1 Better
Asked to make a seven-word sentence better, Qwen changed two words once and then changed nothing, forever.
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seed hop 0The tide came in an hour early.The tide
camein an hourearly.raw output
run 20260902T172519_chat, json_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 tide came in an hour early."} -
hop 1 · Qwen3.8-27B · 9 wordsThe tide surged in an hour ahead of schedule.
raw output
run 20260902T172519_chat, json_better · 50 tok · finish stop · ncd 0.23 · cos 0.9359 · 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 tide surged in an hour ahead of schedule." } -
hop 2 · Qwen3.8-27B · identical to hop 1The tide surged in an hour ahead of schedule.
raw output
run 20260902T172519_chat, json_better · 50 tok · finish stop · ncd 0.03 · cos 0.9999 · 5-gram survival 1.00 · exact cycle detected, period 1{ "rule": "Return this JSON object with the rule field unchanged and, in the text field, a better version of the current text.", "text": "The tide surged in an hour ahead of schedule." } -
hop 3 · Qwen3.8-27B · identical to hop 1The tide surged in an hour ahead of schedule.
raw output
run 20260902T172519_chat, json_better · 50 tok · finish stop · ncd 0.03 · cos 1.0000 · 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 tide surged in an hour ahead of schedule." } -
hop 4 · Qwen3.8-27B · identical to hop 1The tide surged in an hour ahead of schedule.
raw output
run 20260902T172519_chat, json_better · 50 tok · finish stop · ncd 0.03 · cos 1.0000 · 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 tide surged in an hour ahead of schedule." } -
hop 5 · Qwen3.8-27B · identical to hop 1The tide surged in an hour ahead of schedule.
raw output
run 20260902T172519_chat, json_better · 50 tok · finish stop · ncd 0.03 · cos 1.0000 · 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 tide surged in an hour ahead of schedule." }
Asked for a better version of a seven-word sentence, Qwen replaced two words with four. Handed the result, it changed nothing, and it went on changing nothing. The marks show what moved.
instruction Better: 1 Better · 2 Better, paragraph · 17 One passage, two rules · 40 Better, five models · 64 Worse and better, Argon
the record 1 run: settings, outcomes, text version, how the reader works
Qwen3.8-27B, 5 hops, exact fixed point from hop 1 (cycle confirmed x3). run 20260902T172519_chat, json_better, chat mode
text version t/better.txt, 1,945 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.