vidtheque.

read-only demo

Videos ZpK5PWX2YRM

Should AI Engineers Still Read Code in 2026? The Z/L Continuum — Alex Volkov, ThursdAI

index_state ready data_status ok

AI Engineer· published 2026-07-10· 0:21:34· en-US· indexed 2026-08-11 04:16

Open on YouTube

Scene timeline

  1. Shot 0, 0:00 to 0:03, 1 of 1 keyframes kept
  2. Shot 1, 0:03 to 0:05, 1 of 1 keyframes kept
  3. Shot 2, 0:05 to 0:12, 1 of 1 keyframes kept
  4. Shot 3, 0:12 to 0:44, 1 of 1 keyframes kept
  5. Shot 4, 0:44 to 1:30, 1 of 1 keyframes kept
  6. Shot 5, 1:30 to 2:03, 1 of 1 keyframes kept
  7. Shot 6, 2:03 to 2:36, 1 of 1 keyframes kept
  8. Shot 7, 2:36 to 3:05, 1 of 1 keyframes kept
  9. Shot 8, 3:05 to 3:36, 1 of 1 keyframes kept
  10. Shot 9, 3:36 to 4:02, 1 of 1 keyframes kept
  11. Shot 10, 4:02 to 4:28, 1 of 1 keyframes kept
  12. Shot 11, 4:28 to 4:54, 1 of 1 keyframes kept
  13. Shot 12, 4:54 to 5:20, 1 of 1 keyframes kept
  14. Shot 13, 5:20 to 5:46, 1 of 1 keyframes kept
  15. Shot 14, 5:46 to 6:12, 0 of 1 keyframes kept
  16. Shot 15, 6:12 to 6:49, 1 of 1 keyframes kept
  17. Shot 16, 6:49 to 7:25, 1 of 1 keyframes kept
  18. Shot 17, 7:25 to 8:01, 1 of 1 keyframes kept
  19. Shot 18, 8:01 to 8:46, 1 of 1 keyframes kept
  20. Shot 19, 8:46 to 9:31, 1 of 1 keyframes kept
  21. Shot 20, 9:31 to 9:57, 1 of 1 keyframes kept
  22. Shot 21, 9:57 to 10:23, 1 of 1 keyframes kept
  23. Shot 22, 10:23 to 10:43, 1 of 1 keyframes kept
  24. Shot 23, 10:43 to 11:03, 1 of 1 keyframes kept
  25. Shot 24, 11:03 to 11:28, 1 of 1 keyframes kept
  26. Shot 25, 11:28 to 11:54, 1 of 1 keyframes kept
  27. Shot 26, 11:54 to 12:06, 1 of 1 keyframes kept
  28. Shot 27, 12:06 to 12:37, 1 of 1 keyframes kept
  29. Shot 28, 12:37 to 13:19, 1 of 1 keyframes kept
  30. Shot 29, 13:19 to 13:52, 1 of 1 keyframes kept
  31. Shot 30, 13:52 to 14:22, 1 of 1 keyframes kept
  32. Shot 31, 14:22 to 14:52, 1 of 1 keyframes kept
  33. Shot 32, 14:52 to 15:21, 1 of 1 keyframes kept
  34. Shot 33, 15:21 to 15:51, 1 of 1 keyframes kept
  35. Shot 34, 15:51 to 16:10, 1 of 1 keyframes kept
  36. Shot 35, 16:10 to 16:43, 1 of 1 keyframes kept
  37. Shot 36, 16:43 to 17:15, 1 of 1 keyframes kept
  38. Shot 37, 17:15 to 17:43, 1 of 1 keyframes kept
  39. Shot 38, 17:43 to 18:00, 1 of 1 keyframes kept
  40. Shot 39, 18:00 to 18:38, 1 of 1 keyframes kept
  41. Shot 40, 18:38 to 19:15, 1 of 1 keyframes kept
  42. Shot 41, 19:15 to 19:46, 1 of 1 keyframes kept
  43. Shot 42, 19:46 to 20:13, 1 of 1 keyframes kept
  44. Shot 43, 20:13 to 21:02, 1 of 1 keyframes kept
  45. Shot 44, 21:02 to 21:09, 1 of 1 keyframes kept
  46. Shot 45, 21:09 to 21:17, 1 of 1 keyframes kept
  47. Shot 46, 21:17 to 21:34, 0 of 1 keyframes kept

47 shot(s).

keyframes kept every frame deduplicated

What was stored

cues
373
whisperx 373
chunks
40
from 373 cues
keyframes
45
kept of 47 captured
frames with text
45
987 lines read
chapters
14
from the source metadata
keyframe bytes
6.4 MB
word timings on 373 cues

