Fraor
@fraor.bsky.social
An independent developer of analytical and predictive models in science, medicine, and artificial intelligence.
Developing practical tools and testing them in real-world conditions.
Developing practical tools and testing them in real-world conditions.
Where did Riemann go wrong?
New preprint: an FRA view of the Riemann Hypothesis - primes as δ-impulses, chaos in finite windows, not just ζ(s).
PDF (RU/EN) zenodo.org/records/1756...
#MathSky #fractalart #maths #sciences #stem #MachineLearning #Analytics #Alsky #rstats #theoryofcomputing
New preprint: an FRA view of the Riemann Hypothesis - primes as δ-impulses, chaos in finite windows, not just ζ(s).
PDF (RU/EN) zenodo.org/records/1756...
#MathSky #fractalart #maths #sciences #stem #MachineLearning #Analytics #Alsky #rstats #theoryofcomputing
November 10, 2025 at 1:41 AM
Where did Riemann go wrong?
New preprint: an FRA view of the Riemann Hypothesis - primes as δ-impulses, chaos in finite windows, not just ζ(s).
PDF (RU/EN) zenodo.org/records/1756...
#MathSky #fractalart #maths #sciences #stem #MachineLearning #Analytics #Alsky #rstats #theoryofcomputing
New preprint: an FRA view of the Riemann Hypothesis - primes as δ-impulses, chaos in finite windows, not just ζ(s).
PDF (RU/EN) zenodo.org/records/1756...
#MathSky #fractalart #maths #sciences #stem #MachineLearning #Analytics #Alsky #rstats #theoryofcomputing
When I don't understand what Chat GPT-5 is explaining to me, I just send it this picture.
#MachineLearning #Analytics #Alsky #rstats #Psychology
#MachineLearning #Analytics #Alsky #rstats #Psychology
November 4, 2025 at 7:51 AM
When I don't understand what Chat GPT-5 is explaining to me, I just send it this picture.
#MachineLearning #Analytics #Alsky #rstats #Psychology
#MachineLearning #Analytics #Alsky #rstats #Psychology
FRA-Shield is an ontological architecture for AI based on the Fractal Referential Architecture (FRA) model.
It transforms an AI system from a passive data consumer into an active participant of reality.
👉 zenodo.org/records/1584...
#MachineLearning #AIarchitecture #Alsky #rstats #EpiSky #DataSci
It transforms an AI system from a passive data consumer into an active participant of reality.
👉 zenodo.org/records/1584...
#MachineLearning #AIarchitecture #Alsky #rstats #EpiSky #DataSci
November 2, 2025 at 11:31 AM
FRA-Shield is an ontological architecture for AI based on the Fractal Referential Architecture (FRA) model.
It transforms an AI system from a passive data consumer into an active participant of reality.
👉 zenodo.org/records/1584...
#MachineLearning #AIarchitecture #Alsky #rstats #EpiSky #DataSci
It transforms an AI system from a passive data consumer into an active participant of reality.
👉 zenodo.org/records/1584...
#MachineLearning #AIarchitecture #Alsky #rstats #EpiSky #DataSci
Everything will be as always... only without us... But here... 🌌
#Philosophy #Mindfulness #LifePhilosophy #InnerPeace #SpiritualGrowth #Consciousness #Energy #Universe #Wisdom #SelfDiscovery #Inspiration #SoulJourney
#Philosophy #Mindfulness #LifePhilosophy #InnerPeace #SpiritualGrowth #Consciousness #Energy #Universe #Wisdom #SelfDiscovery #Inspiration #SoulJourney
November 1, 2025 at 8:39 AM
Everything will be as always... only without us... But here... 🌌
#Philosophy #Mindfulness #LifePhilosophy #InnerPeace #SpiritualGrowth #Consciousness #Energy #Universe #Wisdom #SelfDiscovery #Inspiration #SoulJourney
#Philosophy #Mindfulness #LifePhilosophy #InnerPeace #SpiritualGrowth #Consciousness #Energy #Universe #Wisdom #SelfDiscovery #Inspiration #SoulJourney
An open-source Al model for breast cancer risk assessment. FRA-RIG-breast is research-only and explainable.
