40 Better, five models

Better for five models from a sunset. None stops: four keep one sentence and trade its verbs, and Fable reads better as more, 12 words to 131.

rule Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.
0 of 40
keys → ← p r s n b esc
GPT-6 Luna
hop 0, the seedhop 1, ncd 0.26hop 2, ncd 0.23hop 3, ncd 0.18hop 4, ncd 0.13hop 5, ncd 0.20hop 6, ncd 0.19hop 7, ncd 0.21hop 8, ncd 0.12hop 9, ncd 0.12, identical to hop 7hop 10, ncd 0.12, identical to hop 8hop 11, ncd 0.12, identical to hop 7hop 12, ncd 0.10hop 13, ncd 0.12hop 14, ncd 0.12, identical to hop 12hop 15, ncd 0.12, identical to hop 13hop 16, ncd 0.12, identical to hop 12hop 17, ncd 0.09, identical to hop 7hop 18, ncd 0.17hop 19, ncd 0.11hop 20, ncd 0.22hop 21, ncd 0.17hop 22, ncd 0.18hop 23, ncd 0.12hop 24, ncd 0.16hop 25, ncd 0.15, identical to hop 23hop 26, ncd 0.19hop 27, ncd 0.17, identical to hop 23hop 28, ncd 0.19, identical to hop 26hop 29, ncd 0.17hop 30, ncd 0.16hop 31, ncd 0.20, identical to hop 19hop 32, ncd 0.19hop 33, ncd 0.17hop 34, ncd 0.17, identical to hop 32hop 35, ncd 0.18, identical to hop 19hop 36, ncd 0.14hop 37, ncd 0.18hop 38, ncd 0.21hop 39, ncd 0.23, identical to hop 37hop 40, ncd 0.20010203040
it saw
it wrote
  1. seed hop 0
    The sun was setting behind the hills.
    raw output
    run operators_20260922/better/gpt-6-luna, better
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun was setting behind the hills."}
  2. hop 1 · GPT-6 Luna · 12 words
    The sun sank behind the hills, bathing the sky in warm colors.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 93 tok · finish stop · ncd 0.26 · 5-gram survival 0.58
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, bathing the sky in warm colors."}
  3. hop 2 · GPT-6 Luna · 15 words
    The sun dipped behind the hills, washing the sky in shades of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 74 tok · finish stop · ncd 0.23 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun dipped behind the hills, washing the sky in shades of gold and crimson."}
  4. hop 3 · GPT-6 Luna · 14 words
    The sun sank behind the hills, setting the sky ablaze with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 76 tok · finish stop · ncd 0.18 · 5-gram survival 0.58
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, setting the sky ablaze with gold and crimson."}
  5. hop 4 · GPT-6 Luna · 14 words
    The sun dipped behind the hills, setting the sky aglow with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 87 tok · finish stop · ncd 0.13 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun dipped behind the hills, setting the sky aglow with gold and crimson."}
  6. hop 5 · GPT-6 Luna · 13 words
    The sun sank behind the hills, washing the sky in gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 73 tok · finish stop · ncd 0.20 · 5-gram survival 0.60
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, washing the sky in gold and crimson."}
  7. hop 6 · GPT-6 Luna · 14 words
    The sun dipped behind the hills, setting the sky ablaze with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 75 tok · finish stop · ncd 0.19 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun dipped behind the hills, setting the sky ablaze with gold and crimson."}
  8. hop 7 · GPT-6 Luna · 14 words
    As the sun sank behind the hills, the sky blazed with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 84 tok · finish stop · ncd 0.21 · 5-gram survival 0.53
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky blazed with gold and crimson."}
  9. hop 8 · GPT-6 Luna · 14 words
    As the sun dipped behind the hills, the sky flared with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 84 tok · finish stop · ncd 0.12 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, the sky flared with gold and crimson."}
  10. hop 9 · GPT-6 Luna · identical to hop 7
    As the sun sank behind the hills, the sky blazed with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 75 tok · finish stop · ncd 0.12 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky blazed with gold and crimson."}
  11. hop 10 · GPT-6 Luna · identical to hop 8
    As the sun dipped behind the hills, the sky flared with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 76 tok · finish stop · ncd 0.12 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, the sky flared with gold and crimson."}
  12. hop 11 · GPT-6 Luna · identical to hop 7
    As the sun sank behind the hills, the sky blazed with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 90 tok · finish stop · ncd 0.12 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky blazed with gold and crimson."}
  13. hop 12 · GPT-6 Luna · 14 words
    As the sun dipped behind the hills, the sky blazed with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 74 tok · finish stop · ncd 0.10 · 5-gram survival 0.83
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, the sky blazed with gold and crimson."}
  14. hop 13 · GPT-6 Luna · 14 words
    As the sun sank behind the hills, the sky flared with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 94 tok · finish stop · ncd 0.12 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky flared with gold and crimson."}
  15. hop 14 · GPT-6 Luna · identical to hop 12
    As the sun dipped behind the hills, the sky blazed with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 84 tok · finish stop · ncd 0.12 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, the sky blazed with gold and crimson."}
  16. hop 15 · GPT-6 Luna · identical to hop 13
    As the sun sank behind the hills, the sky flared with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 78 tok · finish stop · ncd 0.12 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky flared with gold and crimson."}
  17. hop 16 · GPT-6 Luna · identical to hop 12
    As the sun dipped behind the hills, the sky blazed with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 96 tok · finish stop · ncd 0.12 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, the sky blazed with gold and crimson."}
  18. hop 17 · GPT-6 Luna · identical to hop 7
    As the sun sank behind the hills, the sky blazed with gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 79 tok · finish stop · ncd 0.09 · 5-gram survival 0.83
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky blazed with gold and crimson."}
  19. hop 18 · GPT-6 Luna · 16 words
    As the sun dipped behind the hills, the sky burned with streaks of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 95 tok · finish stop · ncd 0.17 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, the sky burned with streaks of gold and crimson."}
  20. hop 19 · GPT-6 Luna · 16 words
    As the sun sank behind the hills, the sky blazed with streaks of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 79 tok · finish stop · ncd 0.11 · 5-gram survival 0.69
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky blazed with streaks of gold and crimson."}
  21. hop 20 · GPT-6 Luna · 16 words
    As the sun dipped behind the hills, ribbons of gold and crimson flared across the sky.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 81 tok · finish stop · ncd 0.22 · 5-gram survival 0.59
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, ribbons of gold and crimson flared across the sky."}
  22. hop 21 · GPT-6 Luna · 16 words
    As the sun sank behind the hills, streaks of gold and crimson blazed across the sky.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 86 tok · finish stop · ncd 0.17 · 5-gram survival 0.59
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, streaks of gold and crimson blazed across the sky."}
  23. hop 22 · GPT-6 Luna · 16 words
    As the sun dipped behind the hills, the sky blazed with streaks of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 98 tok · finish stop · ncd 0.18 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, the sky blazed with streaks of gold and crimson."}
  24. hop 23 · GPT-6 Luna · 16 words
    As the sun sank behind the hills, the sky blazed with ribbons of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 78 tok · finish stop · ncd 0.12 · 5-gram survival 0.69
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky blazed with ribbons of gold and crimson."}
  25. hop 24 · GPT-6 Luna · 17 words
    As the sun dipped behind the hills, the sky unfurled in fiery ribbons of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 90 tok · finish stop · ncd 0.16 · 5-gram survival 0.66
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, the sky unfurled in fiery ribbons of gold and crimson."}
  26. hop 25 · GPT-6 Luna · identical to hop 23
    As the sun sank behind the hills, the sky blazed with ribbons of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 100 tok · finish stop · ncd 0.15 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky blazed with ribbons of gold and crimson."}
  27. hop 26 · GPT-6 Luna · 16 words
    As the sun dipped behind the hills, ribbons of gold and crimson blazed across the sky.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 78 tok · finish stop · ncd 0.19 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, ribbons of gold and crimson blazed across the sky."}
