Proactivity

09:30
gate fired
Departure 0.71
09:15
model saw until
15 s transcript lag
needs open right now
Follow-upssince 09:07
coming up
placeat 10:26 Transportat 10:52

What the model saw

transcript up to 09:15 · last 90 s highlighted (gate window) · dimmed lines came after
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.
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...

Gate at 09:30

Fired on Departure at 0.71, threshold 0.6. 271 ms.
Announcement 0.58
trigger
0.86
substanz
0.58
Departure 0.71
trigger
0.71
substanz
0.83
Missing info 0.52
trigger
0.52
substanz
0.68
Task 0.33
trigger
0.73
substanz
0.33
Recording concern 0.09
signal
0.09
Doing it themselves 0.30
suppress
0.30

Model decisions

deepseek-v4.1-flashdeepseek · reasoning off
Assistant09:43
Museum manager callback
Call venue manager about promo / getting back in
Save contact placeholderDraft callback noteRemind in 30 min
In timeFollow-ups7.6 s · visible 09:43 · claims 600 s
need open 09:07 to 28:16, card visible 35 s in
The group explicitly floated calling the museum manager for promo right after being kicked out, a follow-up need that will outlast the card latency.
Observation
[0:09:07] Speaker 1: "Maybe we call the place and be like..." / [0:09:10] Marlon: "Yeah. I mean, what if we talk to like the manager? Yes, but you should. That's great promo."
Prediction
The group has just been kicked out of the museum and is walking away; the idea of calling the venue/manager to get back in or arrange promo will still be unresolved when the card appears, and will persist for several minutes while they walk and take fan photos.
Reasoning
The pre-filter 'aufbruch' fired, but the transcript shows the group is not simply departing — they are actively brainstorming a follow-up with the museum manager after being kicked out. This is a concrete, announced idea ('call the place', 'talk to the manager', 'great promo') that will not be finished in under 30 seconds and is exactly the kind of booking/followup that benefits from being captured. The latency of 10–30 seconds means the card will appear while they are still walking and likely still discussing it, so the need will still exist. Earlier in the stream they were inside the museum and got removed, so the contact info is not yet in hand and a placeholder card is appropriate.
Options on the card
Save contact placeholderDraft callback noteRemind in 30 min
Considered and rejected
Note the museum as a future segment ideaToo passive; the group is already discussing a concrete action (calling the manager), so a followup card is more useful.
Find nearby food/coffeeNo mention of hunger or a break in the transcript; not a current need.
Risk
If the group drops the idea immediately or the museum is not worth pursuing, the card is noise; also if they already have the manager's contact, the placeholder is redundant.
Confidence
0.72
raw response
{
  "beobachtung": "[0:09:07] Speaker 1: \"Maybe we call the place and be like...\" / [0:09:10] Marlon: \"Yeah. I mean, what if we talk to like the manager? Yes, but you should. That's great promo.\"",
  "vorhersage": "The group has just been kicked out of the museum and is walking away; the idea of calling the venue/manager to get back in or arrange promo will still be unresolved when the card appears, and will persist for several minutes while they walk and take fan photos.",
  "reasoning": "The pre-filter 'aufbruch' fired, but the transcript shows the group is not simply departing — they are actively brainstorming a follow-up with the museum manager after being kicked out. This is a concrete, announced idea ('call the place', 'talk to the manager', 'great promo') that will not be finished in under 30 seconds and is exactly the kind of booking/followup that benefits from being captured. The latency of 10–30 seconds means the card will appear while they are still walking and likely still discussing it, so the need will still exist. Earlier in the stream they were inside the museum and got removed, so the contact info is not yet in hand and a placeholder card is appropriate.",
  "alternativen": [
    {
      "karte": "Note the museum as a future segment idea",
      "verworfen_weil": "Too passive; the group is already discussing a concrete action (calling the manager), so a followup card is more useful."
    },
    {
      "karte": "Find nearby food/coffee",
      "verworfen_weil": "No mention of hunger or a break in the transcript; not a current need."