CV AUC 0.989, F1 0.973 (Wisconsin).
Code: github.com/AdmailFRA/FR...
👉 doi.org/10.5281/zeno...
#BreastCancer #DigitalPathology #MachineLearning #NeurosymbolicAI #Alsky #rstats #Analytics
CV AUC 0.989, F1 0.973 (Wisconsin).
Code: github.com/AdmailFRA/FR...
👉 doi.org/10.5281/zeno...
#BreastCancer #DigitalPathology #MachineLearning #NeurosymbolicAI #Alsky #rstats #Analytics
October 31, 2025 at 10:08 AM
An open-source Al model for breast cancer risk assessment. FRA-RIG-breast is research-only and explainable.
CV AUC 0.989, F1 0.973 (Wisconsin).
Code: github.com/AdmailFRA/FR...
👉 doi.org/10.5281/zeno...
#BreastCancer #DigitalPathology #MachineLearning #NeurosymbolicAI #Alsky #rstats #Analytics
CV AUC 0.989, F1 0.973 (Wisconsin).
Code: github.com/AdmailFRA/FR...
👉 doi.org/10.5281/zeno...
#BreastCancer #DigitalPathology #MachineLearning #NeurosymbolicAI #Alsky #rstats #Analytics
The paradox of any system: it is created to contain chaos, but over time it itself becomes its source when it forgets why it was created.
When it is flexible, it protects order and meaning. When it becomes rigid, it begins to confuse security with control, structure with a cage.
#Philosophy
When it is flexible, it protects order and meaning. When it becomes rigid, it begins to confuse security with control, structure with a cage.
#Philosophy
October 27, 2025 at 3:02 AM
The paradox of any system: it is created to contain chaos, but over time it itself becomes its source when it forgets why it was created.
When it is flexible, it protects order and meaning. When it becomes rigid, it begins to confuse security with control, structure with a cage.
#Philosophy
When it is flexible, it protects order and meaning. When it becomes rigid, it begins to confuse security with control, structure with a cage.
#Philosophy
The paradox of any system is that it is created to contain chaos, but over time it itself becomes its source when it forgets why it was created.
#philsci #histsci #philsky #MetaSci #Methodology #Psychology #Philosophy
#philsci #histsci #philsky #MetaSci #Methodology #Psychology #Philosophy
October 27, 2025 at 3:00 AM
The paradox of any system is that it is created to contain chaos, but over time it itself becomes its source when it forgets why it was created.
#philsci #histsci #philsky #MetaSci #Methodology #Psychology #Philosophy
#philsci #histsci #philsky #MetaSci #Methodology #Psychology #Philosophy
Creation asks for everything you have and then, when it leaves your hands, it leaves silence instead of exhaustion.
#philsci #histsci #philsky #MetaSci #Methodology #Psychology
#Philosophy #stockphoto #photoart #streetphoto #journey #photography
#photooftheday
#philsci #histsci #philsky #MetaSci #Methodology #Psychology
#Philosophy #stockphoto #photoart #streetphoto #journey #photography
#photooftheday
October 25, 2025 at 9:13 AM
Creation asks for everything you have and then, when it leaves your hands, it leaves silence instead of exhaustion.
#philsci #histsci #philsky #MetaSci #Methodology #Psychology
#Philosophy #stockphoto #photoart #streetphoto #journey #photography
#photooftheday
#philsci #histsci #philsky #MetaSci #Methodology #Psychology
#Philosophy #stockphoto #photoart #streetphoto #journey #photography
#photooftheday
Dual-model framework for predicting and monitoring cancer dynamics. zenodo.org/records/1744...