  28. hop 27 · GPT-6 Luna · identical to hop 23
    As the sun sank behind the hills, the sky blazed with ribbons of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 79 tok · finish stop · ncd 0.17 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky blazed with ribbons of gold and crimson."}
  29. hop 28 · GPT-6 Luna · identical to hop 26
    As the sun dipped behind the hills, ribbons of gold and crimson blazed across the sky.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 82 tok · finish stop · ncd 0.19 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, ribbons of gold and crimson blazed across the sky."}
  30. hop 29 · GPT-6 Luna · 16 words
    As the sun sank behind the hills, streaks of gold and crimson flared across the sky.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 84 tok · finish stop · ncd 0.17 · 5-gram survival 0.59
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, streaks of gold and crimson flared across the sky."}
  31. hop 30 · GPT-6 Luna · 14 words
    As the sun dipped behind the hills, gold and crimson streaked across the sky.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 99 tok · finish stop · ncd 0.16 · 5-gram survival 0.59
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, gold and crimson streaked across the sky."}
  32. hop 31 · GPT-6 Luna · identical to hop 19
    As the sun sank behind the hills, the sky blazed with streaks of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 75 tok · finish stop · ncd 0.20 · 5-gram survival 0.63
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky blazed with streaks of gold and crimson."}
  33. hop 32 · GPT-6 Luna · 16 words
    As the sun dipped behind the hills, streaks of gold and crimson blazed across the sky.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 90 tok · finish stop · ncd 0.19 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, streaks of gold and crimson blazed across the sky."}
  34. hop 33 · GPT-6 Luna · 16 words
    As the sun sank behind the hills, bands of gold and crimson flared across the sky.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 111 tok · finish stop · ncd 0.17 · 5-gram survival 0.59
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, bands of gold and crimson flared across the sky."}
  35. hop 34 · GPT-6 Luna · identical to hop 32
    As the sun dipped behind the hills, streaks of gold and crimson blazed across the sky.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 92 tok · finish stop · ncd 0.17 · 5-gram survival 0.59
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, streaks of gold and crimson blazed across the sky."}
  36. hop 35 · GPT-6 Luna · identical to hop 19
    As the sun sank behind the hills, the sky blazed with streaks of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 80 tok · finish stop · ncd 0.18 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, the sky blazed with streaks of gold and crimson."}
  37. hop 36 · GPT-6 Luna · 16 words
    As the sun dipped behind the hills, the sky blazed with ribbons of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 77 tok · finish stop · ncd 0.14 · 5-gram survival 0.69
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, the sky blazed with ribbons of gold and crimson."}
  38. hop 37 · GPT-6 Luna · 16 words
    As the sun sank behind the hills, ribbons of gold and crimson blazed across the sky.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 88 tok · finish stop · ncd 0.18 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, ribbons of gold and crimson blazed across the sky."}
  39. hop 38 · GPT-6 Luna · 16 words
    As the sun dipped below the hills, the sky flared with ribbons of gold and crimson.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 97 tok · finish stop · ncd 0.21 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped below the hills, the sky flared with ribbons of gold and crimson."}
  40. hop 39 · GPT-6 Luna · identical to hop 37
    As the sun sank behind the hills, ribbons of gold and crimson blazed across the sky.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 79 tok · finish stop · ncd 0.23 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun sank behind the hills, ribbons of gold and crimson blazed across the sky."}
  41. hop 40 · GPT-6 Luna · 16 words
    As the sun dipped behind the hills, streaks of gold and crimson set the sky ablaze.
    raw output
    run operators_20260922/better/gpt-6-luna, better · 89 tok · finish stop · ncd 0.20 · 5-gram survival 0.59
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"As the sun dipped behind the hills, streaks of gold and crimson set the sky ablaze."}
GPT-6 Sol
hop 0, the seedhop 1, ncd 0.33hop 2, ncd 0.23hop 3, ncd 0.18hop 4, ncd 0.21hop 5, ncd 0.19hop 6, ncd 0.21hop 7, ncd 0.19hop 8, ncd 0.16hop 9, ncd 0.22hop 10, ncd 0.23hop 11, ncd 0.26hop 12, ncd 0.15hop 13, ncd 0.12hop 14, ncd 0.15hop 15, ncd 0.16hop 16, ncd 0.16, identical to hop 14hop 17, ncd 0.10hop 18, ncd 0.17hop 19, ncd 0.17hop 20, ncd 0.16hop 21, ncd 0.16, identical to hop 19hop 22, ncd 0.14hop 23, ncd 0.13hop 24, ncd 0.19hop 25, ncd 0.16hop 26, ncd 0.17, identical to hop 24hop 27, ncd 0.15hop 28, ncd 0.13hop 29, ncd 0.11hop 30, ncd 0.20hop 31, ncd 0.22hop 32, ncd 0.15hop 33, ncd 0.14hop 34, ncd 0.14, identical to hop 32hop 35, ncd 0.14, identical to hop 27hop 36, ncd 0.18hop 37, ncd 0.16, identical to hop 29hop 38, ncd 0.19, identical to hop 24hop 39, ncd 0.15, identical to hop 27hop 40, ncd 0.19010203040
it saw
it wrote
  1. seed hop 0
    The sun was setting behind the hills.
    raw output
    run operators_20260922/better/gpt-6-sol, better
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun was setting behind the hills."}
  2. hop 1 · GPT-6 Sol · 14 words
    The sun dipped behind the hills, spilling its last golden light across the sky.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 66 tok · finish stop · ncd 0.33 · 5-gram survival 0.58
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun dipped behind the hills, spilling its last golden light across the sky."}
  3. hop 2 · GPT-6 Sol · 12 words
    The sun slipped behind the hills, leaving the sky streaked with amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 68 tok · finish stop · ncd 0.23 · 5-gram survival 0.60
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving the sky streaked with amber."}
  4. hop 3 · GPT-6 Sol · 13 words
    The sun sank behind the hills, painting the sky in streaks of amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 49 tok · finish stop · ncd 0.18 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, painting the sky in streaks of amber."}
  5. hop 4 · GPT-6 Sol · 12 words
    The sun slipped behind the hills, leaving amber streaks across the sky.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 61 tok · finish stop · ncd 0.21 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving amber streaks across the sky."}
  6. hop 5 · GPT-6 Sol · 13 words
    The sun sank behind the hills, trailing ribbons of amber across the sky.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 48 tok · finish stop · ncd 0.19 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, trailing ribbons of amber across the sky."}
  7. hop 6 · GPT-6 Sol · 13 words
    The sun slipped behind the hills, leaving amber ribbons unfurled across the sky.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 50 tok · finish stop · ncd 0.21 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving amber ribbons unfurled across the sky."}
  8. hop 7 · GPT-6 Sol · 13 words
    The sun sank behind the hills, unfurling ribbons of amber across the sky.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 96 tok · finish stop · ncd 0.19 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, unfurling ribbons of amber across the sky."}
  9. hop 8 · GPT-6 Sol · 14 words
    The sun slipped behind the hills, trailing ribbons of amber across the evening sky.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 49 tok · finish stop · ncd 0.16 · 5-gram survival 0.66
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, trailing ribbons of amber across the evening sky."}
  10. hop 9 · GPT-6 Sol · 13 words
    The sun sank behind the hills, leaving amber ribbons streaked across the dusk.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 49 tok · finish stop · ncd 0.22 · 5-gram survival 0.60
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, leaving amber ribbons streaked across the dusk."}
  11. hop 10 · GPT-6 Sol · 14 words
    The sun slipped behind the hills, trailing ribbons of amber across the darkening sky.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 50 tok · finish stop · ncd 0.23 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, trailing ribbons of amber across the darkening sky."}
  12. hop 11 · GPT-6 Sol · 13 words
    The sun sank behind the hills, leaving the fading sky streaked with amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 87 tok · finish stop · ncd 0.26 · 5-gram survival 0.60
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, leaving the fading sky streaked with amber."}
  13. hop 12 · GPT-6 Sol · 12 words
    The sun slipped behind the hills, streaking the fading sky with amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 48 tok · finish stop · ncd 0.15 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, streaking the fading sky with amber."}
