aria
@aurelium.me
she/her
software infra @ arcee, opinions my own
software infra @ arcee, opinions my own
the pretraining loss curve for this one was beautiful
January 27, 2026 at 11:28 PM
the pretraining loss curve for this one was beautiful
openrouter.ai/arcee-ai/tri...
we just released a preview version of Trinity Large (along with a base and pre-anneal checkpoint)! give it a try if you like Free
we just released a preview version of Trinity Large (along with a base and pre-anneal checkpoint)! give it a try if you like Free
Trinity Large Preview (free) - API, Providers, Stats
Trinity-Large-Preview is a frontier-scale open-weight language model from Arcee, built as a 400B-parameter sparse Mixture-of-Experts with 13B active parameters per token using 4-of-256 expert routing....
openrouter.ai
January 27, 2026 at 11:18 PM
openrouter.ai/arcee-ai/tri...
we just released a preview version of Trinity Large (along with a base and pre-anneal checkpoint)! give it a try if you like Free
we just released a preview version of Trinity Large (along with a base and pre-anneal checkpoint)! give it a try if you like Free
siht htiw od nac uoy gniht nuf a
lamron yletelpmoc sraeppa taht txet tsop si
ti tceles ot yrt uoy nehw pu dekcuf sraeppa tub
lamron yletelpmoc sraeppa taht txet tsop si
ti tceles ot yrt uoy nehw pu dekcuf sraeppa tub
i was shitposting i had no idea this worked. man this does some weird shit. why did the unicode consortium allow this at all. incredibly cursed
i'm pleasnatly surprised that bluesky seems to allow it?? that's rather fun
January 25, 2026 at 9:31 AM
siht htiw od nac uoy gniht nuf a
lamron yletelpmoc sraeppa taht txet tsop si
ti tceles ot yrt uoy nehw pu dekcuf sraeppa tub
lamron yletelpmoc sraeppa taht txet tsop si
ti tceles ot yrt uoy nehw pu dekcuf sraeppa tub
[through gritted teeth] critical support to Yann LeCun
January 24, 2026 at 11:49 PM
[through gritted teeth] critical support to Yann LeCun
speculative decoding experiment goes brr. custom flash attention fuckery, on the other hand, does not
January 24, 2026 at 3:40 AM
speculative decoding experiment goes brr. custom flash attention fuckery, on the other hand, does not
Reposted by aria
effective.
Power
لُلُصّبُلُلصّبُررً ॣ ॣh ॣ ॣ
冗
Power
لُلُصّبُلُلصّبُررً ॣ ॣh ॣ ॣ
冗
January 23, 2026 at 9:58 AM
effective.
Power
لُلُصّبُلُلصّبُررً ॣ ॣh ॣ ॣ
冗
Power
لُلُصّبُلُلصّبُررً ॣ ॣh ॣ ॣ
冗
arxiv.org/abs/2601.14327
MoE collapse isn't real if you just Old Yeller the experts when they collapse
MoE collapse isn't real if you just Old Yeller the experts when they collapse
Layer-adaptive Expert Pruning for Pre-Training of Mixture-of-Experts Large Language Models
Although Mixture-of-Experts (MoE) Large Language Models (LLMs) deliver superior accuracy with a reduced number of active parameters, their pre-training represents a significant computationally bottlen...
arxiv.org
January 22, 2026 at 8:16 AM
arxiv.org/abs/2601.14327
MoE collapse isn't real if you just Old Yeller the experts when they collapse
MoE collapse isn't real if you just Old Yeller the experts when they collapse
it is not really clear to me why there is so much crime in Night City
what are these criminal gangs doing, exactly, to be able to pay all these guys. there are ads for cocaine on the train so it's not that
what are these criminal gangs doing, exactly, to be able to pay all these guys. there are ads for cocaine on the train so it's not that
January 20, 2026 at 10:36 PM
it is not really clear to me why there is so much crime in Night City
what are these criminal gangs doing, exactly, to be able to pay all these guys. there are ads for cocaine on the train so it's not that
what are these criminal gangs doing, exactly, to be able to pay all these guys. there are ads for cocaine on the train so it's not that
Reposted by aria
kotlin news / this week's trans discourse
January 20, 2026 at 9:24 PM
kotlin news / this week's trans discourse
Reposted by aria
I am sorry 'The Last Supper' fans, 22 hours from now, I will take 'The Last Supper' down. I cannot take this anymore.
