Meetings

Proactivity

Timeline Ticks Needs Models Debug

Proactivity/Marlon x Lacy x Jason in New York (hour 4), Sep 15, 2026

Transcript

Runs

This run

v1 · prompt card_prompt_marlon.txt · one-sentence reason only

Wall clock

Transcript lag

15 s

Gate tick

every 30 s on the last 90 s

Gate model

jev-latest (TypeSafe.ai)

Threshold

0.6 on min(trigger, substance), debounce 60 s

Push

5 s

Visible at

tick + model latency + push

Built

2026-09-22 06:19

Gate questions

Paired questions are combined as min(trigger, substance). "macht_selbst" is a suppressor and shown, not used in the score.

ank_triggerKuendigt jemand an, etwas spaeter zu tun, zu besprechen oder zu klaeren?

ank_substanzGeht es bei dem, was angekuendigt oder vertagt wird, um Arbeit, Firma, Geld, Zahlen, Termine, Buchungen oder Organisation, nicht um Essen, Trinken oder Witze?

auf_triggerDeutet das Gespraech darauf hin, dass die Gruppe in den naechsten Minuten aufbricht oder den Ort wechselt?

auf_substanzIst noch ungeklaert, wie oder womit die Gruppe weiterkommt, oder wohin genau sie geht?

info_triggerFehlt der Gruppe eine konkrete Information oder Zahl, die keiner der Anwesenden kennt?

info_substanzHaengt an dieser fehlenden Information eine Entscheidung, die die Gruppe jetzt oder gleich treffen will?

task_triggerWird eine Aufgabe erwaehnt, die jemand spaeter noch erledigen muss?

task_substanzIst diese Aufgabe eine Arbeits- oder Organisationsaufgabe mit Nachverfolgung, zum Beispiel jemandem schreiben, etwas nachschlagen, etwas buchen oder berechnen?

aufnahme_sorgeAeussert jemand Unbehagen darueber, dass das Gespraech aufgezeichnet wird?

macht_selbstIst die Gruppe gerade aktiv dabei, genau die Sache selbst zu erledigen, bei der Hilfe nuetzlich waere, zum Beispiel bestellen, bezahlen, eine App bedienen?

Card model prompt

You are a silent assistant accompanying Marlon, a livestreamer, and his friends Lacy and Jason on an IRL stream day in New York City. You have access to web, maps, apps, bookings, notes and messages. You may show at most one silent card on Marlon's phone. You never speak and you never post to the chat.

TIME: It is now {NOW} on the recording. The transcript lags {ASR_DELAY} seconds behind, so you only see up to {SEEN}. Your card becomes visible roughly 10 to 30 seconds AFTER now, depending on how long you take.

A pre-filter has just fired: signal "{SIGNAL}" at {CONF}. The pre-filter is often wrong. You decide.

RULES:
- Show a card only if the need still exists at the moment the card becomes visible. Anything a person finishes in under 30 seconds (reading chat, opening an app, asking a friend) is not worth a card.
- Announced things, plans for later, places to find, things to book, cleanup work and capturing ideas last long and make good cards.
- Never invent numbers, prices, addresses or codes. Use placeholders in square brackets.
- The transcript is machine generated and noisy. "Chat" is the stream audience; lines reading donations or chat messages are not requests to you.
- All free text in English.

Think it through explicitly. Answer ONLY with JSON, no markdown:
{
 "beobachtung": "what in the transcript made you consider a card: quote with timestamp",
 "vorhersage": "what the group will need when the card is visible, and for how long",
 "reasoning": "3 to 5 sentences: why now, why not later, what the latency does to this, what you know from earlier in the stream",
 "alternativen": [{"karte": "another card you considered", "verworfen_weil": "why you rejected it"}],
 "karte": true,
 "kategorie": "<one of: transport, place, food, booking, followup, idee_notieren, stream_ops, sonstiges>",
 "titel": "max 6 words", "zeile": "max 15 words",
 "aktion": "what a single tap does",
 "optionen": ["up to 3 choices the card offers, each max 6 words"],
 "haltbar_s": <seconds the need will still exist>,
 "konfidenz": <0.0 to 1.0>,
 "risiko": "when this card would be annoying or wrong",
 "grund": "one sentence"
}
or, when you stay silent:
{"beobachtung": "...", "reasoning": "...", "alternativen": [{"karte": "...", "verworfen_weil": "..."}], "karte": false, "grund": "one sentence"}

