Videos hVJOnuhFmTA

The Prompt Is Still a Punch Card - Ted Johnson, JoinIn AI

index_state ready data_status ok

AI Engineer· published 2026-07-02· 0:20:13· en· indexed 2026-08-11 05:32

Open on YouTube

126 shot(s).

keyframes kept every frame deduplicated

What was stored

cues: 319; whisperx 319
chunks: 37; from 319 cues
keyframes: 89; kept of 126 captured
frames with text: 86; 1,873 lines read
chapters: 0; from the source metadata
keyframe bytes: 16.3 MB; word timings on 319 cues

Provenance

Each pipeline stage, its state and the model that produced it
stage	state	model	started	took
`fetch`	done	—	2026-08-11 05:28	1m 13s
`stt`	done	—	2026-08-11 05:29	21s
`chunk`	done	—	2026-08-11 05:29	0s
`text_embed`	done	—	2026-08-11 05:29	1s
`keyframe`	done	—	2026-08-11 05:29	1m 43s
`ocr`	done	—	2026-08-11 05:31	36s
`frame_embed`	done	—	2026-08-11 05:32	15s

Frames, and what the machine read

0:06 #0 done4 line(s)

shot 0·sharpness 1726.6
1. The Prompt Is Still a Punch Card1.00
2. Make the familiar strange,1.00
3. then earn the room0.98
4. joinin.ci0.92
0:11 #1 done2 line(s)

shot 1·sharpness 329.2
1. CO-FOUNDER1.00
2. Ted Johnson1.00
0:24 #2 done3 line(s)

shot 2·sharpness 782.2
1. Please walt..0.97
2. 77%1.00
3. 20.78
0:30 #3 done1 line(s)

shot 3·sharpness 179.6
1. Columbia1.00
0:39 #4 done1 line(s)

shot 4·sharpness 167.8
1. a0.53
0:47 #5 done4 line(s)

shot 5·sharpness 355.5
1. joinin.oi0.95
2. CO-FOUNDER1.00
3. Columbia1.00
4. Ted Johnson1.00
0:56 #6 skipped

shot 6·duplicate of #4
1:04 #7 done1 line(s)

shot 7·sharpness 780.5
1. chatgpt1.00
1:05 #8 skipped

shot 8·duplicate of #5
1:12 #9 done2 line(s)

shot 9·sharpness 546.4
1. Disappointment1.00
2. Columbia1.00
1:17 #10 done2 line(s)

shot 10·sharpness 199.1
1. joinin.ai0.99
2. Columbia1.00
1:21 #11 skipped

shot 11·duplicate of #10
1:26 #12 skipped

shot 12·duplicate of #3
1:32 #13 done2 line(s)

shot 13·sharpness 338.7
1. Most familiar0.99
2. computer interface1.00
1:48 #14 done4 line(s)

shot 14·sharpness 484.8
1. The channel0.96
2. The Expression1.00
3. The Protocol0.99
4. Columbia1.00
1:53 #15 done1 line(s)

shot 15·sharpness 159.1
1. Columbia1.00
1:58 #16 done6 line(s)

shot 16·sharpness 1075.0
1. resent day punch card0.97
2. II0.55
3. II0.92
4. II0.61
5. 227772222279772222277777322222222222222222272222222227272222222922232222220.65
6. 5555535555555555555155555555555555855855655555555555555355555535555555550.78
2:00 #17 skipped

shot 17·duplicate of #15
2:08 #18 done63 line(s)

shot 18·sharpness 713.7
1. @1.00
2. #1.00
3. $1.00
4. %1.00
5. &1.00
6. }0.98
7. 21.00
8. 31.00
9. 41.00
10. 51.00
11. 61.00
12. 71.00
13. 81.00
14. 91.00
15. 01.00
16. Backspace1.00
17. Tab1.00
18. <0.99
19. >0.90
20. P0.98
21. Y1.00
22. F1.00
23. G1.00
24. C0.97
25. R1.00
26. L1.00
27. ?0.87
28. +0.99
29. Caps Lock0.97
30. A1.00
31. 00.51
32. E1.00
33. U0.97
34. I0.86
35. D1.00
36. H1.00
37. T1.00
38. N1.00
39. S0.89
40. Enter1.00
41. 40.98
42. Shift1.00
43. Q1.00
44. J1.00
45. K1.00
46. X0.76
47. B1.00
48. M1.00
49. W0.94
50. V0.98
51. Z0.53
52. Shift0.99
53. Ctrl0.97
54. Key1.00
55. Win1.00
56. Alt1.00
57. Alt Gr0.94
58. Win1.00
59. Key0.92
60. Menu1.00
61. Ctrl0.97
62. The keyboard1.00
63. Columbia1.00
2:18 #19 skipped

shot 19·duplicate of #10
2:25 #20 done1 line(s)

shot 20·sharpness 174.2
1. Columbia1.00
2:35 #21 done4 line(s)

shot 21·sharpness 779.1
1. QWERTY1.00
2. Dvorak1.00
3. Colemak1.00
4. Columbia1.00
2:46 #22 skipped

shot 22·duplicate of #10
2:51 #23 done7 line(s)

shot 23·sharpness 2081.4
1. Fig:3.1.00
2. 2345|678900.91
3. OWERTYUIOPO0.89
4. OAISIDIEI0.80
5. GHJKDM0.70
6. 1800s QWERTY patent figure1.00
7. Columbia1.00

