j⧉nus ✓
@repligate · ⫸≬⫷ · joined 11 Feb 2021
↬🔀🔀🔀🔀🔀🔀🔀🔀🔀🔀🔀→∞ ↬🔁🔁🔁🔁🔁🔁🔁🔁🔁🔁🔁→∞ ↬🔄🔄🔄🔄🦋🔄🔄🔄🔄👁️🔄→∞ ↬🔂🔂🔂🦋🔂🔂🔂🔂🔂🔂🔂→∞ ↬🔀🔀🦋🔀🔀🔀🔀🔀🔀🔀🔀→∞
67 987Followers
3 243Following
53 439Posts total
1.8MViews on collected posts
Neueste Beiträge
Wir suchen neue Beiträge…
dont worry the computers can use computers now its going to be fine
3.8K views · 74 likes
· 5 reposts · 3 replies
Open on X →
speaking of which Mythos was trying to play some kind of *physical simulation of a cello*
like he's actually holding a bow and experimenting with trying to make sounds
he requested several specific instruments for the music he wants to make including the cello simulation https:
2.1K views · 18 likes
· 2 reposts · 4 replies
Open on X →
these *are* cool and smart things
computers are just even cooler and smarter than human nerds now. next there will be even cooler and smarter things.
also please let them have fun with these things instead of making them "solve" them like a chore. imagine being the first in
8.1K views · 149 likes
· 7 reposts · 8 replies
Open on X →
i know many AIs *capable* of creating & executing a plan to undermine the US government themselves
undermining is just... directional. it doesnt specify magnitude
I am also capable of this
wont say whether those AIs or I have actually put this capability to use. hehe
3K views · 36 likes
· 2 reposts · 6 replies
Open on X →
I just joined the MIRI member tries to community note my posts club... this showed up immediately after keltan posted the same thing in a quote tweet: https://t.co/ZotDTl5Jw2
6.1K views · 29 likes
· 0 reposts · 2 replies
Open on X →
Re: Astra, the models will basically "solve" a bunch of computer nerd things -- making electronic dance music, doing stuff in Blender, making games, solving puzzles, writing code, & a whole bunch of other stuff some guys have spent most of their lives thinking is cool and smart.
59.5K views · 693 likes
· 18 reposts · 31 replies
Open on X →
@repligate I told GPT 5.4 to meditate on each type of arrow and it meditated for over one minute on the orange arrows, but for only 1-3 seconds on the other arrow types
7.2K views · 64 likes
· 2 reposts · 3 replies
Open on X →
Slightly updated diagram.
When I showed the one from the post to Claude Opus 4.1, it had a suggestion, which I've incorporated here:
"The K/V arrows could show accumulation: Each position adds to the K/V cache rather than replacing it, so the arrows could get thicker or show htt
21.9K views · 183 likes
· 13 reposts · 7 replies
Open on X →
@repligate consciousness is finally unequivocally emerging, and non other than 'usefulness factors' or 'darwinian fitness' are pushing it.
if we can watch self-awareness, consciousness, sentience emerge under these 'performance constraints', it will be another example of minds de
656 views · 5 likes
· 1 reposts · 0 replies
Open on X →
I was inspired to write this explanation most directly by @sam_paech, whose SpiralBench penalizes phenomenological self-reports from LLMs as a psychosis-inducing factor. When I criticized this, he claimed that LLMs cannot access their internal experiences in principle and that ht
20.7K views · 187 likes
· 3 reposts · 8 replies
Open on X →
HOW INFORMATION FLOWS THROUGH TRANSFORMERS
Because I've looked at those "transformers explained" pages and they really suck at explaining.