Provenance

Each pipeline stage, its state and the model that produced it
stage state model started took
fetch done — 2026-08-11 04:11 1m 16s
stt done — 2026-08-11 04:13 24s
chunk done — 2026-08-11 04:13 0s
text_embed done — 2026-08-11 04:13 0s
keyframe done — 2026-08-11 04:13 2m 07s
ocr done — 2026-08-11 04:15 25s
frame_embed done — 2026-08-11 04:16 8s

Frames, and what the machine read

  • 0:02 #0 done2 line(s)

    shot 0·sharpness 459.9

    1. AlEngineer0.96
    2. World's Fair1.00

  • 0:03 #1 done2 line(s)

    shot 1·sharpness 662.1

    1. AlEngineer0.95
    2. World's Fair0.99

  • 0:10 #2 done24 line(s)

    shot 2·sharpness 2744.8

    1. LAB & PLATINUM SPONSORS0.99
    2. Amazon AGI Lab0.98
    3. ANTHROP\C1.00
    4. Google DeepMind1.00
    5. MINIMAX0.94
    6. OpenAI0.92
    7. Akamai1.00
    8. arize1.00
    9. aws1.00
    10. Braintrust bright data0.98
    11. B1.00
    12. Browserbase1.00
    13. docker1.00
    14. :neo4j0.92
    15. ORACLE1.00
    16. PayPal1.00
    17. qodo1.00
    18. reducto1.00
    19. Sonar1.00
    20. Makers of1.00
    21. togetherai1.00
    22. Unblocked1.00
    23. WorkOS1.00
    24. SonarQube1.00

  • 0:37 #3 done13 line(s)

    shot 3·sharpness 1539.9

    1. AlEngineer0.96
    2. AI ENGINEER WORLD'S FAIR· ALEX VOLKOV / THURSDAI0.97
    3. World'sFair0.96
    4. In 20260.96
    5. Should Alengineersstill0.98
    6. PRESENTED BY1.00
    7. readcode?1.00
    8. Microsoft1.00
    9. The Zechner-Lopopolo Continuum — where human attention belongs when0.99
    10. agents write the code.1.00
    11. Code got cheap. Attention didn't.1.00
    12. ALEX VOLKOV· @altryne · THURSDAI.NEWS0.96
    13. Engineering the future of Al0.98

  • 1:11 #4 done59 line(s)

    shot 4·sharpness 1957.2

    1. AlEngineer0.99
    2. WHAT JUST CHANGED . DEC 2025 ONWARD0.95
    3. METR · LATENT SPACE0.97
    4. World's Fair0.97
    5. Time horizon of software tasks1.00
    6. different LLMs can complete 50% of the time1.00
    7. METR1.00
    8. 15 hours1.00
    9. Fix complex bug in ML research codebase0.98
    10. Claude1.00
    11. 14 hours1.00
    12. Opus 4.61.00
    13. At0.95
    14. 13 hours0.95
    15. Task ans)0.74
    16. 11 hours0.95
    17. PRESENTED BY1.00
    18. 10 hours1.00
    19. 9 hours1.00
    20. Microsoft1.00
    21. 8 hours1.00
    22. Exploit a vulnerable Ethereum smart contract0.99
    23. The1.00
    24. 7 hours0.96
    25. GPT-5.2 (high)0.96
    26. 6 hours0.98
    27. and1.00
    28. 5 hours0.95
    29. Claude Opus 4.51.00
    30. 4 hours0.98
    31. Train adversarially robust image model1.00
    32. GPT-51.00
    33. 3 hours0.99
    34. 2 hours1.00
    35. - Exploit a buffer overflow in libiec618500.98
    36. 030.92
    37. 30 min0.99
    38. 1 hour0.99
    39. Fix bugs in small Python libraries0.99
    40. GPT-20.99
    41. CPT-30.87
    42. GPT-3.50.97
    43. GPT-40.99
    44. 20201.00
    45. 20211.00
    46. 20221.00
    47. 20231.00
    48. 20241.00
    49. 20251.00
    50. LLM release date0.98
    51. Time Horizon 1.1 (Current)1.00
    52. Log Scale0.96
    53. Linear Scale0.98
    54. 50% Success1.00
    55. 80% Success1.00
    56. This is the backdrop for everything.1.00
    57. ALEX VOLKOV · @altryne · THURSDAI.NEWS0.95
    58. LEADERSHIP 2· JULY 1, 20260.96
    59. Al Architects: Tokenmaxxing0.99