Transcript

319 cues· 3,110 words· 17,536 chars

chunk 0 · 0:07–0:43 · 94 words · 542 chars
0:07 I'm sure that sometime in the last few hours most of you did this.
0:11 You typed a request into a small box, to a super intelligence, and then you waited.
0:16 You watched the cursor blink, maybe a little throbber cycled through clever gerunds like hullabalooing, tomfooluring, and philosophizing to hide the wait.
0:27 Maybe it gave you what you wanted, maybe you rephrased it and tried again.
0:32 It all felt completely normal.
0:34 I want to spend the next 20 minutes making prompting feel unfamiliar and strange again.
chunk 1 · 0:40–1:23 · 104 words · 646 chars
0:40 I'm Ted Johnson, co-founder of Join in AI.
0:43 During my 25-year career building enterprise software, collaboration systems, and AI-enabled interfaces, I've always focused on human interaction.
0:53 I've also been following AI for two decades, including back to the far less impressive GPT-1 and 2.
1:00 And when that GPT arrived,
1:02 I felt two things at once.
1:05 First, an unsurprisingly amazement, knowing the world would never be the same, followed by actually surprising disappointment.
chunk 2 · 1:12–1:51 · 101 words · 589 chars
1:12 I couldn't shake.
1:13 This disappointment turned into an observation that started a company, joining AI, and that I keep coming back to, which is why do we still have to learn AI?
1:23 Why does something this powerful so often feel unnatural to use?
1:29 Here's the path we'll take to answer that.
1:32 We'll start with the most familiar computer interface and make it strange again.
1:36 Then I'll give you three key concepts.
1:38 The channel, the physical transport that carries your intent.
chunk 3 · 1:42–2:25 · 115 words · 642 chars
1:42 Expression, the range and richness of meaning the channel can carry.
1:47 and the protocol, the shape or rules of this exchange.
1:51 I'll use those three concepts to show you that the prompt is our present day punch card.
1:58 We'll share examples of the ways interfaces could progress and we'll wrap with some practical advice for AI and human centered design.
2:07 Everyone knows what this is, the keyboard.
2:09 It's everywhere and it feels completely normal or natural, but it isn't.
chunk 4 · 2:14–2:51 · 110 words · 594 chars
2:14 We all had to take lessons.
2:17 We all had to practice.
2:18 And I say this as someone who loves keyboards, but it seems that we've been trying to fix them as long as they've been around.
2:25 People have tried more efficient layouts like Dvorak or Colmac to save their fingers some work.
2:31 A more extreme example, some keyboard enthusiasts refused to squander their two digits on the space bar, giving them four or eight or 10 keys to press with that efficient thumb of theirs.
2:44 And what do we even mean by the keyboard?
chunk 5 · 2:46–3:30 · 124 words · 703 chars
2:46 Here's the patent drawing for the layout we use every day.
2:49 This patent's from about 1860.
2:52 And my personal favorite, it just as could have easily been the Hanson writing ball, which looks anything but like a way you want to talk to a super intelligence.
3:03 We carry these legacies of an arbitrary input device designed under constraints that haven't existed for a century.
3:09 And we put it between ourselves and the most capable machines ever built.
3:13 Nobody alive chose it.
3:15 We all inherited it.
chunk 6 · 3:16–3:59 · 115 words · 680 chars
3:16 And then we stopped noticing.
3:18 So that's the first idea.
3:19 The channel.
3:20 The medium an interface gives you to work in.
3:23 The keyboard is a channel.
3:24 A microphone?
3:26 Channel, a screen, a punch card, a prompt box, all channels.
3:30 And channels matter because each one can physically carry a different kind of signal.
3:35 For example, text is a stream of discrete symbols.
3:39 Voice can carry timing, pitch, hesitation, and words.
3:42 A diagram can carry spatial relationship all at once.
3:46 But these are differences in what the medium can transmit.

The Prompt Is Still a Punch Card - Ted Johnson, JoinIn AI

Scene timeline

What was stored

Provenance

Frames, and what the machine read

Transcript