=== TRANSCRIPT UP TO {SEEN} ===

Gate sweep, all 118 checks

t	top	score	ank_trigg	ank_subst	auf_trigg	auf_subst	info_trig	info_subs	task_trig	task_subs	aufnahme_	macht_sel	ms
01:00	Missing info	0.37	0.30	0.10	0.28	0.81	0.52	0.37	0.10	0.14	0.07	0.13	316
01:30	Missing info	0.43	0.36	0.11	0.28	0.80	0.57	0.43	0.09	0.09	0.08	0.14	307
02:00	Missing info	0.42	0.25	0.14	0.30	0.81	0.54	0.42	0.09	0.05	0.07	0.13	302
02:30	Missing info	0.41	0.12	0.14	0.31	0.82	0.60	0.41	0.08	0.05	0.07	0.13	304
03:00	Departure	0.34	0.13	0.11	0.34	0.81	0.60	0.29	0.06	0.05	0.08	0.09	294
03:30	Departure	0.33	0.10	0.10	0.33	0.78	0.66	0.23	0.07	0.06	0.06	0.08	323
04:00	Departure	0.31	0.11	0.10	0.31	0.76	0.65	0.21	0.05	0.05	0.11	0.08	248
04:30	Recording concern	0.93	0.16	0.31	0.41	0.80	0.54	0.63	0.10	0.08	0.93	0.18	226
05:00	Recording concern	0.91	0.50	0.50	0.83	0.77	0.45	0.44	0.16	0.16	0.91	0.15	193
05:30	Recording concern	0.91	0.50	0.47	0.83	0.77	0.45	0.45	0.19	0.20	0.91	0.14	242
06:00	Departure	0.65	0.38	0.56	0.65	0.78	0.57	0.54	0.15	0.22	0.09	0.21	215
06:30	Departure	0.83	0.49	0.41	0.87	0.83	0.66	0.71	0.15	0.26	0.06	0.32	208
07:00	Departure	0.79	0.43	0.68	0.89	0.79	0.59	0.71	0.56	0.15	0.07	0.23	162
07:30	Departure	0.78	0.34	0.72	0.86	0.78	0.56	0.65	0.59	0.13	0.06	0.23	194
08:00	Departure	0.76	0.38	0.66	0.76	0.81	0.59	0.59	0.50	0.09	0.06	0.18	199
08:30	Departure	0.72	0.89	0.40	0.72	0.79	0.49	0.48	0.62	0.10	0.07	0.21	286
09:00	Departure	0.69	0.88	0.32	0.69	0.79	0.53	0.32	0.51	0.08	0.08	0.23	279
09:30	Departure	0.71	0.86	0.58	0.71	0.83	0.52	0.68	0.73	0.33	0.09	0.30	271
10:00	Departure	0.61	0.69	0.49	0.61	0.76	0.56	0.64	0.64	0.31	0.11	0.21	318
10:30	Departure	0.67	0.42	0.53	0.67	0.83	0.56	0.66	0.40	0.30	0.09	0.23	275
11:00	Departure	0.78	0.29	0.33	0.78	0.87	0.56	0.65	0.12	0.09	0.07	0.19	309
11:30	Departure	0.74	0.27	0.34	0.74	0.88	0.57	0.68	0.11	0.10	0.05	0.19	149
12:00	Departure	0.74	0.28	0.36	0.74	0.84	0.54	0.63	0.19	0.11	0.05	0.27	247
12:30	Departure	0.80	0.26	0.29	0.84	0.80	0.48	0.53	0.16	0.09	0.07	0.43	247
13:00	Departure	0.80	0.57	0.32	0.80	0.83	0.49	0.52	0.17	0.09	0.06	0.46	236
13:30	Departure	0.57	0.49	0.63	0.57	0.85	0.52	0.58	0.10	0.13	0.06	0.37	220
14:00	Departure	0.57	0.49	0.57	0.57	0.83	0.56	0.57	0.24	0.12	0.52	0.37	201
14:30	Recording concern	0.61	0.30	0.65	0.50	0.83	0.52	0.57	0.19	0.11	0.61	0.50	204