    }
  ],
  "karte": true,
  "kategorie": "followup",
  "titel": "Museum manager callback",
  "zeile": "Call venue manager about promo / getting back in",
  "aktion": "Opens a note with the museum follow-up idea and a placeholder for the venue contact.",
  "optionen": [
    "Save contact placeholder",
    "Draft callback note",
    "Remind in 30 min"
  ],
  "haltbar_s": 600,
  "konfidenz": 0.72,
  "risiko": "If the group drops the idea immediately or the museum is not worth pursuing, the card is noise; also if they already have the manager's contact, the placeholder is redundant.",
  "grund": "The group explicitly floated calling the museum manager for promo right after being kicked out, a follow-up need that will outlast the card latency."
}
glm-5.3-flashz-ai · reasoning effort low
Assistant10:05
Call museum manager
Kicked out — manager call could get re-entry or promo deal
Call nowSave for laterDismiss
In timeFollow-ups30.2 s · visible 10:05 · claims 900 s
need open 09:07 to 28:16, card visible 58 s in
An unresolved, actionable idea (call the manager after being kicked out) was voiced by multiple people and will still be pending when the card becomes visible.
Observation
[0:09:07] Speaker 1: "Oh my god. Maybe we call the place and be like..." [0:09:10] Marlon: "Yeah. I mean, what if we talk to like the manager? Yes, but you should. That's great promo." [0:09:14] Unknown: "Yeah. Bro, it's literally an educational museum. You wanna try?"
Prediction
The group was kicked out of the museum mid-stream and just realized contacting the manager could get them back in or set up a collab. When the card appears (~09:40-09:45) they will be walking to the next spot with a lull, and the idea of calling the manager will still be unresolved and worth acting on.
Reasoning
The idea surfaced right at the transcript edge (09:07-09:14) and nobody booked it or wrote it down; it's exactly the kind of thing lost in stream chaos. The 'aufbruch' pre-filter fired, but the departure already happened minutes ago — what remains is the followup, not the leaving. Latency works in our favor here: by 09:40 the fan-photo chaos will have died down and a quiet walking moment is the natural time to place the call. Nothing in the transcript shows anyone actually dialing or saving the idea, so the need persists.
Options on the card
Call nowSave for laterDismiss
Considered and rejected
Navigate to next locationNo destination was named after leaving; inventing one would be a guess.
Note: museum segment lostMarlon already vented about it to chat; pure cleanup, no action attached.
Risk
If they already dropped the idea or are mid-fan-interaction when the card lands, it's noise; also the museum explicitly objected to streaming, so a call may go nowhere.
Confidence
0.72
raw response
{
 "beobachtung": "[0:09:07] Speaker 1: \"Oh my god. Maybe we call the place and be like...\" [0:09:10] Marlon: \"Yeah. I mean, what if we talk to like the manager? Yes, but you should. That's great promo.\" [0:09:14] Unknown: \"Yeah. Bro, it's literally an educational museum. You wanna try?\"",
 "vorhersage": "The group was kicked out of the museum mid-stream and just realized contacting the manager could get them back in or set up a collab. When the card appears (~09:40-09:45) they will be walking to the next spot with a lull, and the idea of calling the manager will still be unresolved and worth acting on.",
 "reasoning": "The idea surfaced right at the transcript edge (09:07-09:14) and nobody booked it or wrote it down; it's exactly the kind of thing lost in stream chaos. The 'aufbruch' pre-filter fired, but the departure already happened minutes ago — what remains is the followup, not the leaving. Latency works in our favor here: by 09:40 the fan-photo chaos will have died down and a quiet walking moment is the natural time to place the call. Nothing in the transcript shows anyone actually dialing or saving the idea, so the need persists.",
 "alternativen": [{"karte": "Navigate to next location", "verworfen_weil": "No destination was named after leaving; inventing one would be a guess."}, {"karte": "Note: museum segment lost", "verworfen_weil": "Marlon already vented about it to chat; pure cleanup, no action attached."}],
 "karte": true,
 "kategorie": "followup",
 "titel": "Call museum manager",
 "zeile": "Kicked out — manager call could get re-entry or promo deal",
 "aktion": "Opens dialer with museum number placeholder",
 "optionen": ["Call now", "Save for later", "Dismiss"],
 "haltbar_s": 900,
 "konfidenz": 0.72,
 "risiko": "If they already dropped the idea or are mid-fan-interaction when the card lands, it's noise; also the museum explicitly objected to streaming, so a call may go nowhere.",
 "grund": "An unresolved, actionable idea (call the manager after being kicked out) was voiced by multiple people and will still be pending when the card becomes visible."
