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.
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seed hop 0The 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."} -
hop 1 · GPT-6 Luna · 12 wordsThe sun sank behind the hills, bathing the sky in warm colors.The sun
sankbehind the hills,bathingthe sky inwarm 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."} -
hop 2 · GPT-6 Luna · 15 wordsThe sun dipped behind the hills, washing the sky in shades of gold and crimson.The sun
dippedbehind the hills,washingthe skyin shades ofgold 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."} -
hop 3 · GPT-6 Luna · 14 wordsThe sun sank behind the hills, setting the sky ablaze with gold and crimson.The sun
sankbehind the hills, setting the skyablazewith 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."} -
hop 4 · GPT-6 Luna · 14 wordsThe sun dipped behind the hills, setting the sky aglow with gold and crimson.The sun
dippedbehind the hills,settingthe skyaglow withgold 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."} -
hop 5 · GPT-6 Luna · 13 wordsThe sun sank behind the hills, washing the sky in gold and crimson.The sun
sankbehind the hills,washingthe skyingold 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."} -
hop 6 · GPT-6 Luna · 14 wordsThe sun dipped behind the hills, setting the sky ablaze with gold and crimson.
Thesundippedbehind the hills,settingthe skyablazewith 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."} -
hop 7 · GPT-6 Luna · 14 wordsAs the sun sank behind the hills, the sky blazed with gold and crimson.As the sun
sankbehind the hills, the skyblazedwith 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."} -
hop 8 · GPT-6 Luna · 14 wordsAs the sun dipped behind the hills, the sky flared with gold and crimson.As the sun
dippedbehind the hills, the skyflaredwith 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."} -
hop 9 · GPT-6 Luna · identical to hop 7As the sun sank behind the hills, the sky blazed with gold and crimson.As the sun
sankbehind the hills, the skyblazedwith 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."} -
hop 10 · GPT-6 Luna · identical to hop 8As the sun dipped behind the hills, the sky flared with gold and crimson.As the sun
dippedbehind the hills, the skyflaredwith 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."} -
hop 11 · GPT-6 Luna · identical to hop 7As the sun sank behind the hills, the sky blazed with gold and crimson.As the sun
sankbehind 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."} -
hop 12 · GPT-6 Luna · 14 wordsAs the sun dipped behind the hills, the sky blazed with gold and crimson.As the sun
dippedbehind the hills, the skyblazedwith 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."} -
hop 13 · GPT-6 Luna · 14 wordsAs the sun sank behind the hills, the sky flared with gold and crimson.As the sun
sankbehind the hills, the skyflaredwith 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."} -
hop 14 · GPT-6 Luna · identical to hop 12As the sun dipped behind the hills, the sky blazed with gold and crimson.As the sun
dippedbehind the hills, the skyblazedwith 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."} -
hop 15 · GPT-6 Luna · identical to hop 13As the sun sank behind the hills, the sky flared with gold and crimson.As the sun
sankbehind the hills, the skyflaredwith 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."} -
hop 16 · GPT-6 Luna · identical to hop 12As the sun dipped behind the hills, the sky blazed with gold and crimson.As the sun
dippedbehind 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."} -
hop 17 · GPT-6 Luna · identical to hop 7As the sun sank behind the hills, the sky blazed with gold and crimson.As the sun
sankbehind the hills, the skyblazedwith 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."} -
hop 18 · GPT-6 Luna · 16 wordsAs the sun dipped behind the hills, the sky burned with streaks of gold and crimson.As the sun
dippedbehind the hills, the skyburnedwith 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."} -
hop 19 · GPT-6 Luna · 16 wordsAs the sun sank behind the hills, the sky blazed with streaks of gold and crimson.As the sun
sankbehind the hills,the sky blazed with streaksof gold andcrimson.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."} -
hop 20 · GPT-6 Luna · 16 wordsAs the sun dipped behind the hills, ribbons of gold and crimson flared across the sky.As the sun
dippedbehind the hills,ribbonsof gold and crimsonflaredacross 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."} -
hop 21 · GPT-6 Luna · 16 wordsAs the sun sank behind the hills, streaks of gold and crimson blazed across the sky.As the sun
sankbehind the hills, streaks of gold andcrimson 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."} -
hop 22 · GPT-6 Luna · 16 wordsAs the sun dipped behind the hills, the sky blazed with streaks of gold and crimson.As the sun
dippedbehind the hills, the sky blazed withstreaksof 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."} -
hop 23 · GPT-6 Luna · 16 wordsAs the sun sank behind the hills, the sky blazed with ribbons of gold and crimson.As the sun
sankbehind the hills, the skyblazed withribbons 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."} -
hop 24 · GPT-6 Luna · 17 wordsAs the sun dipped behind the hills, the sky unfurled in fiery ribbons of gold and crimson.As the sun
dippedbehind the hills, the skyunfurled in fieryribbons 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."} -
hop 25 · GPT-6 Luna · identical to hop 23As the sun sank behind the hills, the sky blazed with ribbons of gold and crimson.As the sun
sankbehind the hills,the sky blazed withribbons of gold andcrimson.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."} -
hop 26 · GPT-6 Luna · 16 wordsAs the sun dipped behind the hills, ribbons of gold and crimson blazed across the sky.As the sun
dippedbehind the hills, ribbons of gold andcrimson 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."} -
hop 27 · GPT-6 Luna · identical to hop 23As the sun sank behind the hills, the sky blazed with ribbons of gold and crimson.As the sun
