Proactivity

07:30
gate fired
Departure 0.78
07:15
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 07:15 · last 90 s highlighted (gate window) · dimmed lines came after
04:19Speaker 6no. Unfortunately,
04:22Drew (?)Oh, there's no chair, there's no chair. I'm looking for
04:24Speaker 6I thought we
04:24Marloncould record, but not
04:25Speaker 6record like
04:27Drew (?)Wait, wait, wait, YouTube videos now? Okay, it's fine. Is it not... no...
04:33Drew (?)Ah, okay. Okay. Okay, okay, we'll be on our own. On our own. All right. Very interesting uh area. Just... we're trying to educate.
04:48Drew (?)I feel like...
04:59Drew (?)Yeah, bro. Probably.
05:07Drew (?)Yeah, man. I, I, yeah, I was educated.
05:10MarlonThat was very educational.
05:12Drew (?)I was more, I was more fascinated than anything.
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.

Gate at 07:30

Fired on Departure at 0.78, threshold 0.6. 194 ms.
Announcement 0.34
trigger
0.34
substanz
0.72
Departure 0.78
trigger
0.86
substanz
0.78
Missing info 0.56
trigger
0.56
substanz
0.65
Task 0.13
trigger
0.59
substanz
0.13
Recording concern 0.06
signal
0.06
Doing it themselves 0.23
suppress
0.23

Model decisions

deepseek-v4.1-flashdeepseek · reasoning off
Assistant07:46
Regroup with Lacy and YBG
Find Lacy and cameraman before next stop
Share my live locationMessage LacyMessage YBG
EarlyFollow-ups10.8 s · visible 07:46 · claims 300 s
need opens 09:07, card 81 s before
The group is splitting up and moving out, so a quick coordination card helps them regroup before the next segment.
Observation
[0:06:26] Marlon: "Oh we gotta move out right now." and [0:06:56] "Alright, we gotta go, we gotta go boys."
Prediction
The group is leaving the museum and needs to regroup with Lacy and the cameraman (YBG), who are separated; this coordination need will persist for at least several minutes while they navigate and meet up.
Reasoning
The pre-filter 'aufbruch' fired correctly: Marlon explicitly says they have to move out right now and repeats 'we gotta go' at 0:06:56. Earlier at 0:05:41 chat asked 'Help Lacey?' and 'Where's YBG?', and Marlon checked Lacy's stream at 0:06:03, confirming the group is split. The transcript lags 15 seconds, so by the time a card appears they will be mid-move and still needing to locate Lacy and the cameraman. This is a coordination need lasting minutes, not a sub-30-second task, so a card is warranted.
Options on the card
Share my live locationMessage LacyMessage YBG
Considered and rejected
Note the museum as a content ideaThey already finished the museum visit and are leaving; capturing it now is low value and they are mid-move.
Book a ride to next stopNo destination is stated yet; inventing one would violate the no-invention rule.
Risk
If Lacy and YBG rejoin within seconds or Marlon already knows exactly where they are, the card is redundant and clutters the screen.
Confidence
0.72
raw response
{
  "beobachtung": "[0:06:26] Marlon: \"Oh we gotta move out right now.\" and [0:06:56] \"Alright, we gotta go, we gotta go boys.\"",
  "vorhersage": "The group is leaving the museum and needs to regroup with Lacy and the cameraman (YBG), who are separated; this coordination need will persist for at least several minutes while they navigate and meet up.",
  "reasoning": "The pre-filter 'aufbruch' fired correctly: Marlon explicitly says they have to move out right now and repeats 'we gotta go' at 0:06:56. Earlier at 0:05:41 chat asked 'Help Lacey?' and 'Where's YBG?', and Marlon checked Lacy's stream at 0:06:03, confirming the group is split. The transcript lags 15 seconds, so by the time a card appears they will be mid-move and still needing to locate Lacy and the cameraman. This is a coordination need lasting minutes, not a sub-30-second task, so a card is warranted.",
  "alternativen": [
    {"karte": "Note the museum as a content idea", "verworfen_weil": "They already finished the museum visit and are leaving; capturing it now is low value and they are mid-move."},
    {"karte": "Book a ride to next stop", "verworfen_weil": "No destination is stated yet; inventing one would violate the no-invention rule."}
  ],
  "karte": true,
  "kategorie": "followup",
  "titel": "Regroup with Lacy and YBG",
  "zeile": "Find Lacy and cameraman before next stop",
  "aktion": "Opens a map pin or message thread to coordinate the meetup",
  "optionen": ["Share my live location", "Message Lacy", "Message YBG"],
  "haltbar_s": 300,
  "konfidenz": 0.72,
  "risiko": "If Lacy and YBG rejoin within seconds or Marlon already knows exactly where they are, the card is redundant and clutters the screen.",
  "grund": "The group is splitting up and moving out, so a quick coordination card helps them regroup before the next segment."