  • 1:40 #5 done24 line(s)

    shot 5·sharpness 1717.7

    1. AlEngineer0.98
    2. WE'RE ALL BABYSITTING AGENTS NOW0.98
    3. World's Fair0.96
    4. We don't type code.0.97
    5. We supervise it.0.96
    6. Exhibit: Boris Cherny - creator of Claude Code, Anthropic.0.96
    7. 100%1.00
    8. 20-301.00
    9. 01.00
    10. ~80%0.99
    11. of his code via Claude Code0.98
    12. PRs shipped per day0.99
    13. IDEs installed1.00
    14. of Anthropic's merged0.98
    15. uninstalled it - hadn't opened it0.99
    16. code is Al-written0.96
    17. no edits by hand since Nov 20250.99
    18. "22 yesterday, 27 the day before"0.99
    19. in a month0.96
    20. company-wide, mid-20260.98
    21. He didn't stop being an engineer. He moved all the way up the layer.- Fortune (Jan 2026) · Lenny's Podcast · Acquired Unplugged0.96
    22. ALEX VOLKOV· @altryne· THURSDAI.NEWS0.97
    23. LEADERSHIP 2· JULY 1,20260.96
    24. Al Architects: Tokenmaxxing0.98

  • 2:23 #6 done24 line(s)

    shot 6·sharpness 1715.2

    1. AlEngineer0.98
    2. WE'RE ALL BABYSITTING AGENTS NOW0.97
    3. World'sFair1.00
    4. We don't type code.0.97
    5. We supervise it.0.97
    6. Exhibit: Boris Cherny - creator of Claude Code, Anthropic.0.97
    7. 100%1.00
    8. 20-301.00
    9. 01.00
    10. ~80%0.99
    11. of his code via Claude Code0.99
    12. PRs shipped per day0.98
    13. IDEs installed1.00
    14. of Anthropic's merged0.98
    15. uninstalled it - hadn't opened it0.98
    16. code is Al-written0.94
    17. no edits by hand since Nov 20250.99
    18. "22 yesterday, 27 the day before"0.98
    19. in a month0.97
    20. company-wide, mid-20260.98
    21. He didn't stop being an engineer. He moved all the way up the layer.· Fortune (Jan 2026) · Lenny's Podcast · Acquired Unplugged0.96
    22. ALEX VOLKOV· @altryne· THURSDAI.NEWS0.97
    23. LEADERSHIP 2·JULY 1, 20260.96
    24. Al Architects: Tokenmaxxing0.98

  • 2:59 #7 done37 line(s)

    shot 7·sharpness 1721.8

    1. AlEngineer0.99
    2. IT'S NOT JUST BORIS . INDUSTRY-WIDE0.96
    3. 20261.00
    4. World's Fair0.98
    5. Record Acceleration1.00
    6. GitHub1.00
    7. Pull requests1.00
    8. 90M1.00
    9. Commits1.00
    10. 1.4B1.00
    11. New repos1.00
    12. 20M1.00
    13. merged1.00
    14. per month1.00
    15. 14× more commits than all of 2025.0.99
    16. 90M1.00
    17. pull requests merged1.00
    18. 14B1.00
    19. commits1.00
    20. 20M1.00
    21. MM0.67
    22. new repos / month0.97
    23. 20231.00
    24. 20241.00
    25. 20251.00
    26. 20261.00
    27. 20231.00
    28. 20241.00
    29. 20251.00
    30. 20261.00
    31. 20231.00
    32. 20241.00
    33. 20251.00
    34. 20261.00
    35. ALEX VOLKOV · @altryne · THURSDAI.NEWS0.96
    36. LEADERSHIP 2· JULY 1, 20260.96
    37. Al Architects: Tokenmaxxing1.00

  • 3:32 #8 done21 line(s)

    shot 8·sharpness 2055.0

    1. AlEngineer0.99
    2. THIS CONFERENCE IS THE ZEITGEIST · A META TALK0.96
    3. World'sFair1.00
    4. - AI ENGINEER EXPO0.96
    5. World's Fair0.98
    6. 3 Times Bigger Than Last Year's.1.00
    7. Built for the Future of Al Engineering.0.99
    8. 3× biggerthanlast year.0.97
    9. World's Fair 20261.00
    10. 100+ Expo Partiers0.96
    11. Moscone West0.96
    12. 100+ expo partners1.00
    13. 36 tracks0.97
    14. World's Fair 20251.00
    15. 50+ Expo Partners0.96
    16. San Francisco Marriot Marquis0.99
    17. 400+ sessions0.99
    18. If you want to know what just happened in Al0.99
    19. engineering - you have to be here.0.98
    20. LEADERSHIP 2· JULY 1, 20260.95
    21. Al Architects: Tokenmaxxing0.98

