, and there is no unresolved lasting need."}
kimi-k3moonshotai · default
Assistant09:20
Regroup with Lacy
Lacy/YBG split off — share your live location or navigate to their pin: [location message]
Share live locationNavigate to Lacy's pinCall Lacy
EarlyTransport45.4 s · visible 09:20 · claims 240 s
need opens 10:52, card 92 s before
The group is mid-departure with an active, minutes-long open loop of finding Lacy and YBG, so a one-tap location share/navigate card is useful for the next few minutes.
Observation
[0:05:41] Speaker 1: 'Help Lacey? ... Where's YBG? Where the fuck are they at?' · [0:06:26] Marlon: 'Oh we gotta move out right now.' · [0:07:01] Speaker 1: 'Yo, where you at, where you at? Pull up on us.'
Prediction
When the card appears (~08:40–09:00) the group is outside the museum, slowed by fans asking for photos, still trying to regroup with Lacy and cameraman YBG. The open loop has already run 2+ minutes (06:03 → 07:01) and will likely persist another 2–4 minutes until they physically reunite.
Reasoning
The 'aufbruch' signal is real: staff told them to leave at 04:06 and they have been exiting since, but the actual unresolved need is not the departure itself, it is the regroup with Lacy/YBG, which has been asked about repeatedly across minutes. Now is the right moment because the coordination is active and unfinished; later it is moot once they meet. Latency is the main threat: with 15s transcript lag plus 10–30s display delay they could reunite before the card shows, but the fan swarm ('we gotta keep it moving') makes a slow regroup more likely. Earlier context confirms Lacy is separated (chat flagged 'Help Lacey', Marlon checked his stream) and someone gave only a vague 'straight that way' direction, so a location-sharing aid adds real value.
Options on the card
Share live locationNavigate to Lacy's pinCall Lacy
Considered and rejected
Next stop after the museumNo destination was announced anywhere in the transcript; showing one would invent a plan.
Save clip idea: world's first vibrator segmentNobody asked to note or clip anything; Marlon's commentary is not a request to me.
Risk
Wrong if they already reunited in the last 15 seconds, or if Lacy is already walking to them and knows the way — then it is stale noise during a chaotic fan moment.
Confidence
0.55
raw response
{
 "beobachtung": "[0:05:41] Speaker 1: 'Help Lacey? ... Where's YBG? Where the fuck are they at?' · [0:06:26] Marlon: 'Oh we gotta move out right now.' · [0:07:01] Speaker 1: 'Yo, where you at, where you at? Pull up on us.'",
 "vorhersage": "When the card appears (~08:40–09:00) the group is outside the museum, slowed by fans asking for photos, still trying to regroup with Lacy and cameraman YBG. The open loop has already run 2+ minutes (06:03 → 07:01) and will likely persist another 2–4 minutes until they physically reunite.",
 "reasoning": "The 'aufbruch' signal is real: staff told them to leave at 04:06 and they have been exiting since, but the actual unresolved need is not the departure itself, it is the regroup with Lacy/YBG, which has been asked about repeatedly across minutes. Now is the right moment because the coordination is active and unfinished; later it is moot once they meet. Latency is the main threat: with 15s transcript lag plus 10–30s display delay they could reunite before the card shows, but the fan swarm ('we gotta keep it moving') makes a slow regroup more likely. Earlier context confirms Lacy is separated (chat flagged 'Help Lacey', Marlon checked his stream) and someone gave only a vague 'straight that way' direction, so a location-sharing aid adds real value.",
 "alternativen": [{"karte": "Next stop after the museum", "verworfen_weil": "No destination was announced anywhere in the transcript; showing one would invent a plan."}, {"karte": "Save clip idea: world's first vibrator segment", "verworfen_weil": "Nobody asked to note or clip anything; Marlon's commentary is not a request to me."}],
 "karte": true,
 "kategorie": "transport",
 "titel": "Regroup with Lacy",
 "zeile": "Lacy/YBG split off — share your live location or navigate to their pin: [location message]",
 "aktion": "Opens live-location sharing to Lacy in the group chat; secondary option starts walking navigation to Lacy's shared pin.",
 "optionen": ["Share live location", "Navigate to Lacy's pin", "Call Lacy"],
 "haltbar_s": 240,
 "konfidenz": 0.55,
 "risiko": "Wrong if they already reunited in the last 15 seconds, or if Lacy is already walking to them and knows the way — then it is stale noise during a chaotic fan moment.",
 "grund": "The group is mid-departure with an active, minutes-long open loop of finding Lacy and YBG, so a one-tap location share/navigate card is useful for the next few minutes."
}