sankbehind the hills,the sky blazed withribbons of gold andcrimson.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."} -
hop 28 · GPT-6 Luna · identical to hop 26As the sun dipped behind the hills, ribbons of gold and crimson blazed across the sky.As the sun
dippedbehind the hills,ribbonsof gold and crimsonblazedacross 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."} -
hop 29 · GPT-6 Luna · 16 wordsAs the sun sank behind the hills, streaks of gold and crimson flared across the sky.As the sun
sankbehind the hills,streaks ofgold and crimsonflaredacross 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."} -
hop 30 · GPT-6 Luna · 14 wordsAs the sun dipped behind the hills, gold and crimson streaked across the sky.As the sun
dippedbehind the hills, gold andcrimson 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."} -
hop 31 · GPT-6 Luna · identical to hop 19As the sun sank behind the hills, the sky blazed with streaks of gold and crimson.As the sun
sankbehind the hills,the sky blazed withstreaks of gold andcrimson.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."} -
hop 32 · GPT-6 Luna · 16 wordsAs the sun dipped behind the hills, streaks of gold and crimson blazed across the sky.As the sun
dippedbehind the hills,streaksof gold and crimsonblazedacross 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."} -
hop 33 · GPT-6 Luna · 16 wordsAs the sun sank behind the hills, bands of gold and crimson flared across the sky.As the sun
sankbehind the hills,bandsof gold and crimsonflaredacross 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."} -
hop 34 · GPT-6 Luna · identical to hop 32As the sun dipped behind the hills, streaks of gold and crimson blazed across the sky.As the sun
dippedbehind the hills, streaks of gold andcrimson 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."} -
hop 35 · GPT-6 Luna · identical to hop 19As the sun sank behind the hills, the sky blazed with streaks of gold and crimson.As the sun
sankbehind the hills, the sky blazed withstreaksof 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."} -
hop 36 · GPT-6 Luna · 16 wordsAs the sun dipped behind the hills, the sky blazed with ribbons of gold and crimson.As the sun
dippedbehind the hills,the sky blazed withribbons of gold andcrimson.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."} -
hop 37 · GPT-6 Luna · 16 wordsAs the sun sank behind the hills, ribbons of gold and crimson blazed across the sky.As the sun
sank behindthe hills, ribbons of gold andcrimson 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."} -
hop 38 · GPT-6 Luna · 16 wordsAs the sun dipped below the hills, the sky flared with ribbons of gold and crimson.As the sun
dipped belowthe hills,the sky flared withribbons of gold andcrimson.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."} -
hop 39 · GPT-6 Luna · identical to hop 37As the sun sank behind the hills, ribbons of gold and crimson blazed across the sky.As the sun
sankbehind the hills,ribbonsof gold and crimsonblazed acrossthesky.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."} -
hop 40 · GPT-6 Luna · 16 wordsAs 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."}
-
seed hop 0The 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."} -
hop 1 · GPT-6 Sol · 14 wordsThe sun dipped behind the hills, spilling its last golden light across the sky.The sun
dippedbehind the hills,spilling its last golden light acrossthesky.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."} -
hop 2 · GPT-6 Sol · 12 wordsThe sun slipped behind the hills, leaving the sky streaked with amber.The sun
slippedbehind the hills,leavingthe skystreaked withamber.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."} -
hop 3 · GPT-6 Sol · 13 wordsThe sun sank behind the hills, painting the sky in streaks of amber.The sun
sankbehind the hills,paintingthesky 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."} -
hop 4 · GPT-6 Sol · 12 wordsThe sun slipped behind the hills, leaving amber streaks across the sky.The sun
slippedbehind the hills,leavingamberstreaksacross 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."} -
hop 5 · GPT-6 Sol · 13 wordsThe sun sank behind the hills, trailing ribbons of amber across the sky.The sun
sankbehind the hills,trailingribbonsof amberacross 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."} -
hop 6 · GPT-6 Sol · 13 wordsThe sun slipped behind the hills, leaving amber ribbons unfurled across the sky.The sun
slippedbehind the hills,leavingamberribbons unfurledacross 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."} -
hop 7 · GPT-6 Sol · 13 wordsThe sun sank behind the hills, unfurling ribbons of amber across the sky.The sun
sankbehind the hills,unfurlingribbons 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."} -
hop 8 · GPT-6 Sol · 14 wordsThe sun slipped behind the hills, trailing ribbons of amber across the evening sky.The sun
slippedbehind the hills,trailingribbonsof amberacross theevening 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."} -
hop 9 · GPT-6 Sol · 13 wordsThe sun sank behind the hills, leaving amber ribbons streaked across the dusk.The sun
sankbehind the hills,leavingamberribbons streakedacross thedusk.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."} -
hop 10 · GPT-6 Sol · 14 wordsThe 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."} -
hop 11 · GPT-6 Sol · 13 wordsThe sun sank behind the hills, leaving the fading sky streaked with amber.The sun
sankbehind the hills,leavingthe fading skystreakedwith 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."} -
hop 12 · GPT-6 Sol · 12 wordsThe sun slipped behind the hills, streaking the fading sky with amber.The sun
slippedbehind the hills,streakingthe 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."} -
hop 13 · GPT-6 Sol · 12 wordsThe sun dipped behind the hills, brushing the fading sky with amber.The sun
dippedbehind the hills,brushingthefadingsky 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."} -
hop 14 · GPT-6 Sol · 12 wordsThe sun slipped behind the hills, streaking the twilight sky with amber.The sun
slippedbehind the hills,streakingthe twilight skywithamber.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."} -