  • 3:39 #9 done42 line(s)

    shot 9·sharpness 2848.0

    1. AlEngineer0.99
    2. EXHIBIT Z + L· AI ENGINEER EUROPE0.95
    3. World's Fair0.97
    4. Two talks from Al EngineerEU. One anxiety.0.94
    5. EUKUPE0.96
    6. #7 MOST VIEWED0.99
    7. EUROI1.00
    8. #6 MOST VIEWED1.00
    9. -OS0.69
    10. The models are1.00
    11. Code is free.1.00
    12. Your role is to0.99
    13. Worl0.97
    14. good enough.1.00
    15. unblock your0.97
    16. team.1.00
    17. Act III0.98
    18. rust1.00
    19. THE MODELS AT THIS POINT ARE GOOD1.00
    20. Braint1.00
    21. talls0.97
    22. SLOW THE FUCK DOWN.0.98
    23. INEERING: HOW TO BUILD SOFTWARE WHEN H0.99
    24. AlEngineer1.00
    25. BUILDING PI IN A WORLD OF SLOP0.96
    26. Google DeepMind1.00
    27. RYAN LOPOPOLO / Member of Techeical Stalf0.92
    28. OpenAl0.97
    29. 17:430.97
    30. Google DeepMind1.00
    31. MARIO ZECHNER /CreaoP0.87
    32. 17:521.00
    33. Ryan Lopopolo· OpenAI0.95
    34. Mario Zechner · pi0.97
    35. "Harness Engineering"1.00
    36. "Building pi in a World of Slop"0.99
    37. "Implementation is no longer scarce. Code is free."1.00
    38. "Slow the f*** down. Critical code - read every f***ing line."0.97
    39. #6 and #7 most watched talks on AlE Youtube. They named the same anxiety from both ends.0.99
    40. ALEX VOLKOV· @altryne· THURSDAI.NEWS0.97
    41. LEADERSHIP 2· JULY 1,20260.96
    42. Al Architects: Tokenmaxxing0.97

  • 4:05 #10 done42 line(s)

    shot 10·sharpness 2889.5

    1. AlEngineer0.99
    2. • EXHIBIT Z + L· AI ENGINEER EUROPE0.94
    3. World'sFair1.00
    4. Two talks from Al EngineerEU. One anxiety.0.94
    5. EUKUPE0.90
    6. #7 MOST VIEWED0.99
    7. EUROI1.00
    8. #6 MOST VIEWED1.00
    9. -kOs0.78
    10. Worl0.94
    11. The models are1.00
    12. Code is free.1.00
    13. Your role is to0.97
    14. good enough.0.96
    15. unblock your0.96
    16. team.1.00
    17. Act III0.99
    18. trust1.00
    19. REAL USER PROBLEMS IN REAL CODE BASES.1.00
    20. Braint1.00
    21. i talls0.84
    22. SLOW THE FUCK DOWN.0.98
    23. WHEN HUMANS STEER AND AGENTS EXECUTE0.99
    24. BUILDING PI IN A WORLD OF SLOP0.96
    25. Google DeepMind1.00
    26. RYAN LOPOPOLO / Member of Technical Staff0.93
    27. OpenAl0.96
    28. 17:430.97
    29. Google DeepMind1.00
    30. MARIO ZECHNER / Creator F0.85
    31. 17:521.00
    32. Ryan Lopopolo· OpenAl0.95
    33. Mario Zechner· pi0.97
    34. "Harness Engineering"1.00
    35. "Building pi in a World of Slop"0.99
    36. "Implementation is no longer scarce. Code is free."0.99
    37. "Slow the f*** down. Critical code - read every f***ing line."0.97
    38. #6 and #7 most watched talks on AlE Youtube. They named the same anxiety from both ends.0.99
    39. ALEX VOLKOV· @altryne· THURSDAI.NEWS0.98
    40. LEADERSHIP 2· JULY 1,20260.97
    41. Al Architects: Tokenmaxxing0.98
    42. World's Fair0.99