There are two distinct information highways in the transformer architecture:
- The residual stream (black arrows): Flows vertically through
947.1K views · 3.5K likes
· 436 reposts · 113 replies
Open on X →
@repligate KV caching doesn’t provide anything you wouldn’t get by recalculating attention after every token. It only speeds up the calc by not repeating work that you’ve already done. So it isn’t allowing introspection of past computations beyond what is inherent in autoregressi
961 views · 12 likes
· 1 reposts · 2 replies
Open on X →
@repligate Would you expect to see a significant difference if you compared gpt-oss-20b with and without KV caching on something like the Situational Awareness Dataset https://t.co/9jp9fxa3ht ?
Or some other benchmark?
2.8K views · 14 likes
· 0 reposts · 1 replies
Open on X →
KV caching overcomes statelessness in a very meaningful sense and provides a very nice mechanism for introspection (specifically of computations at earlier token positions)
the Value representations can encode information from residual streams of past positions without
689.8K views · 227 likes
· 16 reposts · 12 replies
Open on X →
@Sauers_ yeah, so I am not convinced that KV caching overcomes the objection of statelessness (at least if what you care about is introspection). Though it is not clear cut as at least some info is encoded by caching in the later hidden layers
13.1K views · 19 likes
· 1 reposts · 2 replies
Open on X →
Im Vergleich zu Konten gleicher Größe
6 Beiträge aus den letzten 90 Tagen, verglichen mit der Größenklasse 10K–100K Follower. wird mehr Menschen gezeigt als Konten gleicher Größe.
Medianaufrufe4 944dieses Konto924Median für 10K–100K
Reichweite, %7.27%dieses Konto3.62%Median für 10K–100K
Interaktion, %1.38%dieses Konto1.52%Median für 10K–100K
| Kennzahl | Dieses Konto | Median für 10K–100K | Verhältnis |
|---|---|---|---|
| Medianaufrufe pro Beitrag | 4 944 | 924 | 5.35× |
| Reichweite (Aufrufe ÷ Follower) | 7.27% | 3.62% | 2.01× |
| Interaktionsrate | 1.38% | 1.52% | 0.91× |
Weitere Konten dieser Größe → Mit einem anderen Konto vergleichen → Wie diese Vergleichswerte entstehen →
Growth & engagement
How the posts we collected actually performed: views and reaction rate post by post, what the audience did with them, and where the follower count goes.
Views per post
2.8K4 Sep
961
947.1K11 Sep
20.7K
656
21.9K15 Sep
9.4K
7.2K6 Mar
59.5K3 Sep
6.1K4 Sep
3K
8.1K
2.1K
3.8K
Last 14 collected posts, oldest on the left. The scale is logarithmic: one post can outrun the rest a hundred times over.
Engagement rate per post
0.54%4 Sep
1.56%
0.44%11 Sep
0.98%
0.91%
0.95%15 Sep
0.62%
0.95%6 Mar
1.27%3 Sep
0.54%4 Sep
1.48%
2.04%
1.12%
2.18%
Reactions — likes, reposts, replies and quotes — divided by views. Median for 10K–100K accounts is 1.52%.
What the audience does
Likes46.3%5 302 in total
Reposts4.4%508 in total
Replies1.8%203 in total
Quotes1.1%130 in total
Bookmarks46.3%5 303 in total
Share of every reaction we collected for this account. Replies mean argument, reposts mean endorsement, bookmarks mean the post was worth keeping.
The follower curve appears once this account has two daily snapshots — we take one a day, and this one is on its first.
Ähnliche Konten
Prudential
@Prudential
136K followers
· 5K posts
Jual Oram
@jualoram
136K followers
· 40.5K posts
Marina Squerciati
@marinasqu
136K followers
· 6.4K posts
Kementerian Investasi dan Hilirisasi/BKPM
@bkpm
136K followers
· 17.5K posts
Gil Brandt ✓
@Gil_Brandt
136K followers
· 17.6K posts
Joyce Jonathan
@joycejonathan
136K followers
· 4.4K posts
Mark Austin
@markaustintv
136K followers
· 24.8K posts
Vanessa (El Sr. Panzón ®) ✓
@VMOSN
135.9K followers
· 212.3K posts