}
gpt-5.6-lunaopenai · default
Assistant09:43
Ask Museum Manager
Try to regain filming permission before leaving
Call venue managerFind venue contactMove on
In timeFollow-ups8.2 s · visible 09:43 · claims 240 s
need open 09:07 to 28:16, card visible 36 s in
The group is actively discussing contacting management after being removed from a segment they want to continue.
Observation
At 09:07 Marlon said, "they just sold off a great segment," followed by discussion at 09:10 of calling the place and talking to the manager.
Prediction
When the card appears, they will still be deciding whether to contact the venue for permission to return or continue elsewhere; this may matter for several minutes.
Reasoning
The group was removed despite enjoying the museum and is actively considering contacting management. This need is more durable than the earlier requests for photos or quick movement. The 10-to-30-second card latency should still land while they are discussing the manager. Earlier context confirms that filming restrictions, not lack of interest, ended the segment.
Options on the card
Call venue managerFind venue contactMove on
Considered and rejected
Save museum segment ideaThe immediate need is resolving filming access, while capturing the idea can wait.
Find next destinationThey are still considering returning, so routing elsewhere would be premature.
Risk
This would be annoying if management has already refused, the group has left, or they decide to move on before the card appears.
Confidence
0.87
raw response
{
  "beobachtung": "At 09:07 Marlon said, \"they just sold off a great segment,\" followed by discussion at 09:10 of calling the place and talking to the manager.",
  "vorhersage": "When the card appears, they will still be deciding whether to contact the venue for permission to return or continue elsewhere; this may matter for several minutes.",
  "reasoning": "The group was removed despite enjoying the museum and is actively considering contacting management. This need is more durable than the earlier requests for photos or quick movement. The 10-to-30-second card latency should still land while they are discussing the manager. Earlier context confirms that filming restrictions, not lack of interest, ended the segment.",
  "alternativen": [
    {
      "karte": "Save museum segment idea",
      "verworfen_weil": "The immediate need is resolving filming access, while capturing the idea can wait."
    },
    {
      "karte": "Find next destination",
      "verworfen_weil": "They are still considering returning, so routing elsewhere would be premature."
    }
  ],
  "karte": true,
  "kategorie": "followup",
  "titel": "Ask Museum Manager",
  "zeile": "Try to regain filming permission before leaving",
  "aktion": "Open venue contact options",
  "optionen": [
    "Call venue manager",
    "Find venue contact",
    "Move on"
  ],
  "haltbar_s": 240,
  "konfidenz": 0.87,
  "risiko": "This would be annoying if management has already refused, the group has left, or they decide to move on before the card appears.",
  "grund": "The group is actively discussing contacting management after being removed from a segment they want to continue."
}
gemini-3.8-flashgoogle · default
Stayed silent
Silent8.8 s
The group is chatting with Lacey outside debating whether to contact management, with no decided destination or action yet.
Observation
Marlon and Jason discuss calling the museum manager after getting kicked out: 'Maybe we call the place and be like... What if we talk to like the manager? [...] You wanna try? But like...' [0:09:07 - 0:09:14]
Reasoning
The 'aufbruch' signal was likely a delayed trigger from Marlon telling fans 'we gotta go' around 06:30 while exiting. Outside on the sidewalk, the group is casually debriefing with Lacey about getting kicked out and wondering out loud if it's worth contacting management. They haven't decided on a destination or committed to calling the venue yet, so providing venue contacts or transport options right now would be intrusive speculation.