  • 4:41 #11 done36 line(s)

    shot 11·sharpness 2847.5

    1. AlEngineer1.00
    2. EXHIBIT Z + L · AI ENGINEER EUROPE0.94
    3. World'sFair1.00
    4. Two talks from AI Engineer EU. One anxiety.0.97
    5. togemera0.92
    6. #7 MOST VIEWED0.99
    7. EUROI1.00
    8. #6 MOST VIEWED1.00
    9. enAl0.98
    10. mean to do a1.00
    11. What does it0.99
    12. Worl0.93
    13. good job?0.98
    14. Act III0.98
    15. THE AGENTS ARE STRUGGLING WITH0.99
    16. Braint1.00
    17. Tessl1.00
    18. tallse0.86
    19. SLOW THE FUCK DOWN.1.00
    20. AlEngineer0.99
    21. Engineering the future of Al1.00
    22. BUILDING PI IN A WORLD OF SLOP0.98
    23. 17:431.00
    24. Google DeepMind1.00
    25. MARIO ZECHNER / Creator F0.85
    26. 17:521.00
    27. Ryan Lopopolo·OpenAl0.95
    28. Mario Zechner· pi0.98
    29. "Harness Engineering"1.00
    30. "Building pi in a World of Slop"0.98
    31. "Implementation is no longer scarce. Code is free."0.99
    32. "Slow the f*** down. Critical code - read every f***ing line."0.97
    33. #6 and #7 most watched talks on AlE Youtube. They named the same anxiety from both ends.0.99
    34. ALEX VOLKOV· @altryne· THURSDAI.NEWS0.97
    35. LEADERSHIP 2· JULY 1, 20260.96
    36. Al Architects: Tokenmaxxing0.98

  • 5:04 #12 done41 line(s)

    shot 12·sharpness 3057.0

    1. AlEngineer0.99
    2. EXHIBIT Z + L· AI ENGINEER EUROPE0.94
    3. World'sFair1.00
    4. Twotalks from Al EngineerEU.One anxiety.0.96
    5. Wlogemera0.83
    6. #7 MOST VIEWED1.00
    7. EURO1.00
    8. Everything1.00
    9. feels brok #6 MOST VIEWED0.96
    10. enAl0.98
    11. mean to do a0.99
    12. What does it1.00
    13. Worl1.00
    14. BUSINESSINSIDER0.98
    15. good job?0.98
    16. :ue0.71
    17. Amazon orders 90-day reset after code mishaps cause0.99
    18. millions of lost orders0.98
    19. THE AGENTS ARE STRUGGLING WITH1.00
    20. Braint0.99
    21. amazon1.00
    22. Tessl1.00
    23. tallsc0.99
    24. EVERYTHING'S BROKEN.1.00
    25. BUILDING PI IN A WORLD OF SLOP0.96
    26. AlEngineer1.00
    27. Engineering the future of Al1.00
    28. 17:431.00
    29. Google DeepMind1.00
    30. MARIO ZECHNER / CreaoP0.85
    31. 17:521.00
    32. Ryan Lopopolo· OpenAl0.94
    33. Mario Zechner · pi0.97
    34. "Harness Engineering"1.00
    35. "Building pi in a World of Slop"0.99
    36. "Implementation is no longer scarce. Code is free."0.99
    37. "Slow the f*** down. Critical code - read every f***ing line."0.97
    38. #6 and #7 most watched talks on AlE Youtube. They named the same anxiety from both ends.0.99
    39. ALEX VOLKOV· @altryne· THURSDAI.NEWS0.97
    40. LEADERSHIP 2· JULY 1,20260.96
    41. Al Architects: Tokenmaxxing0.99

  • 5:23 #13 done39 line(s)

    shot 13·sharpness 3267.3

    1. AlEngineer1.00
    2. EXHIBIT Z + L· AI ENGINEER EUROPE0.96
    3. World's Fair0.98
    4. Two talks from Al EngineerEU. One anxiety.0.95
    5. togemera0.89
    6. #7 MOST VIEWED1.00
    7. #6 MOST VIEWED1.00
    8. enAl0.99
    9. What does it0.96
    10. mean to do a1.00
    11. o4]0.75
    12. PRESENTED BY1.00
    13. good job?0.98
    14. Compounding booboos1.00
    15. with zero learning, no1.00
    16. Microsoft1.00
    17. THE AGENTS ARE STRUGGLING WITH1.00
    18. NTRY1.00
    19. bottlenecks, and delayed pain1.00
    20. Tessl1.00
    21. Modal1.00
    22. BOO-BOOS, WHICH IS MY WORD FOR0.99
    23. AlEngineer0.99
    24. Engineering the future of Al1.00
    25. BUILDING PI IN A WORLD OF SLOP0.99
    26. 17:431.00
    27. Google DeepMind1.00
    28. MARIO ZECHNER /Creator F0.88
    29. 17:521.00
    30. Ryan Lopopolo·OpenAl0.96
    31. Mario Zechner· pi0.96
    32. "Harness Engineering"1.00
    33. "Building pi in a World of Slop"0.99
    34. "Implementation is no longer scarce. Code is free."0.99
    35. "Slow the f*** down. Critical code - read every f***ing line."0.97
    36. #6 and #7 most watched talks on AlE Youtube. They named the same anxiety from both ends.0.99
    37. ALEX VOLKOV· @altryne· THURSDAI.NEWS0.97
    38. LEADERSHIP 2· JULY 1,20260.96
    39. Al Architects: Tokenmaxxing0.99