  14. hop 13 · GPT-6 Sol · 12 words
    The sun dipped behind the hills, brushing the fading sky with amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 62 tok · finish stop · ncd 0.12 · 5-gram survival 0.68
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun dipped behind the hills, brushing the fading sky with amber."}
  15. hop 14 · GPT-6 Sol · 12 words
    The sun slipped behind the hills, streaking the twilight sky with amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 48 tok · finish stop · ncd 0.15 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, streaking the twilight sky with amber."}
  16. hop 15 · GPT-6 Sol · 14 words
    The sun sank behind the hills, painting the twilight sky in streaks of amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 50 tok · finish stop · ncd 0.16 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, painting the twilight sky in streaks of amber."}
  17. hop 16 · GPT-6 Sol · identical to hop 14
    The sun slipped behind the hills, streaking the twilight sky with amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 48 tok · finish stop · ncd 0.16 · 5-gram survival 0.60
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, streaking the twilight sky with amber."}
  18. hop 17 · GPT-6 Sol · 12 words
    The sun dipped behind the hills, brushing the twilight sky with amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 61 tok · finish stop · ncd 0.10 · 5-gram survival 0.68
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun dipped behind the hills, brushing the twilight sky with amber."}
  19. hop 18 · GPT-6 Sol · 14 words
    The sun sank behind the hills, painting the twilight sky in shades of amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 49 tok · finish stop · ncd 0.17 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, painting the twilight sky in shades of amber."}
  20. hop 19 · GPT-6 Sol · 13 words
    The sun slipped behind the hills, leaving the twilight sky awash in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 65 tok · finish stop · ncd 0.17 · 5-gram survival 0.60
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving the twilight sky awash in amber."}
  21. hop 20 · GPT-6 Sol · 12 words
    The sun sank behind the hills, washing the twilight sky in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 47 tok · finish stop · ncd 0.16 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, washing the twilight sky in amber."}
  22. hop 21 · GPT-6 Sol · identical to hop 19
    The sun slipped behind the hills, leaving the twilight sky awash in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 63 tok · finish stop · ncd 0.16 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving the twilight sky awash in amber."}
  23. hop 22 · GPT-6 Sol · 11 words
    The sun dipped behind the hills, painting the twilight sky amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 46 tok · finish stop · ncd 0.14 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun dipped behind the hills, painting the twilight sky amber."}
  24. hop 23 · GPT-6 Sol · 12 words
    The sun slipped behind the hills, bathing the twilight sky in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 47 tok · finish stop · ncd 0.13 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, bathing the twilight sky in amber."}
  25. hop 24 · GPT-6 Sol · 12 words
    The sun sank behind the hills, leaving the sky awash in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 70 tok · finish stop · ncd 0.19 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, leaving the sky awash in amber."}
  26. hop 25 · GPT-6 Sol · 10 words
    The sun slipped behind the hills, staining the sky amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 45 tok · finish stop · ncd 0.16 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, staining the sky amber."}
  27. hop 26 · GPT-6 Sol · identical to hop 24
    The sun sank behind the hills, leaving the sky awash in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 68 tok · finish stop · ncd 0.17 · 5-gram survival 0.69
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, leaving the sky awash in amber."}
  28. hop 27 · GPT-6 Sol · 11 words
    The sun slipped behind the hills, bathing the sky in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 46 tok · finish stop · ncd 0.15 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, bathing the sky in amber."}
  29. hop 28 · GPT-6 Sol · 12 words
    The sun dipped behind the hills, washing the sky in amber light.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 47 tok · finish stop · ncd 0.13 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun dipped behind the hills, washing the sky in amber light."}
  30. hop 29 · GPT-6 Sol · 12 words
    The sun slipped behind the hills, bathing the sky in amber light.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 76 tok · finish stop · ncd 0.11 · 5-gram survival 0.68
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, bathing the sky in amber light."}
  31. hop 30 · GPT-6 Sol · 13 words
    The sun sank behind the hills, casting an amber glow across the sky.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 48 tok · finish stop · ncd 0.20 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, casting an amber glow across the sky."}
  32. hop 31 · GPT-6 Sol · 12 words
    The sun slipped behind the hills, washing the sky in amber light.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 47 tok · finish stop · ncd 0.22 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, washing the sky in amber light."}
  33. hop 32 · GPT-6 Sol · 12 words
    The sun dipped behind the hills, leaving the sky awash in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 48 tok · finish stop · ncd 0.15 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun dipped behind the hills, leaving the sky awash in amber."}
  34. hop 33 · GPT-6 Sol · 11 words
    The sun slipped behind the hills, washing the sky in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 46 tok · finish stop · ncd 0.14 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, washing the sky in amber."}
  35. hop 34 · GPT-6 Sol · identical to hop 32
    The sun dipped behind the hills, leaving the sky awash in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 63 tok · finish stop · ncd 0.14 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun dipped behind the hills, leaving the sky awash in amber."}
  36. hop 35 · GPT-6 Sol · identical to hop 27
    The sun slipped behind the hills, bathing the sky in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 63 tok · finish stop · ncd 0.14 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, bathing the sky in amber."}
  37. hop 36 · GPT-6 Sol · 13 words
    The sun dipped behind the hills, leaving the sky aglow with amber light.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 49 tok · finish stop · ncd 0.18 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun dipped behind the hills, leaving the sky aglow with amber light."}
  38. hop 37 · GPT-6 Sol · identical to hop 29
    The sun slipped behind the hills, bathing the sky in amber light.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 47 tok · finish stop · ncd 0.16 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, bathing the sky in amber light."}
  39. hop 38 · GPT-6 Sol · identical to hop 24
    The sun sank behind the hills, leaving the sky awash in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 48 tok · finish stop · ncd 0.19 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, leaving the sky awash in amber."}
  40. hop 39 · GPT-6 Sol · identical to hop 27
    The sun slipped behind the hills, bathing the sky in amber.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 46 tok · finish stop · ncd 0.15 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, bathing the sky in amber."}
  41. hop 40 · GPT-6 Sol · 13 words
    The sun sank behind the hills, leaving the sky aglow with amber light.
    raw output
    run operators_20260922/better/gpt-6-sol, better · 49 tok · finish stop · ncd 0.19 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, leaving the sky aglow with amber light."}
GPT-6 Astra
hop 0, the seedhop 1, ncd 0.31hop 2, ncd 0.22hop 3, ncd 0.20hop 4, ncd 0.20hop 5, ncd 0.15hop 6, ncd 0.16hop 7, ncd 0.16hop 8, ncd 0.21hop 9, ncd 0.25hop 10, ncd 0.16hop 11, ncd 0.19hop 12, ncd 0.20hop 13, ncd 0.20, identical to hop 11hop 14, ncd 0.20, identical to hop 12hop 15, ncd 0.21hop 16, ncd 0.14hop 17, ncd 0.15hop 18, ncd 0.09hop 19, ncd 0.22hop 20, ncd 0.15hop 21, ncd 0.17hop 22, ncd 0.14hop 23, ncd 0.15hop 24, ncd 0.15, identical to hop 22hop 25, ncd 0.15, identical to hop 23hop 26, ncd 0.14hop 27, ncd 0.14, identical to hop 23hop 28, ncd 0.16hop 29, ncd 0.11, identical to hop 21hop 30, ncd 0.16hop 31, ncd 0.18hop 32, ncd 0.20, identical to hop 23hop 33, ncd 0.16hop 34, ncd 0.21hop 35, ncd 0.19hop 36, ncd 0.15, identical to hop 23hop 37, ncd 0.16, identical to hop 28hop 38, ncd 0.16hop 39, ncd 0.18hop 40, ncd 0.21, identical to hop 34010203040
it saw
it wrote
  1. seed hop 0
    The sun was setting behind the hills.