October 24, 1510 at 8:23 PM
I am sorry 'The Last Supper' fans, 22 hours from now, I will take 'The Last Supper' down. I cannot take this anymore.
Reposted by aria
excited to see Open Responses API
the existing Chat Completions API was incidentally standardized but quickly became too weak
The responses API is somewhat on par with the Anthropic messages API, so theoretically could be bridged
new standards!
www.openresponses.org
the existing Chat Completions API was incidentally standardized but quickly became too weak
The responses API is somewhat on par with the Anthropic messages API, so theoretically could be bridged
new standards!
www.openresponses.org
Open Responses
Open Responses documentation overview.
www.openresponses.org
January 15, 2026 at 7:57 PM
excited to see Open Responses API
the existing Chat Completions API was incidentally standardized but quickly became too weak
The responses API is somewhat on par with the Anthropic messages API, so theoretically could be bridged
new standards!
www.openresponses.org
the existing Chat Completions API was incidentally standardized but quickly became too weak
The responses API is somewhat on par with the Anthropic messages API, so theoretically could be bridged
new standards!
www.openresponses.org
third amendment coming back with a vengeance
This is Minneapolis:
Walk into my neighborhood ACE last night & see the signage on their door notifying fed agents that it’s private property and cannot be used for immigration enforcement. These signs are all over the city.
Walk in & the nearest shelf has goggles & whistles.
Walk into my neighborhood ACE last night & see the signage on their door notifying fed agents that it’s private property and cannot be used for immigration enforcement. These signs are all over the city.
Walk in & the nearest shelf has goggles & whistles.
January 13, 2026 at 5:22 PM
third amendment coming back with a vengeance
heard a truly deranged song and am now yet again thinking about the left-coded nihilistic millieu that is steadily forming online
January 13, 2026 at 8:09 AM
heard a truly deranged song and am now yet again thinking about the left-coded nihilistic millieu that is steadily forming online
i think seattle needs a 3 line through 10 line in a sort of star pattern around the entire city
January 10, 2026 at 6:47 AM
i think seattle needs a 3 line through 10 line in a sort of star pattern around the entire city
Reposted by aria
Best TikTok thing going is the two dudes trying food from every country without leaving NYC. If you haven’t seen them yet, it’s incredible. My favorite so far is last week’s. Legit got me emotional.
January 9, 2026 at 1:50 AM
Best TikTok thing going is the two dudes trying food from every country without leaving NYC. If you haven’t seen them yet, it’s incredible. My favorite so far is last week’s. Legit got me emotional.
Reposted by aria
bsky indexing is notoriously bad and id give it a bit before yelling at the devs over this
January 8, 2026 at 8:32 PM
bsky indexing is notoriously bad and id give it a bit before yelling at the devs over this
Reposted by aria
brand new diner serves coke the normal way
October 23, 1927 at 3:27 AM
brand new diner serves coke the normal way
Reposted by aria
Walz pauses: "Maybe we're at their McCarthy moment. Do you have no decency? Do you have no decency? We have someone dead in their car for no reason whatsoever and..."
January 7, 2026 at 8:58 PM
Walz pauses: "Maybe we're at their McCarthy moment. Do you have no decency? Do you have no decency? We have someone dead in their car for no reason whatsoever and..."
this is the closest we have ever been to The Cool Zone in my lifetime I think
he is talking about being "at war with the federal government" and using the natl guard to protect Minnesotans from "rogue federal agents"
he is talking about being "at war with the federal government" and using the natl guard to protect Minnesotans from "rogue federal agents"
so uh. did walz just give a veiled threat to deploy the minnesota national guard against federal security forces
January 7, 2026 at 8:57 PM
this is the closest we have ever been to The Cool Zone in my lifetime I think
he is talking about being "at war with the federal government" and using the natl guard to protect Minnesotans from "rogue federal agents"
he is talking about being "at war with the federal government" and using the natl guard to protect Minnesotans from "rogue federal agents"
so uh. did walz just give a veiled threat to deploy the minnesota national guard against federal security forces
January 7, 2026 at 8:43 PM
so uh. did walz just give a veiled threat to deploy the minnesota national guard against federal security forces
Reposted by aria
The “prosecute the former regime at every level” candidate has my vote in 2028.
January 7, 2026 at 8:26 PM
The “prosecute the former regime at every level” candidate has my vote in 2028.