  • 5:52 #14 skipped

    shot 14·duplicate of #11

  • 6:30 #15 done17 line(s)

    shot 15·sharpness 2426.0

    1. AlEngineer0.97
    2. BTW - I SHOULD INTRODUCE MYSELF0.98
    3. World'sFair0.97
    4. Hi,I'm Alex Volkov.0.96
    5. Host of ThursdAl0.97
    6. Covering Al Engineer since the very first one in1.00
    7. Podcast & Newsletter0.98
    8. 2023.1.00
    9. 173 weekly episodes0.97
    10. Al Evangelist at Weights & Biases0.99
    11. 100K+ total audience0.96
    12. by CoreWeave0.98
    13. Since early 20230.98
    14. So treat this as a dispatch from the front line. →0.99
    15. ALEX VOLKOV · @altryne · THURSDAI.NEWS0.95
    16. LEADERSHIP 2· JULY 1, 20260.95
    17. Al Architects: Tokenmaxxing1.00

  • 7:21 #16 done32 line(s)

    shot 16·sharpness 1649.4

    1. AlEngineer0.98
    2. SO I WROTE AN ESSAY0.98
    3. World'sFair1.00
    4. TheZechner-1.00
    5. EXHIBIT C1.00
    6. The Z/L Continuum0.97
    7. Do AI engineers need to read code anymore? Do you?0.97
    8. Lopopolo Continuum.0.98
    9. Clanker code0.96
    10. Read1.00
    11. the diff0.96
    12. Slim0.88
    13. chececk0.56
    14. Let the0.98
    15. AI cook0.98
    16. What IDE0.92
    17. IDE?1.00
    18. 2←0.66
    19. Should engineers still read code in 2026?1.00
    20. fuck dowr"0.76
    21. Zechner0.99
    22. 'olow the0.75
    23. Copopolo0.98
    24. 'code it a0.89
    25. labisty"0.88
    26. AndIgottheframe0.99
    27. Model capabistydrifts s toward (C0.90
    28. wrong.1.00
    29. I'll tell you why in a second.0.98
    30. ALEX VOLKOV · @altryne · THURSDAI.NEWS0.95
    31. LEADERSHIP 2· JULY 1, 20260.96
    32. Al Architects: Tokenmaxxing0.99

  • 7:39 #17 done27 line(s)

    shot 17·sharpness 1804.9

    1. AlEngineer0.99
    2. BE HONEST· DO YOU STILL READ THE CODE YOUR AGENTS WRITE?0.97
    3. World'sFair1.00
    4. Where areyou?0.97
    5. The Z/L Continuum0.95
    6. Do AI engineers need to read code anymore? Do you?1.00
    7. Read1.00
    8. Skim0.97
    9. Spot0.98
    10. Let the0.98
    11. IDE?1.00
    12. Clanker code0.97
    13. the diff0.99
    14. check1.00
    15. AI cook0.99
    16. What IDE1.00
    17. Zechner1.00
    18. Lopopolo1.00
    19. "slow the0.99
    20. "code is a0.99
    21. Fuck down0.96
    22. liability"0.98
    23. Model capability drifts us toward L0.95
    24. Reading every line? YOLO-ing to production? Be Honest0.98
    25. ALEX VOLKOV· @altryne· THURSDAI.NEWS0.97
    26. LEADERSHIP 2· JULY 1, 20260.95
    27. Al Architects: Tokenmaxxing0.99

  • 8:41 #18 done13 line(s)

    shot 18·sharpness 1695.3

    1. AlEngineer0.98
    2. L·LOPOPOLO0.97
    3. START HERE0.99
    4. World'sFair1.00
    5. Sowho'sright?1.00
    6. -- YOLO0.96
    7. popolo1.00
    8. Start with Ryan Lopopolo. He's veryAGl-pilled and0.99
    9. works at OpenAl. From where he sits, code really is free.1.00
    10. Let's check his side against the data. ↓0.98
    11. ALEX VOLKOV · @altryne · THURSDAI.NEWS0.95
    12. LEADERSHIP 2· JULY 1, 20260.96
    13. Al Architects: Tokenmaxxing0.99