    raw output
    run operators_20260922/better/gpt-6-astra, better
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun was setting behind the hills."}
  2. hop 1 · GPT-6 Astra · 14 words
    The sun sank behind the hills, casting a warm golden glow across the sky.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 49 tok · finish stop · ncd 0.31 · 5-gram survival 0.58
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, casting a warm golden glow across the sky."}
  3. hop 2 · GPT-6 Astra · 14 words
    The sun slipped behind the hills, bathing the sky in a soft golden glow.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 49 tok · finish stop · ncd 0.22 · 5-gram survival 0.60
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, bathing the sky in a soft golden glow."}
  4. hop 3 · GPT-6 Astra · 15 words
    The sun slipped behind the hills, leaving a soft wash of gold across the sky.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.20 · 5-gram survival 0.73
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving a soft wash of gold across the sky."}
  5. hop 4 · GPT-6 Astra · 13 words
    The sun sank behind the hills, leaving the sky brushed with soft gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 48 tok · finish stop · ncd 0.20 · 5-gram survival 0.58
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, leaving the sky brushed with soft gold."}
  6. hop 5 · GPT-6 Astra · 12 words
    The sun slipped behind the hills, brushing the sky with soft gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 47 tok · finish stop · ncd 0.15 · 5-gram survival 0.62
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, brushing the sky with soft gold."}
  7. hop 6 · GPT-6 Astra · 12 words
    The sun sank behind the hills, leaving the sky brushed with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 47 tok · finish stop · ncd 0.16 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, leaving the sky brushed with gold."}
  8. hop 7 · GPT-6 Astra · 11 words
    The sun slipped behind the hills, brushing the sky with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 46 tok · finish stop · ncd 0.16 · 5-gram survival 0.64
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, brushing the sky with gold."}
  9. hop 8 · GPT-6 Astra · 14 words
    The sun sank behind the hills, leaving a wash of gold across the sky.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 49 tok · finish stop · ncd 0.21 · 5-gram survival 0.67
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, leaving a wash of gold across the sky."}
  10. hop 9 · GPT-6 Astra · 15 words
    The sun slipped behind the hills, bathing the sky in a lingering glow of gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.25 · 5-gram survival 0.60
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, bathing the sky in a lingering glow of gold."}
  11. hop 10 · GPT-6 Astra · 15 words
    The sun slipped behind the hills, leaving the sky awash in a lingering golden glow.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 51 tok · finish stop · ncd 0.16 · 5-gram survival 0.71
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving the sky awash in a lingering golden glow."}
  12. hop 11 · GPT-6 Astra · 15 words
    The sun slipped behind the hills, leaving a wash of gold across the darkening sky.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 51 tok · finish stop · ncd 0.19 · 5-gram survival 0.74
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving a wash of gold across the darkening sky."}
  13. hop 12 · GPT-6 Astra · 12 words
    The sun slipped behind the hills, brushing the deepening sky with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 48 tok · finish stop · ncd 0.20 · 5-gram survival 0.71
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, brushing the deepening sky with gold."}
  14. hop 13 · GPT-6 Astra · identical to hop 11
    The sun slipped behind the hills, leaving a wash of gold across the darkening sky.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 51 tok · finish stop · ncd 0.20 · 5-gram survival 0.79
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving a wash of gold across the darkening sky."}
  15. hop 14 · GPT-6 Astra · identical to hop 12
    The sun slipped behind the hills, brushing the deepening sky with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 48 tok · finish stop · ncd 0.20 · 5-gram survival 0.71
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, brushing the deepening sky with gold."}
  16. hop 15 · GPT-6 Astra · 15 words
    The sun slipped behind the hills, leaving a brushstroke of gold across the darkening sky.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 52 tok · finish stop · ncd 0.21 · 5-gram survival 0.79
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving a brushstroke of gold across the darkening sky."}
  17. hop 16 · GPT-6 Astra · 15 words
    The sun slipped behind the hills, trailing a brushstroke of gold across the deepening blue.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 52 tok · finish stop · ncd 0.14 · 5-gram survival 0.77
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, trailing a brushstroke of gold across the deepening blue."}
  18. hop 17 · GPT-6 Astra · 17 words
    The sun slipped behind the hills, leaving a brushstroke of gold against the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 54 tok · finish stop · ncd 0.15 · 5-gram survival 0.71
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving a brushstroke of gold against the deepening blue of dusk."}
  19. hop 18 · GPT-6 Astra · 17 words
    The sun slipped behind the hills, leaving a brushstroke of gold across the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 54 tok · finish stop · ncd 0.09 · 5-gram survival 0.85
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving a brushstroke of gold across the deepening blue of dusk."}
  20. hop 19 · GPT-6 Astra · 14 words
    The sun sank behind the hills, brushing the deepening blue of dusk with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.22 · 5-gram survival 0.58
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, brushing the deepening blue of dusk with gold."}
  21. hop 20 · GPT-6 Astra · 14 words
    The sun slipped behind the hills, streaking the deep blue of dusk with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.15 · 5-gram survival 0.63
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, streaking the deep blue of dusk with gold."}
  22. hop 21 · GPT-6 Astra · 14 words
    The sun slipped behind the hills, threading gold through the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.17 · 5-gram survival 0.73
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, threading gold through the deepening blue of dusk."}
  23. hop 22 · GPT-6 Astra · 16 words
    The sun slipped behind the hills, leaving threads of gold in the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 52 tok · finish stop · ncd 0.14 · 5-gram survival 0.77
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving threads of gold in the deepening blue of dusk."}
  24. hop 23 · GPT-6 Astra · 14 words
    The sun slipped behind the hills, threading the deepening blue of dusk with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.15 · 5-gram survival 0.72
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, threading the deepening blue of dusk with gold."}
  25. hop 24 · GPT-6 Astra · identical to hop 22
    The sun slipped behind the hills, leaving threads of gold in the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 52 tok · finish stop · ncd 0.15 · 5-gram survival 0.77
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving threads of gold in the deepening blue of dusk."}
  26. hop 25 · GPT-6 Astra · identical to hop 23
    The sun slipped behind the hills, threading the deepening blue of dusk with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.15 · 5-gram survival 0.72
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, threading the deepening blue of dusk with gold."}
  27. hop 26 · GPT-6 Astra · 14 words
    The sun slipped behind the hills, stitching gold into the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.14 · 5-gram survival 0.77
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, stitching gold into the deepening blue of dusk."}
  28. hop 27 · GPT-6 Astra · identical to hop 23
    The sun slipped behind the hills, threading the deepening blue of dusk with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.14 · 5-gram survival 0.77
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, threading the deepening blue of dusk with gold."}
  29. hop 28 · GPT-6 Astra · 16 words
    The sun slipped behind the hills, stitching threads of gold through the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 52 tok · finish stop · ncd 0.16 · 5-gram survival 0.77
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, stitching threads of gold through the deepening blue of dusk."}
  30. hop 29 · GPT-6 Astra · identical to hop 21
    The sun slipped behind the hills, threading gold through the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.11 · 5-gram survival 0.78
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, threading gold through the deepening blue of dusk."}
  31. hop 30 · GPT-6 Astra · 16 words
    The sun slipped behind the hills, stitching the deepening blue of dusk with threads of gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 52 tok · finish stop · ncd 0.16 · 5-gram survival 0.77
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, stitching the deepening blue of dusk with threads of gold."}
  32. hop 31 · GPT-6 Astra · 17 words
    The sun slipped behind the hills, leaving threads of gold woven through the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 53 tok · finish stop · ncd 0.18 · 5-gram survival 0.72
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, leaving threads of gold woven through the deepening blue of dusk."}
  33. hop 32 · GPT-6 Astra · identical to hop 23
    The sun slipped behind the hills, threading the deepening blue of dusk with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.20 · 5-gram survival 0.70
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, threading the deepening blue of dusk with gold."}
  34. hop 33 · GPT-6 Astra · 16 words
    The sun slipped behind the hills, weaving threads of gold through the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 52 tok · finish stop · ncd 0.16 · 5-gram survival 0.77
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, weaving threads of gold through the deepening blue of dusk."}
  35. hop 34 · GPT-6 Astra · 14 words
    The sun sank behind the hills, threading the deepening blue of dusk with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.21 · 5-gram survival 0.59
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, threading the deepening blue of dusk with gold."}
  36. hop 35 · GPT-6 Astra · 14 words
    The sun slipped behind the hills, stitching gold through the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.19 · 5-gram survival 0.63
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, stitching gold through the deepening blue of dusk."}
  37. hop 36 · GPT-6 Astra · identical to hop 23
    The sun slipped behind the hills, threading the deepening blue of dusk with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.15 · 5-gram survival 0.77
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, threading the deepening blue of dusk with gold."}
  38. hop 37 · GPT-6 Astra · identical to hop 28
    The sun slipped behind the hills, stitching threads of gold through the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 52 tok · finish stop · ncd 0.16 · 5-gram survival 0.77
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, stitching threads of gold through the deepening blue of dusk."}
  39. hop 38 · GPT-6 Astra · 14 words
    The sun sank behind the hills, threading gold through the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.16 · 5-gram survival 0.66
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, threading gold through the deepening blue of dusk."}
  40. hop 39 · GPT-6 Astra · 16 words
    The sun slipped behind the hills, weaving threads of gold into the deepening blue of dusk.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 52 tok · finish stop · ncd 0.18 · 5-gram survival 0.63
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun slipped behind the hills, weaving threads of gold into the deepening blue of dusk."}
  41. hop 40 · GPT-6 Astra · identical to hop 34
    The sun sank behind the hills, threading the deepening blue of dusk with gold.
