| # Train-Aligned Generation (100% tick_chunk) |
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| **Date:** 2026-08-16 21:42 UTC |
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| Module: fractus/generate_aligned.py |
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| - generate_chunk: continuous state, length-1 tick_chunk steps |
| - generate_window: re-encode last N tokens each step (fresh causal window) |
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| No tick_single in either path. |
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| ## Results (GPU1 stage2 ckpt, CE~2.1) |
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| ### The capital of France is |
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| - CHUNK unique=11: cript reproductive Love Below186 Exchange (). Byz novelwikipedia reproductive Love Below186 Exchange CBC Byz novelwikipedia reproductive Love Below186 Exchange |
| - WINDOW unique=23: cript Cre TD Civil sob Wilson Xuan ExchangeLa Loveythonizons heaviestdden heavily spiceplex Dip Love Cec fortTestingrived penetrated |
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| ### Hello, my name is |
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| - CHUNK unique=10: Explore weaponfficdk 315 Levantootingо� actor Explore weaponfficdk 315 Levantootingо� actorulf weaponfficdk 315 Levant |
| - WINDOW unique=21: Explore snippetitude oldest Fail 104 bounty523 congenIntern hereditary unmreen habitsvid POS valves Cann prepared prevalent meetings unmreen habits |
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| ### Once upon a time |
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| - CHUNK unique=11: Havingerto Byz Harris appointmentsCtrl Caller [| Everest producederto Byz Harris appointmentsCtrl Caller [| Everest producederto Byz HarrisGivenCtrl |
| - WINDOW unique=21: Havingerto needy loadercroft impressiveproofmist vault secrets Roth BurnettARPerto enthusiast complications sentenced TMZrimp Arctic husARP Burnett warranties |
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| ### The meaning of life is |
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| - CHUNK unique=11: 31#$tiesレ186 impeclaim Prosecutor Love CBC#$tiesレ186 impeclaim Prosecutor Love CBC#$???レ186 impe |
| - WINDOW unique=23: 31rers thereLondonLaties186ib Stim Phillcat awaiting POSoda Eff Neurologrived nations timer Categories Byz CreOFF POS |
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| ### Fractus thinks |
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| - CHUNK unique=10: Meal diss CONS Kon innings \' chants propos Atmosp Meal diss CONS Kon innings \' chants propos Atmospmber diss CONS Kon innings \' |
| - WINDOW unique=19: Meal55 unchanged sacridelppo dependency Summary242 reliantistered NGO sacridel autos analogue diss relief Infantry Sean reliantistered NGOEntity |
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| ## Reading |
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| - WINDOW mode breaks cycles better (unique ~19-23 vs chunk ~10-11). |
| - Still not coherent English sentences. |
| - Path alignment removes train/gen dynamics mismatch for MoE+Kuramoto+chunk attn. |
| - Remaining gap is representation quality / more digestion, not mono-token lock. |
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