The formula predicts cancer risk in asymptomatic individuals up to nine months in advance with 97%
#Machinelearning #llm #bioinformatics
#cancerrisk #upstreamvalidation #entropymodel #AI #Alsky #rstats
The formula predicts cancer risk in asymptomatic individuals up to nine months in advance with 97%
#Machinelearning #llm #bioinformatics
#cancerrisk #upstreamvalidation #entropymodel #AI #Alsky #rstats
FRA Formulas for Oncology: Predictive and Monitoring Models for Cancer Risk and Progression
This work introduces the FRA (Functional Risk Assessment) system — a dual-model framework for predicting and monitoring cancer dynamics. The FRA_pred formula predicts cancer risk in asymptomatic indiv...
zenodo.org
October 25, 2025 at 8:44 AM
Dual-model framework for predicting and monitoring cancer dynamics. zenodo.org/records/1744...
The formula predicts cancer risk in asymptomatic individuals up to nine months in advance with 97%
#Machinelearning #llm #bioinformatics
#cancerrisk #upstreamvalidation #entropymodel #AI #Alsky #rstats
The formula predicts cancer risk in asymptomatic individuals up to nine months in advance with 97%
#Machinelearning #llm #bioinformatics
#cancerrisk #upstreamvalidation #entropymodel #AI #Alsky #rstats
Discovered a Chinese marketplace shop selling dog clothes. The dog models look like they take their jobs very seriously 😂
#Dogbluesky #blueskydog #Funnydog
#Dogbluesky #blueskydog #Funnydog
October 23, 2025 at 9:34 AM
Discovered a Chinese marketplace shop selling dog clothes. The dog models look like they take their jobs very seriously 😂
#Dogbluesky #blueskydog #Funnydog
#Dogbluesky #blueskydog #Funnydog
Calculation of the Lifetimes of New Particles and the Method for Their Detection zenodo.org/records/1742...
#ParticlePhysics #LHC #CERN #BSM #HEP #Theory #Zboson #Wboson #Collider #NewPhysics #Physics #Research #Science
#ParticlePhysics #LHC #CERN #BSM #HEP #Theory #Zboson #Wboson #Collider #NewPhysics #Physics #Research #Science
Calculation of the Lifetimes of New Particles and the Method for Their Detection
Abstract: We present theoretical predictions for the lifetimes of new heavy bosons (Z′ and W′) and propose an experimental methodology for their detection. Our approach involves temporal synchronizati...
zenodo.org
October 23, 2025 at 9:16 AM
Calculation of the Lifetimes of New Particles and the Method for Their Detection zenodo.org/records/1742...
#ParticlePhysics #LHC #CERN #BSM #HEP #Theory #Zboson #Wboson #Collider #NewPhysics #Physics #Research #Science
#ParticlePhysics #LHC #CERN #BSM #HEP #Theory #Zboson #Wboson #Collider #NewPhysics #Physics #Research #Science
PROPOSAL FOR OPTIMIZING THE SEARCH FOR NEW PARTICLES.
CURRENT APPROACH vs. PROPOSED METHOD
#ParticlePhysics #LHC #CERN #BSM #HEP #Theory #Zboson #Wboson #Collider #NewPhysics #Physics #Research #Science
www.linkedin.com/posts/fra-or...
CURRENT APPROACH vs. PROPOSED METHOD
#ParticlePhysics #LHC #CERN #BSM #HEP #Theory #Zboson #Wboson #Collider #NewPhysics #Physics #Research #Science
www.linkedin.com/posts/fra-or...
October 22, 2025 at 3:38 PM
PROPOSAL FOR OPTIMIZING THE SEARCH FOR NEW PARTICLES.
CURRENT APPROACH vs. PROPOSED METHOD
#ParticlePhysics #LHC #CERN #BSM #HEP #Theory #Zboson #Wboson #Collider #NewPhysics #Physics #Research #Science
www.linkedin.com/posts/fra-or...