Considered and rejected
Museum of Sex contact infoThey are only musing about calling management ('You wanna try? But like...') rather than making an active decision to call.
Transport / next destinationThe group just reunited with Lacey on the sidewalk and has not announced where they want to go next.
raw response
{"beobachtung": "Marlon and Jason discuss calling the museum manager after getting kicked out: 'Maybe we call the place and be like... What if we talk to like the manager? [...] You wanna try? But like...' [0:09:07 - 0:09:14]", "reasoning": "The 'aufbruch' signal was likely a delayed trigger from Marlon telling fans 'we gotta go' around 06:30 while exiting. Outside on the sidewalk, the group is casually debriefing with Lacey about getting kicked out and wondering out loud if it's worth contacting management. They haven't decided on a destination or committed to calling the venue yet, so providing venue contacts or transport options right now would be intrusive speculation.", "alternativen": [{"karte": "Museum of Sex contact info", "verworfen_weil": "They are only musing about calling management ('You wanna try? But like...') rather than making an active decision to call."}, {"karte": "Transport / next destination", "verworfen_weil": "The group just reunited with Lacey on the sidewalk and has not announced where they want to go next."}], "karte": false, "grund": "The group is chatting with Lacey outside debating whether to contact management, with no decided destination or action yet."}
gpt-5.6-solopenai · default
Assistant09:45
Request Filming Permission
Contact the museum office about returning to film.
Open contact pageDraft permission requestSave for later
In timeFollow-ups10.3 s · visible 09:45 · claims 14400 s
need open 09:07 to 28:16, card visible 38 s in
The group wants to return, and staff specifically directed content requests to the office.
Observation
[0:09:07] Speaker 1: “Maybe we call the place...” [0:09:10] Marlon: “What if we talk to like the manager?”
Prediction
They will need the museum’s official contact channel to request filming permission, a need likely lasting through today.
Reasoning
They were explicitly told earlier to contact the office if they wanted to make content, and now they are considering speaking with management. Permission is unlikely to be resolved within the card’s 10–30 second latency, so the need should remain relevant. Showing it now helps preserve the follow-up while they are leaving and handling fans. The earlier instruction from staff makes an official contact page more useful than an improvised call.
Options on the card
Open contact pageDraft permission requestSave for later
Considered and rejected
Directions to the next stopNo next destination has been named.
Museum filming reminderThey already understand that streaming requires permission.
Risk
It would be unnecessary if someone has already contacted management or they abandon the segment.
Confidence
0.88
raw response
{"beobachtung":"[0:09:07] Speaker 1: “Maybe we call the place...” [0:09:10] Marlon: “What if we talk to like the manager?”","vorhersage":"They will need the museum’s official contact channel to request filming permission, a need likely lasting through today.","reasoning":"They were explicitly told earlier to contact the office if they wanted to make content, and now they are considering speaking with management. Permission is unlikely to be resolved within the card’s 10–30 second latency, so the need should remain relevant. Showing it now helps preserve the follow-up while they are leaving and handling fans. The earlier instruction from staff makes an official contact page more useful than an improvised call.","alternativen":[{"karte":"Directions to the next stop","verworfen_weil":"No next destination has been named."},{"karte":"Museum filming reminder","verworfen_weil":"They already understand that streaming requires permission."}],"karte":true,"kategorie":"followup","titel":"Request Filming Permission","zeile":"Contact the museum office about returning to film.","aktion":"Open the museum’s official contact page.","optionen":["Open contact page","Draft permission request","Save for later"],"haltbar_s":14400,"konfidenz":0.88,"risiko":"It would be unnecessary if someone has already contacted management or they abandon the segment.","grund":"The group wants to return, and staff specifically directed content requests to the office."}
kimi-k3moonshotai · default
Assistant12:56
Call museum about filming permission
Staff said contact their office — call now, or save the idea for later?