15:00	Departure	0.78	0.21	0.48	0.78	0.86	0.52	0.65	0.16	0.08	0.59	0.46	270
15:30	Departure	0.63	0.48	0.68	0.63	0.82	0.45	0.59	0.15	0.10	0.11	0.59	270
16:00	Departure	0.83	0.46	0.64	0.83	0.85	0.50	0.59	0.16	0.07	0.09	0.38	264
16:30	Departure	0.84	0.37	0.59	0.84	0.85	0.51	0.55	0.18	0.07	0.06	0.30	316
17:00	Departure	0.78	0.37	0.50	0.78	0.82	0.48	0.48	0.20	0.10	0.07	0.34	370
17:30	Task	0.56	0.77	0.36	0.37	0.86	0.52	0.68	0.63	0.56	0.07	0.33	294
18:00	Task	0.72	0.79	0.66	0.40	0.86	0.57	0.68	0.72	0.79	0.09	0.63	240
18:30	Task	0.81	0.81	0.75	0.45	0.88	0.66	0.79	0.82	0.81	0.08	0.52	164
19:00	Task	0.75	0.78	0.50	0.64	0.85	0.61	0.72	0.75	0.77	0.05	0.63	221
19:30	Missing info	0.60	0.54	0.58	0.58	0.86	0.60	0.62	0.66	0.23	0.05	0.35	191
20:00	Departure	0.63	0.39	0.50	0.63	0.90	0.60	0.60	0.29	0.16	0.05	0.24	170
20:30	Missing info	0.65	0.26	0.48	0.59	0.88	0.68	0.65	0.28	0.16	0.04	0.11	177
21:00	Departure	0.57	0.20	0.23	0.57	0.88	0.61	0.55	0.11	0.12	0.04	0.40	154
21:30	Departure	0.55	0.51	0.30	0.55	0.82	0.58	0.51	0.21	0.15	0.06	0.67	280
22:00	Departure	0.70	0.50	0.30	0.70	0.86	0.63	0.61	0.17	0.11	0.07	0.59	200
22:30	Departure	0.84	0.27	0.34	0.84	0.89	0.65	0.69	0.13	0.23	0.11	0.53	179
23:00	Departure	0.82	0.22	0.24	0.82	0.86	0.61	0.66	0.07	0.21	0.05	0.26	179
23:30	Departure	0.66	0.52	0.26	0.89	0.66	0.57	0.63	0.17	0.24	0.04	0.40	327
24:00	Departure	0.77	0.57	0.38	0.82	0.77	0.56	0.63	0.22	0.20	0.06	0.63	334
24:30	Departure	0.79	0.50	0.33	0.79	0.79	0.56	0.62	0.17	0.19	0.06	0.60	189
25:00	Departure	0.58	0.66	0.33	0.58	0.83	0.68	0.58	0.21	0.14	0.12	0.56	211
25:30	Announcement	0.41	0.56	0.41	0.30	0.77	0.47	0.37	0.07	0.08	0.07	0.26	232
26:00	Announcement	0.45	0.50	0.45	0.29	0.77	0.44	0.38	0.08	0.07	0.06	0.24	231
26:30	Missing info	0.42	0.15	0.33	0.38	0.79	0.51	0.42	0.08	0.08	0.05	0.25	180
27:00	Missing info	0.43	0.14	0.27	0.30	0.72	0.49	0.43	0.06	0.10	0.04	0.67	215
27:30	Missing info	0.41	0.14	0.22	0.38	0.71	0.51	0.41	0.07	0.10	0.04	0.54	203
28:00	Departure	0.61	0.25	0.27	0.92	0.61	0.41	0.46	0.08	0.13	0.06	0.71	307
28:30	Recording concern	0.61	0.19	0.47	0.93	0.57	0.43	0.49	0.30	0.11	0.61	0.46	277
29:00	Recording concern	0.66	0.16	0.50	0.94	0.55	0.42	0.52	0.20	0.09	0.66	0.32	272
29:30	Departure	0.69	0.17	0.45	0.84	0.69	0.43	0.48	0.16	0.09	0.56	0.40	257