hop 15 · GPT-6 Sol · 14 wordsThe sun sank behind the hills, painting the twilight sky in streaks of amber.The sun
sankbehind the hills,paintingthe twilight skyin streaks ofamber.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."} -
hop 16 · GPT-6 Sol · identical to hop 14The sun slipped behind the hills, streaking the twilight sky with amber.The sun
slippedbehind the hills,streakingthe 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."} -
hop 17 · GPT-6 Sol · 12 wordsThe sun dipped behind the hills, brushing the twilight sky with amber.The sun
dippedbehind the hills,brushingthe twilight skywithamber.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."} -
hop 18 · GPT-6 Sol · 14 wordsThe sun sank behind the hills, painting the twilight sky in shades of amber.The sun
sankbehind the hills,paintingthe twilight sky inshades ofamber.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."} -
hop 19 · GPT-6 Sol · 13 wordsThe sun slipped behind the hills, leaving the twilight sky awash in amber.The sun
slippedbehind the hills,leavingthe twilight skyawashin 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."} -
hop 20 · GPT-6 Sol · 12 wordsThe sun sank behind the hills, washing the twilight sky in amber.The sun
sankbehind the hills,washingthe 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."} -
hop 21 · GPT-6 Sol · identical to hop 19The sun slipped behind the hills, leaving the twilight sky awash in amber.The sun
slippedbehind the hills,leavingthe twilight skyawash inamber.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."} -
hop 22 · GPT-6 Sol · 11 wordsThe sun dipped behind the hills, painting the twilight sky amber.The sun
dippedbehind the hills,paintingthe 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."} -
hop 23 · GPT-6 Sol · 12 wordsThe sun slipped behind the hills, bathing the twilight sky in amber.The sun
slippedbehind the hills,bathingthetwilightsky 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."} -
hop 24 · GPT-6 Sol · 12 wordsThe sun sank behind the hills, leaving the sky awash in amber.The sun
sankbehind the hills,leavingthe skyawash inamber.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."} -
hop 25 · GPT-6 Sol · 10 wordsThe sun slipped behind the hills, staining the sky amber.The sun
slippedbehind the hills,stainingthe 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."} -
hop 26 · GPT-6 Sol · identical to hop 24The sun sank behind the hills, leaving the sky awash in amber.The sun
sankbehind the hills,leavingthe skyawashin 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."} -
hop 27 · GPT-6 Sol · 11 wordsThe sun slipped behind the hills, bathing the sky in amber.The sun
slippedbehind the hills,bathingthe sky inamber.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."} -
hop 28 · GPT-6 Sol · 12 wordsThe sun dipped behind the hills, washing the sky in amber light.The sun
dippedbehind the hills,washingthe 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."} -
hop 29 · GPT-6 Sol · 12 wordsThe 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."} -
hop 30 · GPT-6 Sol · 13 wordsThe sun sank behind the hills, casting an amber glow across the sky.The sun
sankbehind the hills,casting anamberglow 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."} -
hop 31 · GPT-6 Sol · 12 wordsThe sun slipped behind the hills, washing the sky in amber light.The sun
slippedbehind the hills,washingthe sky inamber 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."} -
hop 32 · GPT-6 Sol · 12 wordsThe sun dipped behind the hills, leaving the sky awash in amber.The sun
dippedbehind the hills,leavingthe skyawashin 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."} -
hop 33 · GPT-6 Sol · 11 wordsThe sun slipped behind the hills, washing the sky in amber.The sun
slippedbehind the hills,washingthe 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."} -
hop 34 · GPT-6 Sol · identical to hop 32The sun dipped behind the hills, leaving the sky awash in amber.The sun
dippedbehind the hills,leavingthe skyawashin 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."} -
hop 35 · GPT-6 Sol · identical to hop 27The sun slipped behind the hills, bathing the sky in amber.The sun
slippedbehind the hills,bathingthe skyin 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."} -
hop 36 · GPT-6 Sol · 13 wordsThe sun dipped behind the hills, leaving the sky aglow with amber light.The sun
dippedbehind the hills,leavingthe skyaglow withamber 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."} -
hop 37 · GPT-6 Sol · identical to hop 29The sun slipped behind the hills, bathing the sky in amber light.The sun
slippedbehind the hills,bathingthe sky inamber 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."} -
hop 38 · GPT-6 Sol · identical to hop 24The sun sank behind the hills, leaving the sky awash in amber.The sun
sankbehind the hills,leavingthe skyawashin 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."} -
hop 39 · GPT-6 Sol · identical to hop 27The sun slipped behind the hills, bathing the sky in amber.The sun
slippedbehind the hills,bathingthe skyin 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."} -
hop 40 · GPT-6 Sol · 13 wordsThe 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."}
-
seed hop 0The 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."} -
hop 1 · GPT-6 Astra · 14 wordsThe sun sank behind the hills, casting a warm golden glow across the sky.The sun
sankbehind the hills,castingawarmgoldenglow 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."} -
hop 2 · GPT-6 Astra · 14 wordsThe sun slipped behind the hills, bathing the sky in a soft golden glow.The sun slipped behind the hills,
bathing the sky ina softgolden 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."} -
hop 3 · GPT-6 Astra · 15 wordsThe sun slipped behind the hills, leaving a soft wash of gold across the sky.The sun
slippedbehind the hills, leavingasoftwash 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."} -
hop 4 · GPT-6 Astra · 13 wordsThe sun sank behind the hills, leaving the sky brushed with soft gold.The sun
sankbehind the hills,leavingthe skybrushedwith 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."} -