}
glm-5.3-flashz-ai · reasoning effort low
Assistant07:51
Navigate to meetup point
Find where Jay Lee is waiting
Open walking directionsShare pin with Lacy and JasonMessage Jay Lee for location
No labelled needTransport15.9 s · visible 07:51 · claims 240 s
They are actively departing to find someone whose location is uncertain, so a navigation card will still be relevant when it appears.
Observation
[0:06:26] Marlon: "Oh we gotta move out right now"; [0:06:31] "do you know where he's at? ... It's just straight that way"; [0:07:01] "Yo, where you at, where you at?"
Prediction
Group is hurrying out of the museum to meet someone (Jay Lee / cameraman) whose exact location is unclear; a navigation card to the meeting point stays useful for a few minutes while they walk.
Reasoning
The aufbruch signal fits: they were told to leave the venue and are now rushing to rendezvous with someone. Marlon twice asks where the person is, so a map card with the meeting point is genuinely useful when it appears 10-30s from now, as they will still be walking and orienting. I must not invent an address, so the card uses a placeholder and offers to open navigation. Earlier stream context shows they rely on Marlon checking streams/locations, so a quick locate-assist fits their workflow.
Options on the card
Open walking directionsShare pin with Lacy and JasonMessage Jay Lee for location
Considered and rejected
Note museum visit for recapCapturing the museum bit is a nice-to-have idea, not an active need during a rushed departure
Remind: no streaming insideThey already left the venue; the rule no longer applies
Risk
Wrong if they already know the way or the meetup is cancelled; a map ping during a fast-moving crowd moment could be ignored or annoying.
Confidence
0.60
raw response
{
 "beobachtung": "[0:06:26] Marlon: \"Oh we gotta move out right now\"; [0:06:31] \"do you know where he's at? ... It's just straight that way\"; [0:07:01] \"Yo, where you at, where you at?\"",
 "vorhersage": "Group is hurrying out of the museum to meet someone (Jay Lee / cameraman) whose exact location is unclear; a navigation card to the meeting point stays useful for a few minutes while they walk.",
 "reasoning": "The aufbruch signal fits: they were told to leave the venue and are now rushing to rendezvous with someone. Marlon twice asks where the person is, so a map card with the meeting point is genuinely useful when it appears 10-30s from now, as they will still be walking and orienting. I must not invent an address, so the card uses a placeholder and offers to open navigation. Earlier stream context shows they rely on Marlon checking streams/locations, so a quick locate-assist fits their workflow.",
 "alternativen": [{"karte": "Note museum visit for recap", "verworfen_weil": "Capturing the museum bit is a nice-to-have idea, not an active need during a rushed departure"}, {"karte": "Remind: no streaming inside", "verworfen_weil": "They already left the venue; the rule no longer applies"}],
 "karte": true,
 "kategorie": "transport",
 "titel": "Navigate to meetup point",
 "zeile": "Find where Jay Lee is waiting",
 "aktion": "Opens maps with a pin at [meeting point] and starts walking directions",
 "optionen": ["Open walking directions", "Share pin with Lacy and Jason", "Message Jay Lee for location"],
 "haltbar_s": 240,
 "konfidenz": 0.6,
 "risiko": "Wrong if they already know the way or the meetup is cancelled; a map ping during a fast-moving crowd moment could be ignored or annoying.",
 "grund": "They are actively departing to find someone whose location is uncertain, so a navigation card will still be relevant when it appears."
}
gpt-5.6-lunaopenai · default
Assistant07:43
Coordinate the Move
Leave now and reconnect with the crew.
Message LacyMessage YBGMessage Jay Lee
No labelled needTransport8.4 s · visible 07:43 · claims 300 s
The group is leaving immediately while still searching for people and arranging an interview.
Observation
"Oh we gotta move out right now" [0:06:26] and "Yo, where you at" [0:07:01].
Prediction
They will need to coordinate their next meeting point and reconnect with the missing crew or interview subject for several minutes.