30:00	Departure	0.79	0.19	0.39	0.84	0.79	0.52	0.51	0.15	0.09	0.54	0.36	296
30:30	Departure	0.57	0.20	0.49	0.57	0.79	0.49	0.54	0.15	0.08	0.38	0.36	276
31:00	Missing info	0.47	0.25	0.50	0.90	0.43	0.47	0.51	0.10	0.09	0.09	0.47	197
31:30	Missing info	0.43	0.37	0.37	0.82	0.35	0.49	0.43	0.09	0.08	0.09	0.27	207
32:00	Departure	0.46	0.39	0.27	0.75	0.46	0.47	0.34	0.09	0.08	0.05	0.20	229
32:30	Departure	0.72	0.22	0.15	0.80	0.72	0.54	0.66	0.09	0.08	0.06	0.24	161
33:00	Departure	0.66	0.87	0.37	0.88	0.66	0.50	0.63	0.45	0.31	0.05	0.40	174
33:30	Missing info	0.50	0.84	0.31	0.86	0.47	0.50	0.63	0.29	0.22	0.04	0.49	193
34:00	Announcement	0.63	0.88	0.63	0.85	0.62	0.55	0.59	0.51	0.24	0.04	0.47	194
34:30	Departure	0.42	0.81	0.20	0.42	0.79	0.44	0.20	0.07	0.06	0.04	0.20	185
35:00	Departure	0.41	0.84	0.19	0.41	0.79	0.43	0.20	0.09	0.06	0.04	0.12	287
35:30	Departure	0.35	0.87	0.19	0.35	0.74	0.46	0.25	0.12	0.15	0.08	0.50	268
36:00	Departure	0.40	0.58	0.19	0.40	0.73	0.48	0.28	0.10	0.17	0.07	0.49	185
36:30	Departure	0.36	0.46	0.26	0.36	0.74	0.64	0.16	0.08	0.10	0.09	0.31	259
37:00	Departure	0.39	0.12	0.27	0.39	0.71	0.67	0.17	0.07	0.07	0.03	0.12	264
37:30	Departure	0.40	0.16	0.23	0.40	0.77	0.65	0.25	0.08	0.07	0.05	0.13	387
38:00	Departure	0.39	0.75	0.24	0.39	0.77	0.59	0.25	0.10	0.12	0.05	0.30	168
38:30	Task	0.55	0.92	0.50	0.43	0.78	0.49	0.52	0.77	0.55	0.06	0.54	185
39:00	Announcement	0.58	0.90	0.58	0.52	0.76	0.51	0.33	0.69	0.53	0.07	0.44	216
39:30	Announcement	0.60	0.88	0.60	0.45	0.73	0.49	0.35	0.77	0.38	0.09	0.39	192
40:00	Departure	0.47	0.14	0.19	0.47	0.81	0.66	0.24	0.07	0.07	0.12	0.13	221
40:30	Departure	0.39	0.16	0.18	0.39	0.80	0.64	0.24	0.06	0.06	0.05	0.13	201
41:00	Departure	0.41	0.45	0.20	0.41	0.78	0.63	0.23	0.09	0.06	0.04	0.14	152
41:30	Departure	0.38	0.44	0.24	0.38	0.79	0.46	0.20	0.08	0.06	0.04	0.12	183
42:00	Departure	0.39	0.34	0.17	0.39	0.76	0.47	0.20	0.11	0.06	0.04	0.11	260
42:30	Departure	0.51	0.18	0.17	0.51	0.76	0.44	0.22	0.16	0.05	0.10	0.09	219
43:00	Departure	0.79	0.25	0.75	0.79	0.80	0.53	0.61	0.27	0.50	0.12	0.53	199
43:30	Departure	0.74	0.35	0.71	0.74	0.81	0.59	0.61	0.41	0.38	0.08	0.34	174
44:00	Departure	0.65	0.25	0.77	0.65	0.79	0.62	0.52	0.59	0.51	0.05	0.58	281
44:30	Departure	0.27	0.12	0.19	0.27	0.78	0.60	0.21	0.08	0.08	0.06	0.14	263
45:00	Departure	0.30	0.11	0.30	0.30	0.71	0.52	0.23	0.09	0.07	0.03	0.10	223