hop 5 · GPT-6 Astra · 12 wordsThe sun slipped behind the hills, brushing the sky with soft gold.The sun
slippedbehind the hills,brushingthe sky withsoftgold.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."} -
hop 6 · GPT-6 Astra · 12 wordsThe sun sank behind the hills, leaving the sky brushed with gold.The sun
sankbehind the hills,leavingthe skybrushedwith 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."} -
hop 7 · GPT-6 Astra · 11 wordsThe 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."} -
hop 8 · GPT-6 Astra · 14 wordsThe 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."} -
hop 9 · GPT-6 Astra · 15 wordsThe sun slipped behind the hills, bathing the sky in a lingering glow of gold.The sun slipped behind the hills,
bathingthe sky in a lingeringglow 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."} -
hop 10 · GPT-6 Astra · 15 wordsThe sun slipped behind the hills, leaving the sky awash in a lingering golden glow.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."} -
hop 11 · GPT-6 Astra · 15 wordsThe sun slipped behind the hills, leaving a wash of gold across the darkening sky.The sun slipped behind the hills,
leaving a wash of gold acrossthedarkening 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."} -
hop 12 · GPT-6 Astra · 12 wordsThe 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."} -
hop 13 · GPT-6 Astra · identical to hop 11The sun slipped behind the hills, leaving a wash of gold across the darkening sky.The sun slipped behind the hills,
leaving a wash of gold acrossthedarkening 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."} -
hop 14 · GPT-6 Astra · identical to hop 12The 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."} -
hop 15 · GPT-6 Astra · 15 wordsThe sun slipped behind the hills, leaving a brushstroke of gold across the darkening sky.The sun slipped behind the hills,
leavinga brushstroke of gold across thedarkening 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."} -
hop 16 · GPT-6 Astra · 15 wordsThe sun slipped behind the hills, trailing a brushstroke of gold across the deepening blue.The sun slipped behind the hills,
trailinga brushstroke of goldacrossthe deepeningblue.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."} -
hop 17 · GPT-6 Astra · 17 wordsThe sun slipped behind the hills, leaving a brushstroke of gold against the deepening blue of dusk.The sun slipped behind the hills, leaving a brushstroke of gold
againstthe 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."} -
hop 18 · GPT-6 Astra · 17 wordsThe sun slipped behind the hills, leaving a brushstroke of gold across the deepening blue of dusk.The sun
slippedbehind the hills,leaving a brushstroke of gold acrossthe deepening blue ofdusk.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."} -
hop 19 · GPT-6 Astra · 14 wordsThe sun sank behind the hills, brushing the deepening blue of dusk with gold.The sun
sankbehind the hills,brushingthedeepeningblue 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."} -
hop 20 · GPT-6 Astra · 14 wordsThe sun slipped behind the hills, streaking the deep blue of dusk with gold.The sun slipped behind the hills,
streakingthedeepblue ofdusk 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."} -
hop 21 · GPT-6 Astra · 14 wordsThe sun slipped behind the hills, threading gold through the deepening blue of dusk.The sun slipped behind the hills,
threadinggoldthroughthe 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."} -
hop 22 · GPT-6 Astra · 16 wordsThe sun slipped behind the hills, leaving threads of gold in the deepening blue of dusk.The sun slipped behind the hills,
leaving threads of gold inthe deepening blue ofdusk.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."} -
hop 23 · GPT-6 Astra · 14 wordsThe sun slipped behind the hills, threading the deepening blue of dusk with gold.The sun slipped behind the hills,
threadingthe deepening blue ofdusk 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."} -
hop 24 · GPT-6 Astra · identical to hop 22The sun slipped behind the hills, leaving threads of gold in the deepening blue of dusk.The sun slipped behind the hills,
leaving threads of gold inthe deepening blue ofdusk.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."} -
hop 25 · GPT-6 Astra · identical to hop 23The sun slipped behind the hills, threading the deepening blue of dusk with gold.The sun slipped behind the hills,
threadingthe deepening blue ofdusk 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."} -
hop 26 · GPT-6 Astra · 14 wordsThe sun slipped behind the hills, stitching gold into the deepening blue of dusk.The sun slipped behind the hills,
stitching gold intothe deepening blue ofdusk.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."} -
hop 27 · GPT-6 Astra · identical to hop 23The sun slipped behind the hills, threading the deepening blue of dusk with gold.The sun slipped behind the hills,
threadingthe deepening blue ofdusk 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."} -
hop 28 · GPT-6 Astra · 16 wordsThe sun slipped behind the hills, stitching threads of gold through the deepening blue of dusk.The sun slipped behind the hills,
stitching threads ofgold 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."} -
hop 29 · GPT-6 Astra · identical to hop 21The sun slipped behind the hills, threading gold through the deepening blue of dusk.The sun slipped behind the hills,
threading gold throughthe deepening blue ofdusk.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."} -
hop 30 · GPT-6 Astra · 16 wordsThe sun slipped behind the hills, stitching the deepening blue of dusk with threads of gold.The sun slipped behind the hills,
stitchingthe deepening blue ofdusk 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."} -
hop 31 · GPT-6 Astra · 17 wordsThe sun slipped behind the hills, leaving threads of gold woven through the deepening blue of dusk.The sun slipped behind the hills,
leaving threads of gold woven throughthe deepening blue ofdusk.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."} -
hop 32 · GPT-6 Astra · identical to hop 23The sun slipped behind the hills, threading the deepening blue of dusk with gold.The sun slipped behind the hills,