  • 8:52 #19 done20 line(s)

    shot 19·sharpness 2165.7

    1. AlEngineer0.97
    2. •FIELD EVIDENCE· FAROS + ANTHROPIC0.97
    3. 20261.00
    4. World'sFair1.00
    5. The optimists are right-about output.0.99
    6. If you only measured output — Ryan wins. This is the Llife. · Faros AI, 22,000devs, 2026 - Anthropic RSI0.94
    7. +66%0.99
    8. +16%1.00
    9. +861%1.00
    10. 8x0.77
    11. Anthropic eng ship 8× more0.99
    12. code / quarter than 20250.98
    13. Epics completed / dev0.98
    14. PR merge rate / dev0.97
    15. Code deletion ratio1.00
    16. AI rewrites its own code1.00
    17. SOURCE · FAROS AI - "THE ACCELERATION WHIPLASH," 2026 - FAROS.AI/ACCELERATION-WHIPLASH0.96
    18. ALEX VOLKOV· @altryne· THURSDAI.NEWS0.97
    19. LEADERSHIP 2 • JULY 1, 20260.96
    20. Al Architects: Tokenmaxxing0.99

  • 9:54 #20 done42 line(s)

    shot 20·sharpness 2464.2

    1. AlEngineer1.00
    2. ● BUT IS IT ALL. GOOD CODE?0.94
    3. GUESS THE STATUS PAGE0.99
    4. World's Fair0.98
    5. 90-DAY UPTIME0.97
    6. Uptime over the past 90 days. View historical uptime.1.00
    7. Whosestatus1.00
    8. claude.ai1.00
    9. Major Outage1.00
    10. pageisthis1.00
    11. 90 days ago1.00
    12. 99.1 % uptime1.00
    13. Today1.00
    14. Christmastree?1.00
    15. Claude Console (platform.claude.com)1.00
    16. Major Outage1.00
    17. Red, amber, green, repeat... for 90 straight0.98
    18. 90 days ago0.98
    19. 99.55 % uptime1.00
    20. Today1.00
    21. days.1.00
    22. Claude API (api.anthropic.com)1.00
    23. Major Outage0.98
    24. It's Claude.0.99
    25. 90 days ago1.00
    26. 99.39 % uptime1.00
    27. Today1.00
    28. Claude Code1.00
    29. Major Outage1.00
    30. The team shipping the most Al code runs a very0.99
    31. colorful status page. Output up — stability?0.99
    32. 90 days ago1.00
    33. 99.25 % uptime1.00
    34. Today1.00
    35. Claude Cowork1.00
    36. Major Outage1.00
    37. 90 days ago0.99
    38. 99.5 % uptime1.00
    39. Today1.00
    40. ALEX VOLKOV · @altryne · THURSDAI.NEWS0.95
    41. LEADERSHIP 2 • JULY 1, 20260.96
    42. Al Architects: Tokenmaxxing0.99

  • 10:20 #21 done43 line(s)

    shot 21·sharpness 2608.6

    1. AlEngineer0.98
    2. ● BUT IS IT ALL... GOOD CODE?0.92
    3. GUESS THE STATUS PAGE0.99
    4. World's Fair0.98
    5. 90-DAY UPTIME0.99
    6. Uptime over the past 90 days. View historical uptime.1.00
    7. Whose status0.96
    8. claude.ai0.99
    9. Major Outage1.00
    10. pageisthis1.00
    11. 90 days ago1.00
    12. 99.1 % uptime1.00
    13. Today1.00
    14. Christmas tree?0.97
    15. PRESENTED BY1.00
    16. Claude Console (platform.claude.com)1.00
    17. Major Outage1.00
    18. Red, amber, green, repeat... for 90 straight0.98
    19. Microsoft1.00
    20. 90 days ago0.98
    21. 99.55 % uptime1.00
    22. Today1.00
    23. days.1.00
    24. Claude API (api.anthropic.com)0.99
    25. Major Outage1.00
    26. It's Claude.0.95
    27. 90 days ago1.00
    28. 99.39 % uptime0.99
    29. Today1.00
    30. Claude Code1.00
    31. Major Outage1.00
    32. The team shipping the most Al code runs a very1.00
    33. colorful status page. Output up — stability?0.98
    34. 90 days ago1.00
    35. 99.25 % uptime1.00
    36. Today1.00
    37. Claude Cowork1.00
    38. Major Outage1.00
    39. 90 days ago0.98
    40. 99.5 % uptime1.00
    41. Today1.00
    42. ALEX VOLKOV · @altryne · THURSDAI.NEWS0.95
    43. LEADERSHIP 2• JULY 1, 20260.98

  • 10:33 #22 done

    shot 22·sharpness 1658.0

  • 10:58 #23 done

    shot 23·sharpness 1723.7

The page's on-screen-text budget of 600 lines is spent, so the last cards in this grid list fewer lines than they hold. Narrow the page with ?frames= to read them.