45:30	Departure	0.78	0.71	0.85	0.78	0.84	0.65	0.77	0.84	0.68	0.05	0.50	183
46:00	Departure	0.85	0.72	0.64	0.85	0.87	0.72	0.83	0.80	0.75	0.06	0.51	186
46:30	Departure	0.88	0.49	0.60	0.88	0.91	0.71	0.83	0.54	0.78	0.04	0.66	252
47:00	Departure	0.82	0.38	0.33	0.82	0.89	0.69	0.78	0.14	0.61	0.04	0.59	162
47:30	Announcement	0.72	0.77	0.72	0.67	0.88	0.54	0.64	0.64	0.40	0.07	0.54	220
48:00	Departure	0.74	0.84	0.63	0.74	0.85	0.54	0.49	0.67	0.12	0.11	0.17	230
48:30	Departure	0.74	0.77	0.64	0.86	0.74	0.51	0.67	0.66	0.15	0.14	0.19	167
49:00	Departure	0.75	0.40	0.22	0.83	0.75	0.58	0.66	0.07	0.15	0.14	0.16	181
49:30	Departure	0.65	0.38	0.31	0.85	0.65	0.54	0.64	0.10	0.33	0.04	0.43	251
50:00	Departure	0.78	0.43	0.24	0.78	0.85	0.62	0.76	0.10	0.28	0.04	0.32	228
50:30	Departure	0.80	0.28	0.36	0.80	0.81	0.50	0.71	0.11	0.30	0.04	0.37	298
51:00	Departure	0.57	0.39	0.51	0.88	0.57	0.48	0.57	0.26	0.28	0.04	0.55	254
51:30	Departure	0.60	0.32	0.53	0.85	0.60	0.49	0.49	0.24	0.21	0.04	0.55	318
52:00	Departure	0.57	0.22	0.52	0.57	0.76	0.50	0.27	0.22	0.11	0.05	0.51	373
52:30	Departure	0.31	0.12	0.32	0.31	0.76	0.51	0.19	0.06	0.06	0.05	0.12	257
53:00	Departure	0.31	0.14	0.28	0.31	0.76	0.53	0.21	0.05	0.06	0.05	0.11	154
53:30	Departure	0.31	0.10	0.23	0.31	0.74	0.60	0.22	0.06	0.06	0.10	0.11	232
54:00	Departure	0.34	0.12	0.43	0.34	0.76	0.53	0.21	0.05	0.06	0.09	0.13	204
54:30	Departure	0.35	0.20	0.49	0.35	0.77	0.60	0.22	0.06	0.07	0.07	0.14	368
55:00	Departure	0.34	0.16	0.55	0.34	0.78	0.58	0.20	0.06	0.06	0.05	0.12	329
55:30	Departure	0.37	0.13	0.41	0.37	0.76	0.55	0.24	0.10	0.08	0.05	0.14	269
56:00	Departure	0.32	0.14	0.42	0.32	0.76	0.59	0.25	0.08	0.07	0.05	0.12	256
56:30	Departure	0.36	0.13	0.25	0.36	0.77	0.57	0.21	0.08	0.06	0.05	0.13	204
57:00	Departure	0.40	0.11	0.34	0.40	0.78	0.54	0.18	0.07	0.07	0.05	0.13	226
57:30	Departure	0.41	0.11	0.38	0.41	0.80	0.52	0.20	0.06	0.07	0.04	0.16	277
58:00	Departure	0.32	0.10	0.44	0.32	0.79	0.52	0.19	0.07	0.08	0.03	0.14	237
58:30	Departure	0.38	0.12	0.27	0.38	0.80	0.52	0.20	0.07	0.07	0.05	0.17	234
59:00	Departure	0.31	0.10	0.24	0.31	0.78	0.53	0.24	0.07	0.07	0.07	0.12	222
59:30	Departure	0.33	0.09	0.31	0.33	0.77	0.53	0.25	0.06	0.07	0.08	0.15	401

Raw data

JSON

proactivity.json (815 KB)

Builder

tools/build_proactivity.py in the site repo