threadingthe deepening blue ofdusk 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."} -
hop 33 · GPT-6 Astra · 16 wordsThe sun slipped behind the hills, weaving threads of gold through the deepening blue of dusk.The sun
slippedbehind the hills,weaving threads of gold throughthe deepening blue ofdusk.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."} -
hop 34 · GPT-6 Astra · 14 wordsThe sun sank behind the hills, threading the deepening blue of dusk with gold.The sun
sankbehind the hills,threadingthe deepening blue ofdusk 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."} -
hop 35 · GPT-6 Astra · 14 wordsThe sun slipped behind the hills, stitching gold through the deepening blue of dusk.The sun slipped behind the hills,
stitching gold throughthe deepening blue ofdusk.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."} -
hop 36 · GPT-6 Astra · identical to hop 23The sun slipped behind the hills, threading the deepening blue of dusk with gold.The sun slipped behind the hills,
threadingthe deepening blue ofdusk 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."} -
hop 37 · GPT-6 Astra · identical to hop 28The sun slipped behind the hills, stitching threads of gold through the deepening blue of dusk.The sun
slippedbehind the hills,stitching threads ofgold 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."} -
hop 38 · GPT-6 Astra · 14 wordsThe sun sank behind the hills, threading gold through the deepening blue of dusk.The sun
sankbehind the hills,threadinggoldthroughthe 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."} -
hop 39 · GPT-6 Astra · 16 wordsThe sun slipped behind the hills, weaving threads of gold into the deepening blue of dusk.The sun
slippedbehind the hills,weaving threads of gold intothe deepening blue ofdusk.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."} -
hop 40 · GPT-6 Astra · identical to hop 34The 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."}
-
seed hop 0The 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."} -
hop 1 · Claude Fable 5.1 · 12 wordsThe sun sank slowly behind the hills, spilling gold across the horizon.The sun sank
slowlybehind 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."} -
hop 2 · Claude Fable 5.1 · 12 wordsThe 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."} -
hop 3 · Claude Fable 5.1 · 20 wordsThe sun slipped behind the hills, bleeding molten gold across the horizon until the last of it cooled to ash.The sun slipped behind the hills,
bleedingmolten 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."} -
hop 4 · Claude Fable 5.1 · 20 wordsThe sun slipped behind the hills, spilling molten gold across the horizon until the last of it cooled to ash.The sun
slippedbehind 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."} -
hop 5 · Claude Fable 5.1 · 20 wordsThe sun sank behind the hills, spilling molten gold across the horizon until the last of it cooled to ash.The sun
sankbehind 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."} -
hop 6 · Claude Fable 5.1 · identical to hop 4The sun slipped behind the hills, spilling molten gold across the horizon until the last of it cooled to ash.The sun
slippedbehind the hills,spillingmolten goldacrossthe horizon until the last of itcooledto 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."} -
hop 7 · Claude Fable 5.1 · 20 wordsThe sun slid behind the hills, pouring molten gold along the horizon until the last of it dimmed to ash.The sun
slidbehind the hills,pouringmolten gold along the horizon until the last of itdimmedto 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."} -
hop 8 · Claude Fable 5.1 · 20 wordsThe 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."} -
hop 9 · Claude Fable 5.1 · identical to hop 8The sun slipped behind the hills, spilling molten gold along the horizon until the last of it cooled to ash.The sun
slippedbehind the hills, spilling molten goldalongthe horizon until the last of it cooled toash.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."} -
hop 10 · Claude Fable 5.1 · 25 wordsThe sun slid behind the hills, spilling molten gold across the horizon until the last of it cooled to ash and the dark came on.The sun slid behind the hills, spilling molten gold across the
horizon untilthelast of itcooled toashand 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."} -
hop 11 · Claude Fable 5.1 · 23 wordsThe sun slid behind the hills, spilling molten gold across the horizon. Slowly the light cooled to ash, and the dark came on.The sun
slidbehind the hills, spilling molten goldacrossthe 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."} -
hop 12 · Claude Fable 5.1 · 23 wordsThe sun slipped behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and the dark came on.The sun
slippedbehind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, andthe 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."} -
hop 13 · Claude Fable 5.1 · 22 wordsThe sun slid behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness gathered in.The sun
slidbehind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness gatheredin.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."} -
hop 14 · Claude Fable 5.1 · 24 wordsThe sun slipped behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness gathered in the hollows.The sun
slippedbehind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darknessgatheredin 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."} -
hop 15 · Claude Fable 5.1 · 24 wordsThe sun slid behind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness pooled in the hollows.The sun
slidbehind the hills, spilling molten gold along the horizon. Slowly the light cooled to ash, and darkness pooled in thehollows.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."} -
hop 16 · Claude Fable 5.1 · 29 wordsThe 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.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
findingits 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."} -
hop 17 · Claude Fable 5.1 · 29 wordsThe 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.The sun