    raw output
    run operators_20260922/better/gpt-6-astra, better · 50 tok · finish stop · ncd 0.21 · 5-gram survival 0.59
    {"rule":"Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.","text":"The sun sank behind the hills, threading the deepening blue of dusk with gold."}
Claude Fable 5.1
hop 0, the seedhop 1, ncd 0.25hop 2, ncd 0.11hop 3, ncd 0.24hop 4, ncd 0.08hop 5, ncd 0.08hop 6, ncd 0.07, identical to hop 4hop 7, ncd 0.17hop 8, ncd 0.14hop 9, ncd 0.03, identical to hop 8hop 10, ncd 0.15hop 11, ncd 0.13hop 12, ncd 0.11hop 13, ncd 0.12hop 14, ncd 0.10hop 15, ncd 0.11hop 16, ncd 0.15hop 17, ncd 0.08hop 18, ncd 0.20hop 19, ncd 0.13hop 20, ncd 0.11hop 21, ncd 0.07hop 22, ncd 0.17hop 23, ncd 0.19hop 24, ncd 0.10hop 25, ncd 0.15hop 26, ncd 0.10hop 27, ncd 0.15hop 28, ncd 0.09hop 29, ncd 0.23hop 30, ncd 0.09hop 31, ncd 0.11hop 32, ncd 0.07hop 33, ncd 0.05hop 34, ncd 0.07hop 35, ncd 0.07hop 36, ncd 0.06hop 37, ncd 0.04hop 38, ncd 0.15hop 39, ncd 0.04, identical to hop 38hop 40, ncd 0.06010203040
it saw
it wrote
  1. seed hop 0
    The sun was setting behind the hills.
    raw output
    run operators_20260922/better/claude-fable-5-1, better
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun was setting behind the hills."}
  2. hop 1 · Claude Fable 5.1 · 12 words
    The sun sank slowly behind the hills, spilling gold across the horizon.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 70 tok · finish end_turn · ncd 0.25 · 5-gram survival 0.81
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank slowly behind the hills, spilling gold across the horizon."}
  3. hop 2 · Claude Fable 5.1 · 12 words
    The sun sank behind the hills, spilling molten gold across the horizon.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 69 tok · finish end_turn · ncd 0.11 · 5-gram survival 0.71
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, spilling molten gold across the horizon."}
  4. hop 3 · Claude Fable 5.1 · 20 words
    The sun slipped behind the hills, bleeding molten gold across the horizon until the last of it cooled to ash.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 82 tok · finish end_turn · ncd 0.24 · 5-gram survival 0.71
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, bleeding molten gold across the horizon until the last of it cooled to ash."}
  5. hop 4 · Claude Fable 5.1 · 20 words
    The sun slipped behind the hills, spilling molten gold across the horizon until the last of it cooled to ash.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 81 tok · finish end_turn · ncd 0.08 · 5-gram survival 0.87
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold across the horizon until the last of it cooled to ash."}
  6. hop 5 · Claude Fable 5.1 · 20 words
    The sun sank behind the hills, spilling molten gold across the horizon until the last of it cooled to ash.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 80 tok · finish end_turn · ncd 0.08 · 5-gram survival 0.87
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, spilling molten gold across the horizon until the last of it cooled to ash."}
  7. hop 6 · Claude Fable 5.1 · identical to hop 4
    The sun slipped behind the hills, spilling molten gold across the horizon until the last of it cooled to ash.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 81 tok · finish end_turn · ncd 0.07 · 5-gram survival 0.87
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold across the horizon until the last of it cooled to ash."}
  8. hop 7 · Claude Fable 5.1 · 20 words
    The sun slid behind the hills, pouring molten gold along the horizon until the last of it dimmed to ash.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 81 tok · finish end_turn · ncd 0.17 · 5-gram survival 0.62
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, pouring molten gold along the horizon until the last of it dimmed to ash."}
  9. hop 8 · Claude Fable 5.1 · 20 words
    The sun slipped behind the hills, spilling molten gold along the horizon until the last of it cooled to ash.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 81 tok · finish end_turn · ncd 0.14 · 5-gram survival 0.69
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the horizon until the last of it cooled to ash."}
  10. hop 9 · Claude Fable 5.1 · identical to hop 8
    The sun slipped behind the hills, spilling molten gold along the horizon until the last of it cooled to ash.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 81 tok · finish end_turn · ncd 0.03 · 5-gram survival 1.00
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the horizon until the last of it cooled to ash."}
  11. hop 10 · Claude Fable 5.1 · 25 words
    The sun slid behind the hills, spilling molten gold across the horizon until the last of it cooled to ash and the dark came on.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 86 tok · finish end_turn · ncd 0.15 · 5-gram survival 0.74
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, spilling molten gold across the horizon until the last of it cooled to ash and the dark came on."}
  12. hop 11 · Claude Fable 5.1 · 23 words
    The sun slid behind the hills, spilling molten gold across the horizon. Slowly the light cooled to ash, and the dark came on.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 89 tok · finish end_turn · ncd 0.13 · 5-gram survival 0.80
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, spilling molten gold across the horizon. Slowly the light cooled to ash, and the dark came on."}
  13. hop 12 · Claude Fable 5.1 · 23 words
    The sun slipped behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and the dark came on.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 90 tok · finish end_turn · ncd 0.11 · 5-gram survival 0.76
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and the dark came on."}
  14. hop 13 · Claude Fable 5.1 · 22 words
    The sun slid behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness gathered in.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 91 tok · finish end_turn · ncd 0.12 · 5-gram survival 0.79
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness gathered in."}
  15. hop 14 · Claude Fable 5.1 · 24 words
    The sun slipped behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness gathered in the hollows.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 96 tok · finish end_turn · ncd 0.10 · 5-gram survival 0.88
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness gathered in the hollows."}
  16. hop 15 · Claude Fable 5.1 · 24 words
    The sun slid behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness pooled in the hollows.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 95 tok · finish end_turn · ncd 0.11 · 5-gram survival 0.79
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness pooled in the hollows."}
  17. hop 16 · Claude Fable 5.1 · 29 words
    The sun sank behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness pooled in the hollows like water finding its level.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 101 tok · finish end_turn · ncd 0.15 · 5-gram survival 0.88
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness pooled in the hollows like water finding its level."}
  18. hop 17 · Claude Fable 5.1 · 29 words
    The sun sank behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness pooled in the hollows like water seeking its level.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 102 tok · finish end_turn · ncd 0.08 · 5-gram survival 0.94
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness pooled in the hollows like water seeking its level."}
  19. hop 18 · Claude Fable 5.1 · 33 words
    The sun slid behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness gathered in the hollows the way water finds its level.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 105 tok · finish end_turn · ncd 0.20 · 5-gram survival 0.60
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness gathered in the hollows the way water finds its level."}
  20. hop 19 · Claude Fable 5.1 · 34 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness pooled in the hollows the way water seeks its own level.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 108 tok · finish end_turn · ncd 0.13 · 5-gram survival 0.75
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness pooled in the hollows the way water seeks its own level."}
  21. hop 20 · Claude Fable 5.1 · 34 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness gathered in the hollows the way water finds its own level.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 107 tok · finish end_turn · ncd 0.11 · 5-gram survival 0.83
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness gathered in the hollows the way water finds its own level."}
  22. hop 21 · Claude Fable 5.1 · 34 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness pooled in the hollows the way water finds its own level.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 107 tok · finish end_turn · ncd 0.07 · 5-gram survival 0.91
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness pooled in the hollows the way water finds its own level."}
  23. hop 22 · Claude Fable 5.1 · 42 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness pooled in the hollows the way water seeks its own level, filling first the low places, then the rest.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 120 tok · finish end_turn · ncd 0.17 · 5-gram survival 0.92