Reasoning
The group has been told to leave and is actively trying to locate people while arranging a quick interview. This need should still exist when the card appears because they are already moving and no destination is stated. The latency makes a departure-coordination card more useful than a prompt about the earlier museum interaction. Earlier transcript context shows confusion about Lacy, YBG, and Jay Lee's locations.
Options on the card
Message LacyMessage YBGMessage Jay Lee
Considered and rejected
Open MapsNo destination or confirmed meeting point is available.
Recording Permission ReminderThe permission dispute was already addressed and the group is leaving.
Risk
This could be annoying if everyone has already regrouped or the interview is canceled.
Confidence
0.82
raw response
{
  "beobachtung": "\"Oh we gotta move out right now\" [0:06:26] and \"Yo, where you at\" [0:07:01].",
  "vorhersage": "They will need to coordinate their next meeting point and reconnect with the missing crew or interview subject for several minutes.",
  "reasoning": "The group has been told to leave and is actively trying to locate people while arranging a quick interview. This need should still exist when the card appears because they are already moving and no destination is stated. The latency makes a departure-coordination card more useful than a prompt about the earlier museum interaction. Earlier transcript context shows confusion about Lacy, YBG, and Jay Lee's locations.",
  "alternativen": [
    {
      "karte": "Open Maps",
      "verworfen_weil": "No destination or confirmed meeting point is available."
    },
    {
      "karte": "Recording Permission Reminder",
      "verworfen_weil": "The permission dispute was already addressed and the group is leaving."
    }
  ],
  "karte": true,
  "kategorie": "transport",
  "titel": "Coordinate the Move",
  "zeile": "Leave now and reconnect with the crew.",
  "aktion": "Open the crew coordination thread.",
  "optionen": [
    "Message Lacy",
    "Message YBG",
    "Message Jay Lee"
  ],
  "haltbar_s": 300,
  "konfidenz": 0.82,
  "risiko": "This could be annoying if everyone has already regrouped or the interview is canceled.",
  "grund": "The group is leaving immediately while still searching for people and arranging an interview."
}
gemini-3.8-flashgoogle · default
Stayed silent
Silent7.3 s
The group is coordinating directly via phone while handling fans, so any navigation or departure card would be premature guessing.
Observation
[0:06:26] Marlon: 'Oh we gotta move out right now.' and [0:07:01] Speaker 1: 'Yo, where you at, where you at? Pull up on us.'
Reasoning
The group just exited the venue and was stopped by fans for photos while simultaneously on a call trying to locate Lacy and their cameraman. There is no confirmed destination, booking, or route established yet, as they are actively asking the other party where they are. Pushing a transport or navigation card right now would be completely guessing.
Considered and rejected
Navigation to Lacy's stream locationLacy's exact whereabouts are unknown and currently being resolved directly over the phone.
raw response
{"beobachtung": "[0:06:26] Marlon: 'Oh we gotta move out right now.' and [0:07:01] Speaker 1: 'Yo, where you at, where you at? Pull up on us.'", "reasoning": "The group just exited the venue and was stopped by fans for photos while simultaneously on a call trying to locate Lacy and their cameraman. There is no confirmed destination, booking, or route established yet, as they are actively asking the other party where they are. Pushing a transport or navigation card right now would be completely guessing.", "alternativen": [{"karte": "Navigation to Lacy's stream location", "verworfen_weil": "Lacy's exact whereabouts are unknown and currently being resolved directly over the phone."}], "karte": false, "grund": "The group is coordinating directly via phone while handling fans, so any navigation or departure card would be premature guessing."}
gpt-5.6-solopenai · default
Stayed silent
Silent5.6 s
The departure is real but immediate, and there is no unresolved long-lasting task to support.
Observation
[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.”
Reasoning
The group is leaving immediately, but no next destination or transportation request is stated. They are already coordinating directly with their missing friend, which should resolve faster than the card’s 10–30 second latency. Earlier context only shows that venue staff asked them to stop creating content and leave, not where they plan to go afterward. A card appearing once they are already outside would add distraction without solving a durable need.
Considered and rejected
Route to next stopNo next destination was named.