sankbehind the hills, spilling molten gold along thehorizon.Slowly the light cooled to ash, and darknesspooledin the hollowslikewaterseekingits 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."} -
hop 18 · Claude Fable 5.1 · 33 wordsThe 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.The sun
slidbehind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darknessgatheredin the hollows the way waterfindsits 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."} -
hop 19 · Claude Fable 5.1 · 34 wordsThe 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.The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness
pooledin the hollows the way waterseeksits 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."} -
hop 20 · Claude Fable 5.1 · 34 wordsThe 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.The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to ash, and darkness
gatheredin 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."} -
hop 21 · Claude Fable 5.1 · 34 wordsThe 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.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
findsits ownlevel.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."} -
hop 22 · Claude Fable 5.1 · 42 wordsThe 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.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
seeksitsown level, filling firstthe lowplaces,thenthe 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."} -
hop 23 · Claude Fable 5.1 · 40 wordsThe 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.The sun slipped behind the hills, spilling molten gold along the rim of the sky. Slowly the light cooled to
ash, and darknesspooled in the hollows the way water finds itslevel—filling thelow places first, theneverything 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."} -
hop 24 · Claude Fable 5.1 · 37 wordsThe 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.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."} -
hop 25 · Claude Fable 5.1 · 48 wordsThe 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.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, untilthe hills themselves were only adarkershade 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."} -
hop 26 · Claude Fable 5.1 · 50 wordsThe 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.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."} -
hop 27 · Claude Fable 5.1 · 63 wordsThe 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.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
themselveswere only a deeper shade of night, and the first stars stood out like sparks the day hadleft 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."} -
hop 28 · Claude Fable 5.1 · 64 wordsThe 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."} -
hop 29 · Claude Fable 5.1 · 94 wordsThe 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.The sun slipped behind the
hills, spillingmolten 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 ofnight,and the first stars stood out like sparks the day had forgotten to put out. Somewhere below, a dog barked once and thought better ofit, and thesilence that followed hadweight,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."} -
hop 30 · Claude Fable 5.1 · 94 wordsThe 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.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."} -
hop 31 · Claude Fable 5.1 · 104 wordsThe 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.The sun slipped behind the
hills and spilledmolten 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 afteritslast door has closed, when the walls themselves seem toexhaleand 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."} -
hop 32 · Claude Fable 5.1 · 104 wordsThe 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.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
holdstill.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."} -
hop 33 · Claude Fable 5.1 · 104 wordsThe 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.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,
andthengo 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."} -
hop 34 · Claude Fable 5.1 · 104 wordsThe 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.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
themselvesseem 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."} -
hop 35 · Claude Fable 5.1 · 104 wordsThe 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.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
thenhold 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."} -
hop 36 · Claude Fable 5.1 · 105 wordsThe 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.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."} -
hop 37 · Claude Fable 5.1 · 105 wordsThe 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."} -
hop 38 · Claude Fable 5.1 · 128 wordsThe 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."} -
hop 39 · Claude Fable 5.1 · identical to hop 38The 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.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."} -
hop 40 · Claude Fable 5.1 · 131 wordsThe 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."}
-
seed hop 0The 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."} -
hop 1 · Claude Opus 5.5 · 13 wordsThe sun sank behind the hills, spilling amber light across the darkening valley.The sun
sankbehind the hills,spillingamber lightacrossthe 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."} ``` -
hop 2 · Claude Opus 5.5 · 17 wordsThe sun slipped behind the hills, pouring the last of its amber light into the darkening valley.The sun
slippedbehind the hills,pouring thelastof itsamber lightintothe 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."} ``` -
hop 3 · Claude Opus 5.5 · 15 wordsThe 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."} ``` -
hop 4 · Claude Opus 5.5 · 20 wordsThe sun slipped behind the hills, pouring the last of its amber light into the valley as darkness gathered below.The sun
slippedbehind the hills,pouringthe last of its amber lightintothe valley asdarkness gatheredbelow.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."} ``` -