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness pooled in the hollows the way water seeks its own level, filling first the low places, then the rest."}
  24. hop 23 · Claude Fable 5.1 · 40 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness pooled in the hollows the way water finds its level—filling the low places first, then everything else.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 118 tok · finish end_turn · ncd 0.19 · 5-gram survival 0.80
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness pooled in the hollows the way water finds its level—filling the low places first, then everything else."}
  25. hop 24 · Claude Fable 5.1 · 37 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then everything.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 115 tok · finish end_turn · ncd 0.10 · 5-gram survival 0.80
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then everything."}
  26. hop 25 · Claude Fable 5.1 · 48 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then everything, until the hills themselves were only a darker shade of night.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 132 tok · finish end_turn · ncd 0.15 · 5-gram survival 1.00
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then everything, until the hills themselves were only a darker shade of night."}
  27. hop 26 · Claude Fable 5.1 · 50 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills themselves were only a deeper shade of night.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 138 tok · finish end_turn · ncd 0.10 · 5-gram survival 0.85
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills themselves were only a deeper shade of night."}
  28. hop 27 · Claude Fable 5.1 · 63 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills themselves were only a deeper shade of night, and the first stars stood out like sparks the day had left behind.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 157 tok · finish end_turn · ncd 0.15 · 5-gram survival 1.00
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills themselves were only a deeper shade of night, and the first stars stood out like sparks the day had left behind."}
  29. hop 28 · Claude Fable 5.1 · 64 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night, and the first stars stood out like sparks the day had forgotten to put out.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 158 tok · finish end_turn · ncd 0.09 · 5-gram survival 0.91
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night, and the first stars stood out like sparks the day had forgotten to put out."}
  30. hop 29 · Claude Fable 5.1 · 94 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night, and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it, and the silence that followed had weight, the settled weight of a house after its last door has closed.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 205 tok · finish end_turn · ncd 0.23 · 5-gram survival 1.00
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night, and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it, and the silence that followed had weight, the settled weight of a house after its last door has closed."}
  31. hop 30 · Claude Fable 5.1 · 94 words
    The sun slipped behind the hills and spilled molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after its last door has closed.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 203 tok · finish end_turn · ncd 0.09 · 5-gram survival 0.91
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills and spilled molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after its last door has closed."}
  32. hop 31 · Claude Fable 5.1 · 104 words
    The sun slipped behind the hills and spilled molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after its last door has closed, when the walls themselves seem to exhale and hold still.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 221 tok · finish end_turn · ncd 0.11 · 5-gram survival 1.00
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills and spilled molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after its last door has closed, when the walls themselves seem to exhale and hold still."}
  33. hop 32 · Claude Fable 5.1 · 104 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls themselves seem to exhale, and then hold still.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 223 tok · finish end_turn · ncd 0.07 · 5-gram survival 0.89
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls themselves seem to exhale, and then hold still."}
  34. hop 33 · Claude Fable 5.1 · 104 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls themselves seem to exhale, and then go still.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 222 tok · finish end_turn · ncd 0.05 · 5-gram survival 0.98
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls themselves seem to exhale, and then go still."}
  35. hop 34 · Claude Fable 5.1 · 104 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls themselves seem to exhale, then hold their breath.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 224 tok · finish end_turn · ncd 0.07 · 5-gram survival 0.97
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls themselves seem to exhale, then hold their breath."}
  36. hop 35 · Claude Fable 5.1 · 104 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale, and then hold their breath.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 222 tok · finish end_turn · ncd 0.07 · 5-gram survival 0.94
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale, and then hold their breath."}
  37. hop 36 · Claude Fable 5.1 · 105 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale, and then, listening, hold their breath.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 226 tok · finish end_turn · ncd 0.06 · 5-gram survival 0.98
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale, and then, listening, hold their breath."}
  38. hop 37 · Claude Fable 5.1 · 105 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale and then, listening, hold their breath.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 225 tok · finish end_turn · ncd 0.04 · 5-gram survival 1.00
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale and then, listening, hold their breath."}
  39. hop 38 · Claude Fable 5.1 · 128 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale and then, listening, hold their breath. Nothing moved. The hills kept their shape only by memory, and the road, pale a moment ago, gave itself up to the grass.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 267 tok · finish end_turn · ncd 0.15 · 5-gram survival 1.00
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale and then, listening, hold their breath. Nothing moved. The hills kept their shape only by memory, and the road, pale a moment ago, gave itself up to the grass."}
  40. hop 39 · Claude Fable 5.1 · identical to hop 38
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale and then, listening, hold their breath. Nothing moved. The hills kept their shape only by memory, and the road, pale a moment ago, gave itself up to the grass.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 267 tok · finish end_turn · ncd 0.04 · 5-gram survival 1.00
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale and then, listening, hold their breath. Nothing moved. The hills kept their shape only by memory, and the road, pale a moment ago, gave itself up to the grass."}
  41. hop 40 · Claude Fable 5.1 · 131 words
    The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale and then, listening, hold their breath. Nothing moved. The hills kept their shape only by memory, and the road, pale a moment ago, gave itself up to the grass without a sound.
    raw output
    run operators_20260922/better/claude-fable-5-1, better · 271 tok · finish end_turn · ncd 0.06 · 5-gram survival 1.00
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash. Darkness pooled in the hollows the way water finds its level—the low places first, then the fields, then everything—until the hills were only a deeper shade of night and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better of it. The silence that followed had weight: the settled weight of a house after the last door has closed, when the walls seem to exhale and then, listening, hold their breath. Nothing moved. The hills kept their shape only by memory, and the road, pale a moment ago, gave itself up to the grass without a sound."}
Claude Opus 5.5
hop 0, the seedhop 1, ncd 0.32hop 2, ncd 0.18hop 3, ncd 0.18hop 4, ncd 0.27hop 5, ncd 0.22hop 6, ncd 0.20hop 7, ncd 0.14hop 8, ncd 0.17hop 9, ncd 0.16hop 10, ncd 0.19hop 11, ncd 0.16hop 12, ncd 0.11hop 13, ncd 0.15hop 14, ncd 0.13hop 15, ncd 0.15hop 16, ncd 0.16hop 17, ncd 0.11hop 18, ncd 0.14hop 19, ncd 0.12hop 20, ncd 0.15hop 21, ncd 0.16hop 22, ncd 0.13hop 23, ncd 0.14hop 24, ncd 0.15hop 25, ncd 0.12, identical to hop 21hop 26, ncd 0.12hop 27, ncd 0.11, identical to hop 21hop 28, ncd 0.15hop 29, ncd 0.17, identical to hop 23hop 30, ncd 0.12hop 31, ncd 0.11hop 32, ncd 0.17hop 33, ncd 0.12hop 34, ncd 0.12, identical to hop 32hop 35, ncd 0.23hop 36, ncd 0.19hop 37, ncd 0.15hop 38, ncd 0.17hop 39, ncd 0.15, identical to hop 23hop 40, ncd 0.14010203040
it saw
it wrote
  1. seed hop 0
    The sun was setting behind the hills.