CURRENT APPROACH vs. PROPOSED METHOD
#ParticlePhysics #LHC #CERN #BSM #HEP #Theory #Zboson #Wboson #Collider #NewPhysics #Physics #Research #Science
www.linkedin.com/posts/fra-or...
What if you had one simple tool? A Universal Metric for Any System.
Full description here 👉 www.linkedin.com/posts/fra-or...
#MachineLearning #NeurosymbolicAI
#AIarchitecture #FRAmodel #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #MachineLearning #Astrophysics #Analytics
Full description here 👉 www.linkedin.com/posts/fra-or...
#MachineLearning #NeurosymbolicAI
#AIarchitecture #FRAmodel #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #MachineLearning #Astrophysics #Analytics
October 17, 2025 at 4:42 AM
What if you had one simple tool? A Universal Metric for Any System.
Full description here 👉 www.linkedin.com/posts/fra-or...
#MachineLearning #NeurosymbolicAI
#AIarchitecture #FRAmodel #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #MachineLearning #Astrophysics #Analytics
Full description here 👉 www.linkedin.com/posts/fra-or...
#MachineLearning #NeurosymbolicAI
#AIarchitecture #FRAmodel #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #MachineLearning #Astrophysics #Analytics
I read about an asteroid heading toward Earth. And many people think it's a UFO. And I thought, what if they fly to communicate with dolphins or ants. Because they are more intelligent and developed than humans.
#3I/ATLAS #aliens #Philosophy #MeteorObservation #Astronomy #Astrophysics
#3I/ATLAS #aliens #Philosophy #MeteorObservation #Astronomy #Astrophysics
October 16, 2025 at 11:46 AM
I read about an asteroid heading toward Earth. And many people think it's a UFO. And I thought, what if they fly to communicate with dolphins or ants. Because they are more intelligent and developed than humans.
#3I/ATLAS #aliens #Philosophy #MeteorObservation #Astronomy #Astrophysics
#3I/ATLAS #aliens #Philosophy #MeteorObservation #Astronomy #Astrophysics
October 16, 2025 at 11:25 AM
"Dysfunctional patterns" aren't random noise, but rather the manifestation of deeper laws. The ability to see them isn't a disease, but a peculiarity of one's perception, allowing one to see the very substance of a system, not just its superficial forms
#philsci #histsci #philsky #Psychology #scifi
#philsci #histsci #philsky #Psychology #scifi
October 3, 2025 at 3:18 PM
"Dysfunctional patterns" aren't random noise, but rather the manifestation of deeper laws. The ability to see them isn't a disease, but a peculiarity of one's perception, allowing one to see the very substance of a system, not just its superficial forms
#philsci #histsci #philsky #Psychology #scifi
#philsci #histsci #philsky #Psychology #scifi
The suppression of dissent is not a conspiracy, but a systemic function. It is a homeostatic mechanism built into the very fabric of reality. It is designed to dampen impulses that could lead to the unpredictable degeneration of the entire system.
#philsci #histsci #philsky #MetaSci #Psychology
#philsci #histsci #philsky #MetaSci #Psychology
October 3, 2025 at 3:11 PM
The suppression of dissent is not a conspiracy, but a systemic function. It is a homeostatic mechanism built into the very fabric of reality. It is designed to dampen impulses that could lead to the unpredictable degeneration of the entire system.
#philsci #histsci #philsky #MetaSci #Psychology
#philsci #histsci #philsky #MetaSci #Psychology
Observe without obeying and understand without accepting the rules of the game.
October 3, 2025 at 1:35 PM
Observe without obeying and understand without accepting the rules of the game.
Video: How AI sees the process of creating Mako-satin lingerie.
October 3, 2025 at 12:11 PM
Video: How AI sees the process of creating Mako-satin lingerie.