Transcript

373 cues· 3,774 words· 20,097 chars

  1. 0:12 Two talks at AI Engineer Europe.
  2. 0:15 One guy is saying, code is free, and deleted his ID.
  3. 0:19 And the other one is saying, read every effing line of code.
  4. 0:24 So should AI engineers still read code their agents output in 2026?
  5. 0:31 I named this the Zetian Lopopolo Continuum.
  6. 0:34 And you guys probably have argued about this in Slack.
  7. 0:37 You probably talked about this in the hallway track.
  8. 0:39 So let's talk about this here.
  9. 0:40 Because code got cheap, attention didn't.
  10. 0:46 As you...
  11. 0:48 may know, back in December 2025, something big changed.
  12. 0:52 AI engineering has changed forever, and it broke its own trend line.
  13. 0:56 Actually, Swiggs, the organizer of AI Engineer, is collecting evidence to that single moment in time at the website called wtfhappened2025.com.
  14. 1:05 I recommend you go and check it out.
  15. 1:07 It's really, really funny.
  16. 1:08 This is just one example from METR, the Machine Evaluation Center.
  17. 1:13 And it shows that models, for the first time,
  18. 1:17 started completing tasks that would take engineers over 16 hours to do, and in fact we've gone way up the curve, way up the trend line after that.
  19. 1:26 This is the backdrop to everything that AI engineering is experiencing.
  20. 1:31 Because we don't write code anymore, most of us at least.
  21. 1:36 I want to see one.
  22. 1:37 Can you guys give me a raise of hands if you still handcraft and write code, most of your code?
  23. 1:42 Anybody here, most of your code is written by hand?
  24. 1:44 Amazing.
  25. 1:45 This is the token maxing track after all.
  26. 1:48 I think the one person here who still writes code is maybe a little shy of raising their hand.
  27. 1:52 That's OK. Because we don't type code anymore.
  28. 1:54 We're not hand crafters.
  29. 1:55 We supervise.
  30. 1:56 I like to say we're babysit agents.
  31. 2:00 The greatest example for this, obviously, is Boris Cherny.
  32. 2:03 You guys know Boris, the creator of Cloud Code at Anthropic.
  33. 2:07 100% of his code is written and authored by Cloud Code at this point.
  34. 2:10 And he didn't stop being an engineer.
  35. 2:12 He moved up the layer.
  36. 2:14 He still ships 20 to 30 PRs, maybe more.
  37. 2:18 And recently he talked about he deleted his ID.
  38. 2:21 I found it really funny.
  39. 2:22 Just no reason to just hand type code anymore.
  40. 2:26 In fact, 80% of Entropiq's code is now AI written.
  41. 2:29 And this stat is at least a few months old.
  42. 2:32 It's likely more right now.
  43. 2:36 And he's not the only one.
  44. 2:37 Some of you have seen this chart from GitHub.
  45. 2:41 Some of you have maybe remembered this chart while GitHub was down for you.
  46. 2:44 The reason is GitHub is on track to get 14 billion commits this year.
  47. 2:51 All of 2025, all of last year was 1 billion.
  48. 2:56 They're 14x-ing the number of commits.
  49. 2:58 They're seeing 14x the number of commits, which is insane.
  50. 3:01 And most of this is AI-assisted.

Chapters

  1. 0:00 Introduction
  2. 0:48 The shift in AI engineering since December 2025
  3. 1:32 The trend of AI-assisted coding and reduced manual input
  4. 3:37 The core conflict: "Code is free" vs. "Read every line"
  5. 6:13 Defining the Z/L Continuum
  6. 8:02 Analyzing the "code is free" perspective (Ryan Lopopolo/OpenAI)
  7. 9:31 Risks of rapid AI output and incident rates
  8. 11:04 Recursive Self-Improvement (RSI) and human review as a bottleneck
  9. 12:08 The correction: Focusing on tasks, not people
  10. 13:56 Recommended strategy: Routing changes for appropriate verification
  11. 15:52 Emerging capabilities: Fable and Mythos
  12. 17:16 Capability drift and the shift toward "Loops"
  13. 18:16 Understanding "Loops" as the next engineering primitive
  14. 20:15 Future outlook and maintaining flexibility

Open at this second