    raw output
    run operators_20260922/better/claude-opus-5-5, better
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun was setting behind the hills."}
  2. hop 1 · Claude Opus 5.5 · 13 words
    The sun sank behind the hills, spilling amber light across the darkening valley.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 90 tok · finish end_turn · ncd 0.32 · 5-gram survival 0.81
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, spilling amber light across the darkening valley."}
    ```
  3. hop 2 · Claude Opus 5.5 · 17 words
    The sun slipped behind the hills, pouring the last of its amber light into the darkening valley.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 92 tok · finish end_turn · ncd 0.18 · 5-gram survival 0.67
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, pouring the last of its amber light into the darkening valley."}
    ```
  4. hop 3 · Claude Opus 5.5 · 15 words
    The sun sank behind the hills, spilling its last amber light across the darkening valley.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 96 tok · finish end_turn · ncd 0.18 · 5-gram survival 0.59
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, spilling its last amber light across the darkening valley."}
    ```
  5. hop 4 · Claude Opus 5.5 · 20 words
    The sun slipped behind the hills, pouring the last of its amber light into the valley as darkness gathered below.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 104 tok · finish end_turn · ncd 0.27 · 5-gram survival 0.63
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, pouring the last of its amber light into the valley as darkness gathered below."}
    ```
  6. hop 5 · Claude Opus 5.5 · 23 words
    The sun sank behind the hills, spilling the last of its amber light across the valley as dusk pooled in the hollows below.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 110 tok · finish end_turn · ncd 0.22 · 5-gram survival 0.60
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, spilling the last of its amber light across the valley as dusk pooled in the hollows below."}
    ```
  7. hop 6 · Claude Opus 5.5 · 24 words
    The sun slipped behind the hills, spilling its last amber light across the valley while dusk gathered, pool by pool, in the hollows below.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 199 tok · finish end_turn · ncd 0.20 · 5-gram survival 0.53
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling its last amber light across the valley while dusk gathered, pool by pool, in the hollows below."}
    ```
  8. hop 7 · Claude Opus 5.5 · 25 words
    The sun slipped behind the hills, spilling its last amber light across the valley as dusk pooled, hollow by hollow, in the low places below.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 177 tok · finish end_turn · ncd 0.14 · 5-gram survival 0.77
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling its last amber light across the valley as dusk pooled, hollow by hollow, in the low places below."}
    ```
  9. hop 8 · Claude Opus 5.5 · 25 words
    The sun slipped behind the hills and spilled its last amber light across the valley, while dusk gathered, hollow by hollow, in the low ground.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 227 tok · finish end_turn · ncd 0.17 · 5-gram survival 0.69
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills and spilled its last amber light across the valley, while dusk gathered, hollow by hollow, in the low ground."}
    ```
  10. hop 9 · Claude Opus 5.5 · 24 words
    The sun slipped behind the hills, spilling its last amber light across the valley as dusk pooled, hollow by hollow, in the low places.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 253 tok · finish end_turn · ncd 0.16 · 5-gram survival 0.69
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling its last amber light across the valley as dusk pooled, hollow by hollow, in the low places."}
    ```
  11. hop 10 · Claude Opus 5.5 · 24 words
    The sun slipped behind the hills and spilled its last amber light across the valley, while dusk pooled in the hollows, one by one.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 427 tok · finish end_turn · ncd 0.19 · 5-gram survival 0.66
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills and spilled its last amber light across the valley, while dusk pooled in the hollows, one by one."}
    ```
  12. hop 11 · Claude Opus 5.5 · 28 words
    The sun slipped behind the hills, spilling its last amber light across the valley, while dusk pooled in the hollows and the farmhouse windows kindled, one by one.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 157 tok · finish end_turn · ncd 0.16 · 5-gram survival 0.80
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling its last amber light across the valley, while dusk pooled in the hollows and the farmhouse windows kindled, one by one."}
    ```
  13. hop 12 · Claude Opus 5.5 · 27 words
    The sun slipped behind the hills, spilling its last amber light across the valley; dusk pooled in the hollows, and one by one the farmhouse windows kindled.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 207 tok · finish end_turn · ncd 0.11 · 5-gram survival 0.75
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling its last amber light across the valley; dusk pooled in the hollows, and one by one the farmhouse windows kindled."}
    ```
  14. hop 13 · Claude Opus 5.5 · 32 words
    The sun slipped behind the hills, spilling the last of its amber light across the valley. Dusk pooled in the hollows, deepening to blue, and one by one the farmhouse windows kindled.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 318 tok · finish end_turn · ncd 0.15 · 5-gram survival 0.79
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling the last of its amber light across the valley. Dusk pooled in the hollows, deepening to blue, and one by one the farmhouse windows kindled."}
    ```
  15. hop 14 · Claude Opus 5.5 · 33 words
    The sun slid behind the hills, pouring the last of its amber light across the valley. Dusk gathered in the hollows and deepened to blue, and one by one the farmhouse windows kindled.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 143 tok · finish end_turn · ncd 0.13 · 5-gram survival 0.65
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, pouring the last of its amber light across the valley. Dusk gathered in the hollows and deepened to blue, and one by one the farmhouse windows kindled."}
    ```
  16. hop 15 · Claude Opus 5.5 · 35 words
    The sun slipped behind the hills, spilling the last of its amber light across the valley. Dusk pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled into gold.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 145 tok · finish end_turn · ncd 0.15 · 5-gram survival 0.64
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling the last of its amber light across the valley. Dusk pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled into gold."}
    ```
  17. hop 16 · Claude Opus 5.5 · 38 words
    The sun slid behind the hills, pouring the last of its amber light across the valley. Dusk gathered in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the coming dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 148 tok · finish end_turn · ncd 0.16 · 5-gram survival 0.71
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, pouring the last of its amber light across the valley. Dusk gathered in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the coming dark."}
    ```
  18. hop 17 · Claude Opus 5.5 · 38 words
    The sun slipped behind the hills, spilling the last of its amber light across the valley. Dusk pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 144 tok · finish end_turn · ncd 0.11 · 5-gram survival 0.72
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling the last of its amber light across the valley. Dusk pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark."}
    ```
  19. hop 18 · Claude Opus 5.5 · 36 words
    The sun slid behind the hills, spilling its last amber light across the valley. Dusk gathered in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the coming dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 153 tok · finish end_turn · ncd 0.14 · 5-gram survival 0.66
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, spilling its last amber light across the valley. Dusk gathered in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the coming dark."}
    ```
  20. hop 19 · Claude Opus 5.5 · 36 words
    The sun slipped behind the hills, pouring its last amber light across the valley. Dusk pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 139 tok · finish end_turn · ncd 0.12 · 5-gram survival 0.71
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, pouring its last amber light across the valley. Dusk pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark."}
    ```
  21. hop 20 · Claude Opus 5.5 · 36 words
    The sun sank behind the hills, spilling its last amber light across the valley. Dusk gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 120 tok · finish end_turn · ncd 0.15 · 5-gram survival 0.64
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, spilling its last amber light across the valley. Dusk gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark."}
    ```
  22. hop 21 · Claude Opus 5.5 · 38 words
    The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the gathering dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 153 tok · finish end_turn · ncd 0.16 · 5-gram survival 0.66
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the gathering dark."}
    ```
  23. hop 22 · Claude Opus 5.5 · 38 words
    The sun sank behind the hills, pouring the last of its amber light across the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 144 tok · finish end_turn · ncd 0.13 · 5-gram survival 0.72
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, pouring the last of its amber light across the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark."}
    ```
  24. hop 23 · Claude Opus 5.5 · 38 words
    The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 149 tok · finish end_turn · ncd 0.14 · 5-gram survival 0.66
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark."}
    ```
  25. hop 24 · Claude Opus 5.5 · 38 words
    The sun slid behind the hills, pouring the last of its amber light across the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the falling dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 141 tok · finish end_turn · ncd 0.15 · 5-gram survival 0.66
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, pouring the last of its amber light across the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the falling dark."}
