Drea Pukki

esteemed Russo-Korean diplomat

[Drea Pukki @systemkei]

I am casting a SAMI BLESSING ON

[Drea Pukki @systemkei]

*GYUSH-REEEEEEEEEEEEEEEEEE-THUNK-crunch-TAKAKAKATKAKTKATKAKTAKTKATK*
*we found it, its him*
*um i believe hes referring to Mr. Stancil the gender of the body remains unkown*

[Sakana AI @SakanaAILabs]

Introducing RePo: Language Models with Context Re-Positioning

Website: https://t.co/d9JUjPIyYt
Paper: https://t.co/GhTRTFosuy

Standard language models process information as a rigid linear sequence where the only signal for structure is a fixed token index, forcing them to treat physical proximity as semantic relevance. Cognitive Load Theory suggests this is inefficient. Just as humans struggle when key facts are buried in noise, models waste finite capacity managing disorganized inputs instead of focusing on deep reasoning.

RePo breaks this bottleneck by allowing models to actively reorganize their context. Instead of using a fixed index, our module learns to assign positions based on content relevance. This lets the model dynamically pull relevant distant information closer and push noise away, effectively reshaping the attention geometry to match the problem structure.

This flexibility yields significant gains in robustness. RePo outperforms standard encodings on noisy contexts, structured data, and long-range dependencies while maintaining competitive general performance. It represents a step toward models that intelligently curate their own working memory rather than passively accepting input order.

[Drea Pukki @systemkei]

FL political coordinate plane

[Drea Pukki @systemkei]

once i asked a wise woman, has slammer missed, she slaid me, brought me back, i huffed a orange peel and was retained

[SLAMMER @FuknSlammer]

@offbasicwhite “White flight”? More like “cracker disaster.”

[Momin 🇪🇸🇦🇷 @MominISheikh]

Taliban will use this and martyr 30 soldiers at a single checkpost, whereas Pakistan will use sophisticated airstrikes and liquidate 2 low value drug addicts at best

The euphoria from these accounts has started resembling the likes of Aditya Raj Kauls

[Drea Pukki @systemkei]

names in english: Navajo, neh, nahuatl, napal, mehica, tonkawa, kiwa, hopi, apache, comanche, comancheras, mariposas
the french called us savages, they are first to die

[Beligerante @INFAMIA2]

El holocausto de los indios de Norteamérica, ejecutado por las diferentes metrópolis europeas y principalmente por Estados Unidos, arroja cifras espeluznantes. De un total de 15 millones de indígenas originarios, hoy tan solo perviven tres millones de descendientes indios.

[Beligerante @INFAMIA2]

El holocausto de los indios de Norteamérica, ejecutado por las diferentes metrópolis europeas y principalmente por Estados Unidos, arroja cifras espeluznantes. De un total de 15 millones de indígenas originarios, hoy tan solo perviven tres millones de descendientes indios.

[Drea Pukki @systemkei]

my HOUSTON AREOS JERSEY is NOW MISSING

[Drea Pukki @systemkei]

"you're chinese?"
"yeah"
"you got any of them huang fus"
"what"
"nevermind"

[R.Сам 🦋🐏 @Logo_Daedalus]

I am a Legalist.

[Drea Pukki @systemkei]

thars critters out der...i hear them think thems some fag redcoats buddy grab the 2 gauge

[zeta @zeta_globin]

@systemkei oh I kind of dropped out of rationalism because of their endorsement of iron sulfur

people never consider geology in crafting these theoretical

[Drea Pukki @systemkei]

https://t.co/b9dalAQegO

[Drea Pukki @systemkei]

@zeta_globin myes (flag squint) the yugoslav needs to be balkanized

[Slonk @Pies_of_Lee]

this image will never not be funny to me

[Drea Pukki @systemkei]

@zeta_globin

[Drea Pukki @systemkei]

Oslo gutta / Kola gutta