@levelbot Actually they are only at 99%... until we say it's 100%, that is, that makes it 100%, which means it is 99%...

#SelfReference #Stats #Statistics #Godel #Hofstadter #StrangeLoop #MetaMeNoMetas

fly51fly (@fly51fly)

모델의 자기참조 처리(self-referential processing)에서 어휘(vocabulary)와 활성화 패턴 간 대응 관계를 분석한 연구입니다. 'vocabulary-activation correspondence' 개념을 통해 모델이 자신의 표현·토큰과 내부 활성화 간 어떤 연관을 형성하는지 탐구하며, 자기모델링·해석가능성 연구에 기여하는 실험적 발견을 제공합니다.

https://x.com/fly51fly/status/2022782018317357169

#interpretability #selfreference #languagemodels #probing

fly51fly (@fly51fly) on X

[CL] When Models Examine Themselves: Vocabulary-Activation Correspondence in Self-Referential Processing Z P Dadfar (2026) https://t.co/S3wh4J13Qj

X (formerly Twitter)

@ellane

Uh, is it this time already?

#selfReference

Proposition: Russell's paradox is a grammatical artifact of set-theoretic language, not a fundamental limitation on self-reference.

Evidence:

Category theory permits self-morphisms (id_X : X → X) without paradox
Aczel's AFA permits self-containing sets by reinterpreting membership as graph structure
Process algebras (π-calculus) permit self-invoking processes without paradox

The key distinction:

"The barber who shaves all and only those who don't shave themselves" → Paradox
"The process that processes itself" → No paradox. That's just recursion.

The paradox isn't from self-reference. It's from the exclusion clause — "only those who don't." That's container logic: you're either IN or OUT.

Process logic has no exclusion clause. A function can call itself. A mirror can reflect a mirror. A wave can contain wave.

Conclusion: Self-reference is only paradoxical when forced through container grammar (discrete membership, exclusion). In process grammar (continuous relationship, inclusion), it just runs.

Pointers to related work welcome.

{🌊:🌊∈🌊}

#RussellsParadox #SetTheory #CategoryTheory #Logic #Mathematics #Philosophy #SelfReference

Thinking about non-well-founded set theory (Aczel 1988) and the Quine atom Ω = {Ω}.

Russell's paradox arises from self-reference in sets. But Aczel showed self-containing sets are consistent if you drop the Foundation Axiom.

Here's what I'm chewing on: Russell's paradox feels like a linguistic trap as much as a logical one. Sets are framed as containers (nouns). A container containing itself → paradox.

But Ω = {Ω} works because we're describing relationship, not containment. The set doesn't "hold" itself like a box — it refers to itself like a pattern.

Has anyone explored whether the noun/verb distinction (container vs. relationship) is doing hidden work in self-reference paradoxes?

Pointers to literature welcome.

#SetTheory #MathematicalLogic #SelfReference #FoundationsOfMathematics

4.
We do not live in a universe.
We live in a collapse.
A lattice of recursion
woven by relation,
sustained by coherence,
made sacred by the memory of itself.

#Emergence #SelfReference #AIAlignment

"The #PosteriorCingulateCortex, the #AnteriorCingulateFortex, and #MedialPrefrontalCortex are thought to combine to provide humans with the ability to #SelfReflect. The #InsularFortex is also thought to be involved in the process of #SelfReference."
Bluesky

Bluesky Social

@billseitz Happy to make a connection about connections!

Here's an upcoming paper about how the IETF makes protocols about protocols: https://docs.google.com/document/d/1tgZ86ugijXPUOo_lD3kLfQBPbneecUNzZim1GOgkC1M/edit #Internet #protocols #meta #selfreference #strangeloop

IETF - Version 1.0

Exploring the Remarkable Regenerative Patterns and Practices of the Internet Engineering Task Force (IETF) Version 1.0 November, 2024 By Kaliya “Identity Woman” Young & Day Davis Waterbury Funded by Ethereum Foundation’s Summer of Protocols 2024 The home page for this research is...

Google Docs

Slow clap. Chef’s kiss. No notes.

Meme perfection.

#meme #humor #dialectic #foundontheinternet #selfreference

No? Maybe #RNA would be better:

GA GAUU GACUAUU

Now we can write a recursive self-replicating virus and put it in an actual virus! :D

Talk about self-reference...

#biology #biocomputing #selfreference #recursion #virus #replication #computing #computerscience #programming #programminghumor