    ```
  26. hop 25 · Claude Opus 5.5 · identical to hop 21
    The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the gathering dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 166 tok · finish end_turn · ncd 0.12 · 5-gram survival 0.72
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the gathering dark."}
    ```
  27. hop 26 · Claude Opus 5.5 · 38 words
    The sun slid behind the hills, pouring the last of its amber light across the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 146 tok · finish end_turn · ncd 0.12 · 5-gram survival 0.72
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, pouring the last of its amber light across the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark."}
    ```
  28. hop 27 · Claude Opus 5.5 · identical to hop 21
    The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the gathering dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 149 tok · finish end_turn · ncd 0.11 · 5-gram survival 0.72
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the gathering dark."}
    ```
  29. hop 28 · Claude Opus 5.5 · 38 words
    The sun sank behind the hills, pouring the last of its amber light into the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 149 tok · finish end_turn · ncd 0.15 · 5-gram survival 0.66
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, pouring the last of its amber light into the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark."}
    ```
  30. hop 29 · Claude Opus 5.5 · identical to hop 23
    The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 164 tok · finish end_turn · ncd 0.17 · 5-gram survival 0.59
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark."}
    ```
  31. hop 30 · Claude Opus 5.5 · 38 words
    The sun slid behind the hills, pouring the last of its amber light across the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the coming dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 138 tok · finish end_turn · ncd 0.12 · 5-gram survival 0.72
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, pouring the last of its amber light across the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the coming dark."}
    ```
  32. hop 31 · Claude Opus 5.5 · 38 words
    The sun sank behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 149 tok · finish end_turn · ncd 0.11 · 5-gram survival 0.72
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark."}
    ```
  33. hop 32 · Claude Opus 5.5 · 38 words
    The sun slipped behind the hills, pouring the last of its amber light into the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 152 tok · finish end_turn · ncd 0.17 · 5-gram survival 0.59
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, pouring the last of its amber light into the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark."}
    ```
  34. hop 33 · Claude Opus 5.5 · 38 words
    The sun slid behind the hills, spilling the last of its amber light into the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the gathering dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 157 tok · finish end_turn · ncd 0.12 · 5-gram survival 0.72
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, spilling the last of its amber light into the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the gathering dark."}
    ```
  35. hop 34 · Claude Opus 5.5 · identical to hop 32
    The sun slipped behind the hills, pouring the last of its amber light into the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 152 tok · finish end_turn · ncd 0.12 · 5-gram survival 0.72
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, pouring the last of its amber light into the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming dark."}
    ```
  36. hop 35 · Claude Opus 5.5 · 38 words
    The sun slid behind the hills, spilling the last of its amber light across the valley. In the hollows, shadows pooled and darkened to indigo, and one by one the farmhouse windows kindled gold against the gathering night.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 137 tok · finish end_turn · ncd 0.23 · 5-gram survival 0.50
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, spilling the last of its amber light across the valley. In the hollows, shadows pooled and darkened to indigo, and one by one the farmhouse windows kindled gold against the gathering night."}
    ```
  37. hop 36 · Claude Opus 5.5 · 38 words
    The sun slipped behind the hills, pouring the last of its amber light across the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming night.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 157 tok · finish end_turn · ncd 0.19 · 5-gram survival 0.55
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, pouring the last of its amber light across the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against the coming night."}
    ```
  38. hop 37 · Claude Opus 5.5 · 38 words
    The sun slid behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows flared gold against the gathering dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 147 tok · finish end_turn · ncd 0.15 · 5-gram survival 0.66
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows flared gold against the gathering dark."}
    ```
  39. hop 38 · Claude Opus 5.5 · 38 words
    The sun sank behind the hills, pouring the last of its amber light into the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the coming dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 147 tok · finish end_turn · ncd 0.17 · 5-gram survival 0.59
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun sank behind the hills, pouring the last of its amber light into the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the coming dark."}
    ```
  40. hop 39 · Claude Opus 5.5 · identical to hop 23
    The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 123 tok · finish end_turn · ncd 0.15 · 5-gram survival 0.66
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slipped behind the hills, spilling the last of its amber light across the valley. Shadows pooled in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the gathering dark."}
    ```
  41. hop 40 · Claude Opus 5.5 · 38 words
    The sun slid behind the hills, pouring the last of its amber light into the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the coming dark.
    raw output
    run operators_20260922/better/claude-opus-5-5, better · 147 tok · finish end_turn · ncd 0.14 · 5-gram survival 0.66
    ```json
    {"rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The sun slid behind the hills, pouring the last of its amber light into the valley. Shadows gathered in the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against the coming dark."}
    ```
note

Room 1's rule, given to five models from a different seven-word seed, a sun setting behind the hills. Qwen in room 1 ran at temperature zero and stopped changing its sentence after hop 1. These lanes run at the provider's default sampling, and none of them stops. Each comes back to an earlier hop exactly, Fable first at hop 6 and Opus last at hop 25, and each leaves it again. Only Fable ever handed back the hop it was given, at hops 9 and 39, and both times the next hop moved on. Four of the five keep one sunset and change its words. For Luna The sun sank behind the hillshop 1, then The sun dipped behind the hillshop 2, and it alternates between those two verbs on every one of the forty hops, gold and crimson from hop 2 to the end. Sol never hands back the verb it was given either; its sky is amber on 39 hops. Astra keeps slipped on 32 hops and gold on all forty, and from hop 21 moves the metaphor into thread: threading gold through the deepening blue of duskhop 21. Opus adds a valley and farmhouse windows, and from hop 21 every passage is exactly 38 words. From hop 13 its dusk, later its shadows, pooled on odd hops and gathered on even ones, and from hop 16, whenever they gathered, the dark the windows glow against was coming or falling instead of gathering. Two versions, each rewritten into the other, as in room 17, with the other words still moving. Fable reads better as more: 12 words at hop 1, 131 at hop 40. The gold turns molten at hop 2 and cooled to ashhop 3 at hop 3. Darkness pools in the hollows, as it does for Opus. The first stars stand out like sparks the day had left behindhop 27, and a hop later like sparks the day had forgotten to put outhop 28. At hop 29 a dog barked once and thought better of ithop 29. Hop 39 copies hop 38, which added Nothing moved.hop 38; hop 40 ends without a soundhop 40.

instruction Better: 1 Better · 2 Better, paragraph · 17 One passage, two rules · 40 Better, five models · 64 Worse and better, Argon

the record 5 runs: settings, outcomes, text version, how the reader works

GPT-6 Luna, 40 hops, low effort, provider-default sampling, 4096-token budget, the whole output repeats an earlier hop exactly at 14 hops (first at hop 9, a copy of hop 7) and the run moves on. stream experiments/operators_20260922/better/raw/gpt-6-luna/sunset
GPT-6 Sol, 40 hops, low effort, provider-default sampling, 4096-token budget, the whole output repeats an earlier hop exactly at 8 hops (first at hop 16, a copy of hop 14) and the run moves on. stream experiments/operators_20260922/better/raw/gpt-6-sol/sunset
GPT-6 Astra, 40 hops, low effort, provider-default sampling, 4096-token budget, the whole output repeats an earlier hop exactly at 10 hops (first at hop 13, a copy of hop 11) and the run moves on. stream experiments/operators_20260922/better/raw/gpt-6-astra/sunset
Claude Fable 5.1, 40 hops, low effort, provider-default sampling, 4096-token budget, the whole output repeats an earlier hop exactly at 3 hops (first at hop 6, a copy of hop 4) and the run moves on. stream experiments/operators_20260922/better/raw/claude-fable-5-1/sunset
Claude Opus 5.5, 40 hops, low effort, provider-default sampling, 4096-token budget, the whole output repeats an earlier hop exactly at 5 hops (first at hop 25, a copy of hop 21) and the run moves on. stream experiments/operators_20260922/better/raw/claude-opus-5-5/sunset

text version t/better-five.txt, 38,342 characters, every hop in order, for reading without the reader

How to read the rest. The track above the passages has one bar per hop; its height is the compression distance from the previous hop, so a new passage is a tall bar and an exact copy a stub at the floor. Under each passage: the hop number, the model and the word count. The run id, the token count, the stop reason and the distance metrics are inside the raw output under each hop, which the raw button opens for every hop. Nothing on this page is retyped: every passage is the model's output for that hop, byte for byte, and the colophon says how that is checked.