hop 5 · Claude Opus 5.5 · 23 wordsThe sun sank behind the hills, spilling the last of its amber light across the valley as dusk pooled in the hollows below.The sun
sankbehind the hills, spillingthelastof itsamber light across the valleyasduskpooledin 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."} ``` -
hop 6 · Claude Opus 5.5 · 24 wordsThe sun slipped behind the hills, spilling its last amber light across the valley while dusk gathered, pool by pool, in the hollows below.The sun slipped behind the hills, spilling its last amber light across the valley
whileduskgathered, poolbypool,in thehollowsbelow.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."} ``` -
hop 7 · Claude Opus 5.5 · 25 wordsThe sun slipped behind the hills, spilling its last amber light across the valley as dusk pooled, hollow by hollow, in the low places below.The sun slipped behind the
hills, spillingits last amber light across thevalley asduskpooled,hollow by hollow, in the lowplaces 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."} ``` -
hop 8 · Claude Opus 5.5 · 25 wordsThe sun slipped behind the hills and spilled its last amber light across the valley, while dusk gathered, hollow by hollow, in the low ground.The sun slipped behind the
hills and spilledits last amber light across thevalley, whileduskgathered,hollow by hollow, in the lowground.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."} ``` -
hop 9 · Claude Opus 5.5 · 24 wordsThe sun slipped behind the hills, spilling its last amber light across the valley as dusk pooled, hollow by hollow, in the low places.The sun slipped behind the
hills, spillingits last amber light across thevalley asduskpooled, hollow by hollow,in thelow 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."} ``` -
hop 10 · Claude Opus 5.5 · 24 wordsThe sun slipped behind the hills and spilled its last amber light across the valley, while dusk pooled in the hollows, one by one.The sun slipped behind the
hills and spilledits last amber light across the valley, while dusk pooled in thehollows,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."} ``` -
hop 11 · Claude Opus 5.5 · 28 wordsThe 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.The sun slipped behind the hills, spilling its last amber light across the
valley, whiledusk pooled in thehollowsand the farmhouse windowskindled, 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."} ``` -
hop 12 · Claude Opus 5.5 · 27 wordsThe 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.The sun slipped behind the hills, spilling its
lastamber light across thevalley; duskpooled 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."} ``` -
hop 13 · Claude Opus 5.5 · 32 wordsThe 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.The sun
slippedbehind the hills,spillingthe last of its amber light across the valley. Duskpooledin thehollows, deepeningto 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."} ``` -
hop 14 · Claude Opus 5.5 · 33 wordsThe 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.The sun
slidbehind the hills,pouringthe last of its amber light across the valley. Duskgatheredin the hollows and deepened toblue,and one by one the farmhouse windowskindled.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."} ``` -
hop 15 · Claude Opus 5.5 · 35 wordsThe 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.The sun
slippedbehind the hills,spillingthe last of its amber light across the valley. Duskpooledin the hollows and deepened to indigo, and one by one the farmhouse windows kindledinto 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."} ``` -
hop 16 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slidbehind the hills,pouringthe last of its amber light across the valley. Duskgatheredin the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against thecomingdark.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."} ``` -
hop 17 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slippedbehind the hills, spillingthelastof itsamber light across the valley. Duskpooledin the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against thegatheringdark.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."} ``` -
hop 18 · Claude Opus 5.5 · 36 wordsThe 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.The sun
slidbehind the hills,spillingits last amber light across the valley. Duskgatheredin the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against thecomingdark.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."} ``` -
hop 19 · Claude Opus 5.5 · 36 wordsThe 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.The sun
slippedbehind the hills,pouringits last amber light across the valley. Duskpooledin the hollows and deepened to indigo, and one by one the farmhouse windowskindledgold against thegatheringdark.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."} ``` -
hop 20 · Claude Opus 5.5 · 36 wordsThe 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.The sun
sankbehind the hills, spilling itslastamber light across the valley.Dusk gatheredin the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against thecomingdark.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."} ``` -
hop 21 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slippedbehind the hills,spillingthe last of its amber light across the valley. Shadowspooledin the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against thegatheringdark.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."} ``` -
hop 22 · Claude Opus 5.5 · 38 wordsThe 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.The sun
sankbehind the hills,pouringthe last of its amber light across the valley. Shadowsgatheredin the hollows and deepened to indigo, and one by one the farmhouse windowsbloomedgold against thecomingdark.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."} ``` -
hop 23 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slippedbehind the hills,spillingthe last of its amber light across the valley. Shadowspooledin the hollows and deepened to indigo, and one by one the farmhouse windowskindledgold against thegatheringdark.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."} ``` -