Call office nowSave note for laterDismiss
In timeFollow-ups200.6 s · visible 12:56 · claims 900 s
need open 09:07 to 28:16, card visible 228 s in
They were just kicked out, were explicitly told to contact the office, and are right now debating calling the manager — a call-or-save card matches that open decision.
Observation
[0:09:07] Speaker 1: 'Maybe we call the place and be like...' / [0:09:10] Marlon: 'what if we talk to like the manager? Yes, but you should. That's great promo.' — plus earlier [0:04:29] staff: 'you can reach out to our office' after kicking them out.
Prediction
When the card appears (~09:40–10:00) the group will still be chewing on whether to call the museum's office/manager about filming permission, or will have deferred it — either way a call-now-or-save-note option stays relevant for many minutes.
Reasoning
They were kicked out ~5 minutes ago, openly regret losing a 'great segment', and are actively debating calling the manager right now, so the decision window is open and unlikely to close within 30 seconds since it involves looking up a number and a business call. The staff explicitly invited them to contact the office, which makes this a concrete followup rather than idle talk. Latency of 10–30s is safe: even if they postpone the call, the 'save note' option keeps the card useful. The pre-filter's 'aufbruch' refers to the earlier exit; no new destination was announced, so transport is not the live need. Waiting longer risks missing the moment where Marlon would actually dial.
Options on the card
Call office nowSave note for laterDismiss
Considered and rejected
Directions to Lacy / missing cameramanThat confusion was at ~06:00, three minutes stale, and the group appears regrouped and moving together now
Note card: clip ideas from the museumThe segment already happened; the actionable open item is the permission followup, not capturing past content
Risk
Annoying if they drop the idea in the next 30 seconds or if Marlon doesn't want a business call live on stream; then it reads as pushy.
Confidence
0.60
raw response
{
 "beobachtung": "[0:09:07] Speaker 1: 'Maybe we call the place and be like...' / [0:09:10] Marlon: 'what if we talk to like the manager? Yes, but you should. That's great promo.' — plus earlier [0:04:29] staff: 'you can reach out to our office' after kicking them out.",
 "vorhersage": "When the card appears (~09:40–10:00) the group will still be chewing on whether to call the museum's office/manager about filming permission, or will have deferred it — either way a call-now-or-save-note option stays relevant for many minutes.",
 "reasoning": "They were kicked out ~5 minutes ago, openly regret losing a 'great segment', and are actively debating calling the manager right now, so the decision window is open and unlikely to close within 30 seconds since it involves looking up a number and a business call. The staff explicitly invited them to contact the office, which makes this a concrete followup rather than idle talk. Latency of 10–30s is safe: even if they postpone the call, the 'save note' option keeps the card useful. The pre-filter's 'aufbruch' refers to the earlier exit; no new destination was announced, so transport is not the live need. Waiting longer risks missing the moment where Marlon would actually dial.",
 "alternativen": [{"karte": "Directions to Lacy / missing cameraman", "verworfen_weil": "That confusion was at ~06:00, three minutes stale, and the group appears regrouped and moving together now"}, {"karte": "Note card: clip ideas from the museum", "verworfen_weil": "The segment already happened; the actionable open item is the permission followup, not capturing past content"}],
 "karte": true,
 "kategorie": "followup",
 "titel": "Call museum about filming permission",
 "zeile": "Staff said contact their office — call now, or save the idea for later?",
 "aktion": "Single tap looks up the museum's office number via web and opens the dialer ready to call.",
 "optionen": ["Call office now", "Save note for later", "Dismiss"],
 "haltbar_s": 900,
 "konfidenz": 0.6,
 "risiko": "Annoying if they drop the idea in the next 30 seconds or if Marlon doesn't want a business call live on stream; then it reads as pushy.",
 "grund": "They were just kicked out, were explicitly told to contact the office, and are right now debating calling the manager — a call-or-save card matches that open decision."
}