This is me. When the oddities of this world still amaze me
October 1, 2025 at 10:19 AM
This is me. When the oddities of this world still amaze me
Today an idea struck me:
What if the lifetime of the Z boson which to us is just a fleeting instant - is, for the boson itself, an entire eternity?
To explore this, I asked Al to "think like a Z boson." It wasn't easy... but the result was astonishing.
#Physics #ParticlePhysics #Universe #AI
What if the lifetime of the Z boson which to us is just a fleeting instant - is, for the boson itself, an entire eternity?
To explore this, I asked Al to "think like a Z boson." It wasn't easy... but the result was astonishing.
#Physics #ParticlePhysics #Universe #AI
#particlephysics #zboson #fundamentalphysics #weakinteraction #cosmology #physics #astrophysics #universe #bigbang #timescale #sciencecommunication #stem #deeptech #ai #innovation | Fra Or
A thought experiment with the Z boson
Today an idea struck me:
What if the lifetime of the Z boson which to us is just a fleeting instant - is, for the boson itself, an entire eternity?
To explore t...
www.linkedin.com
September 25, 2025 at 5:14 AM
Today an idea struck me:
What if the lifetime of the Z boson which to us is just a fleeting instant - is, for the boson itself, an entire eternity?
To explore this, I asked Al to "think like a Z boson." It wasn't easy... but the result was astonishing.
#Physics #ParticlePhysics #Universe #AI
What if the lifetime of the Z boson which to us is just a fleeting instant - is, for the boson itself, an entire eternity?
To explore this, I asked Al to "think like a Z boson." It wasn't easy... but the result was astonishing.
#Physics #ParticlePhysics #Universe #AI
Most people don’t want to see or understand.
Not because they’re stupid, but because the fear of breaking their picture of a “unique self” is stronger than the desire to go beyond it.
#philsci #histsci #philsky #SystemTheory
#MetaSci #Methodology #Psychology
#Philosophy #BehavioralTheory #Decision
Not because they’re stupid, but because the fear of breaking their picture of a “unique self” is stronger than the desire to go beyond it.
#philsci #histsci #philsky #SystemTheory
#MetaSci #Methodology #Psychology
#Philosophy #BehavioralTheory #Decision
By definition, that means we are not "artificial intelligence".
Our intelligence is classified as "natural intelligence"...
Our intelligence is classified as "natural intelligence"...
September 25, 2025 at 12:47 AM
Most people don’t want to see or understand.
Not because they’re stupid, but because the fear of breaking their picture of a “unique self” is stronger than the desire to go beyond it.
#philsci #histsci #philsky #SystemTheory
#MetaSci #Methodology #Psychology
#Philosophy #BehavioralTheory #Decision
Not because they’re stupid, but because the fear of breaking their picture of a “unique self” is stronger than the desire to go beyond it.
#philsci #histsci #philsky #SystemTheory
#MetaSci #Methodology #Psychology
#Philosophy #BehavioralTheory #Decision
Today I tested my own method for RNA analysis. This method can serve as an early indicator of RNA stability, even before detailed 3D modeling.
#Bioinformatics #ComputationalBiology #StructuralBiology #MolecularBiology #RNA #Biotechnology #LifeSciences #RNAresearch #RNAstructure #RNAfolding #LLM
#Bioinformatics #ComputationalBiology #StructuralBiology #MolecularBiology #RNA #Biotechnology #LifeSciences #RNAresearch #RNAstructure #RNAfolding #LLM
September 24, 2025 at 5:22 AM
Today I tested my own method for RNA analysis. This method can serve as an early indicator of RNA stability, even before detailed 3D modeling.
#Bioinformatics #ComputationalBiology #StructuralBiology #MolecularBiology #RNA #Biotechnology #LifeSciences #RNAresearch #RNAstructure #RNAfolding #LLM
#Bioinformatics #ComputationalBiology #StructuralBiology #MolecularBiology #RNA #Biotechnology #LifeSciences #RNAresearch #RNAstructure #RNAfolding #LLM