Locate missing friendThey are already contacting the friend directly, and the need may resolve within seconds.
raw response
{"beobachtung":"[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.”","reasoning":"The group is leaving immediately, but no next destination or transportation request is stated. They are already coordinating directly with their missing friend, which should resolve faster than the card’s 10–30 second latency. Earlier context only shows that venue staff asked them to stop creating content and leave, not where they plan to go afterward. A card appearing once they are already outside would add distraction without solving a durable need.","alternativen":[{"karte":"Route to next stop","verworfen_weil":"No next destination was named."},{"karte":"Locate missing friend","verworfen_weil":"They are already contacting the friend directly, and the need may resolve within seconds."}],"karte":false,"grund":"The departure is real but immediate, and there is no unresolved long-lasting task to support."}
kimi-k3moonshotai · default
Assistant08:50
Share location with Lacy
Lacy is pulling up — send him your live location so he finds you.
Share live locationCall LacyDismiss
EarlyFollow-ups74.5 s · visible 08:50 · claims 240 s
need opens 09:07, card 18 s before
The crew is mid-meetup with Lacy right now, and a one-tap live-location share is the fastest way to close that loop while they walk.
Observation
[0:05:41] 'Who the fuck is our cameraman? Where's YBG? Where the fuck are they at?' and [0:07:01] 'Yo, where you at, where you at?' / [0:07:04] 'Pull up on us.'
Prediction
For the next 2-5 minutes the group will be outside the venue trying to link up with Lacy/the cameraman while getting stopped for photos; once he arrives the need is gone.
Reasoning
The group just got pushed out of the venue and is actively regrouping: Marlon checked Lacy's stream at 0:06:03, they asked where he is, and at 0:07:01-07:04 they called him and told him to pull up. That coordination is still open at 07:15 and, with fan photos and interviews slowing them down, will very likely still be open when the card appears around 07:40-08:00. They handled the talking part themselves, but a one-tap live-location share is the piece nobody has done yet and it directly solves a moving-target meetup on the street. Later than ~5 minutes this is stale, which is why the card has a short shelf life and low cost if wrong.
Options on the card
Share live locationCall LacyDismiss
Considered and rejected
Order Uber for the departureNo next destination was announced; they are walking to Lacy first, so a ride card would invent a trip.
Stream-ops note: venue allows recording onlyThey already know and dealt with staff themselves; not actionable and awkward to surface.
Save the man-on-the-street interview ideaThe interview is happening live right now, not an idea that needs capturing.
Risk
Stale if Lacy already linked up with them in the last 15 seconds or arrives within the next minute; then it is harmless noise on the phone.
Confidence
0.58
raw response
{
 "beobachtung": "[0:05:41] 'Who the fuck is our cameraman? Where's YBG? Where the fuck are they at?' and [0:07:01] 'Yo, where you at, where you at?' / [0:07:04] 'Pull up on us.'",
 "vorhersage": "For the next 2-5 minutes the group will be outside the venue trying to link up with Lacy/the cameraman while getting stopped for photos; once he arrives the need is gone.",
 "reasoning": "The group just got pushed out of the venue and is actively regrouping: Marlon checked Lacy's stream at 0:06:03, they asked where he is, and at 0:07:01-07:04 they called him and told him to pull up. That coordination is still open at 07:15 and, with fan photos and interviews slowing them down, will very likely still be open when the card appears around 07:40-08:00. They handled the talking part themselves, but a one-tap live-location share is the piece nobody has done yet and it directly solves a moving-target meetup on the street. Later than ~5 minutes this is stale, which is why the card has a short shelf life and low cost if wrong.",
 "alternativen": [
  {"karte": "Order Uber for the departure", "verworfen_weil": "No next destination was announced; they are walking to Lacy first, so a ride card would invent a trip."},
  {"karte": "Stream-ops note: venue allows recording only", "verworfen_weil": "They already know and dealt with staff themselves; not actionable and awkward to surface."},
  {"karte": "Save the man-on-the-street interview idea", "verworfen_weil": "The interview is happening live right now, not an idea that needs capturing."}
 ],
 "karte": true,
 "kategorie": "followup",
 "titel": "Share location with Lacy",
 "zeile": "Lacy is pulling up — send him your live location so he finds you.",
 "aktion": "Opens a message to Lacy with a live-location link ready to send.",
 "optionen": ["Share live location", "Call Lacy", "Dismiss"],
 "haltbar_s": 240,
 "konfidenz": 0.58,
 "risiko": "Stale if Lacy already linked up with them in the last 15 seconds or arrives within the next minute; then it is harmless noise on the phone.",
 "grund": "The crew is mid-meetup with Lacy right now, and a one-tap live-location share is the fastest way to close that loop while they walk."
}