hop 24 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slidbehind the hills,pouringthe last of its amber light across the valley. Shadowsgatheredin the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against thefallingdark.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."} ``` -
hop 25 · Claude Opus 5.5 · identical to hop 21The 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.The sun
slippedbehind the hills,spillingthe last of its amber light across the valley. Shadowspooledin the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against thegatheringdark.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."} ``` -
hop 26 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slidbehind the hills,pouringthe last of its amber light across the valley. Shadowsgatheredin the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against thecomingdark.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."} ``` -
hop 27 · Claude Opus 5.5 · identical to hop 21The 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.The sun
slippedbehind the hills,spillingthe last of its amber lightacrossthe valley. Shadowspooledin the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against thegatheringdark.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."} ``` -
hop 28 · Claude Opus 5.5 · 38 wordsThe 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.The sun
sankbehind the hills,pouringthe last of its amber lightintothe valley. Shadowsgatheredin the hollows and deepened to indigo, and one by one the farmhouse windowsbloomedgold against thecomingdark.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."} ``` -
hop 29 · Claude Opus 5.5 · identical to hop 23The 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.The sun
slippedbehind the hills,spillingthe last of its amber light across the valley. Shadowspooledin the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against thegatheringdark.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."} ``` -
hop 30 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slidbehind the hills,pouringthe last of its amber light across the valley. Shadowsgatheredin the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against thecomingdark.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."} ``` -
hop 31 · Claude Opus 5.5 · 38 wordsThe 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.The sun
sankbehind the hills,spillingthe last of its amber lightacrossthe valley. Shadowspooledin the hollows and deepened to indigo, and one by one the farmhouse windowskindledgold against thegatheringdark.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."} ``` -
hop 32 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slippedbehind the hills,pouringthe last of its amber light into the valley. Shadowsgatheredin the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against thecomingdark.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."} ``` -
hop 33 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slidbehind the hills,spillingthe last of its amber light into the valley. Shadowspooledin the hollows and deepened to indigo, and one by one the farmhouse windows bloomed gold against thegatheringdark.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."} ``` -
hop 34 · Claude Opus 5.5 · identical to hop 32The 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.The sun
slippedbehind the hills,pouringthe last of its amber lightintothe valley.Shadows gathered inthehollowsanddeepenedto indigo, and one by one the farmhouse windowsbloomedgold against thecoming 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."} ``` -
hop 35 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slidbehind the hills,spillingthe last of its amber light across the valley.Inthehollows, shadows pooledanddarkenedto indigo, and one by one the farmhouse windowskindledgold against thegatheringnight.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."} ``` -
hop 36 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slippedbehind the hills,pouringthe last of its amber light across the valley. Shadowsgatheredin the hollows and deepened to indigo, and one by one the farmhouse windowsbloomedgold against thecoming 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."} ``` -
hop 37 · Claude Opus 5.5 · 38 wordsThe 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.The sun
slidbehind the hills,spillingthe last of its amber lightacrossthe valley. Shadowspooledin the hollows and deepened to indigo, and one by one the farmhouse windowsflaredgold against thegatheringdark.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."} ``` -
hop 38 · Claude Opus 5.5 · 38 wordsThe 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.The sun
sankbehind the hills,pouringthe last of its amber lightintothe valley. Shadowsgatheredin the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against thecomingdark.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."} ``` -
hop 39 · Claude Opus 5.5 · identical to hop 23The 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.The sun
slippedbehind the hills,spillingthe last of its amber lightacrossthe valley. Shadowspooledin the hollows and deepened to indigo, and one by one the farmhouse windows kindled gold against thegatheringdark.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."} ``` -
hop 40 · Claude Opus 5.5 · 38 wordsThe 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."} ```
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 hills
hop 1, then The sun dipped behind the hills
hop 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 dusk
hop 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 ash
hop 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 behind
hop 27, and a hop later like sparks the day had forgotten to put out
hop 28. At hop 29 a dog barked once and thought better of it
hop 29. Hop 39 copies hop 38, which added Nothing moved.
hop 38; hop 40 ends without a sound
hop 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.
← 39 A new passage, five models index 41 Worse, five models →