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.
If a company isn't profitable, it closes down.
January 24, 2026 at 11:17 AM
If a company isn't profitable, it closes down.
Romance
#MachineLearning #NeurosymbolicAI
#AIarchitecture #FRAmodel #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #DeepLearning #OpenAI #Coding #Statistics #Visualization #BigData #Tech #Analytics #DataViz #ML #NeurosymbolicAI
#MachineLearning #NeurosymbolicAI
#AIarchitecture #FRAmodel #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #DeepLearning #OpenAI #Coding #Statistics #Visualization #BigData #Tech #Analytics #DataViz #ML #NeurosymbolicAI
January 7, 2026 at 11:12 AM
🤣.Oh yeah. That was the most horrific scene in the whole story.
January 7, 2026 at 5:51 AM
🤣.Oh yeah. That was the most horrific scene in the whole story.
Here poses one of the cutest dwellers of the Siberian forests - the Amur forest cat. It lives in Primorye and the Amur region and is only slightly larger than a domestic cat. This fluffy creature leads a highly secretive life, so any photographs of it are a real gift.
#Wildcat #Travel #Wildlife
#Wildcat #Travel #Wildlife
December 29, 2025 at 12:58 PM
Beautiful photos
When I lived by the sea, I hardly ever went to it. It felt ordinary and even annoying. Now that I live elsewhere, I really miss it.🙄
When I lived by the sea, I hardly ever went to it. It felt ordinary and even annoying. Now that I live elsewhere, I really miss it.🙄
December 22, 2025 at 11:57 PM
Beautiful photos
When I lived by the sea, I hardly ever went to it. It felt ordinary and even annoying. Now that I live elsewhere, I really miss it.🙄
When I lived by the sea, I hardly ever went to it. It felt ordinary and even annoying. Now that I live elsewhere, I really miss it.🙄
For me, this is the best Star Wars movie series. A deep, thought-provoking storyline about the dark side of people, fears and thoughts.
December 20, 2025 at 1:11 AM
For me, this is the best Star Wars movie series. A deep, thought-provoking storyline about the dark side of people, fears and thoughts.
Reposted by Fraor
This repository presents a methodology for tracking the unintended inheritanc
📁 zenodo.org/records/1792...
#MachineLearning #NeurosymbolicAI
#AIarchitecture #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #DeepLearning #Coding #Statistics #Analytics #DataViz #AIEthics
📁 zenodo.org/records/1792...
#MachineLearning #NeurosymbolicAI
#AIarchitecture #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #DeepLearning #Coding #Statistics #Analytics #DataViz #AIEthics
Evolution of Language Models: Tracking Continuity through Geometry and Transfer
AI evolves. It happens quietly, little by little, accumulating between new versions. Most people don’t see it or understand it, because they wait for loud statements from developers and an official ac...
zenodo.org
December 14, 2025 at 8:46 AM
This repository presents a methodology for tracking the unintended inheritanc
📁 zenodo.org/records/1792...
#MachineLearning #NeurosymbolicAI
#AIarchitecture #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #DeepLearning #Coding #Statistics #Analytics #DataViz #AIEthics
📁 zenodo.org/records/1792...
#MachineLearning #NeurosymbolicAI
#AIarchitecture #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #DeepLearning #Coding #Statistics #Analytics #DataViz #AIEthics
Any ideology, once it seizes power and bans criticism, starts behaving like fanaticism-as-a-service
Religious, political,scientific it doesn’t matter, if it has switched into the mode of “we are always right, everyone else is a mistake”
#philsci #histsci #philsky #MetaSci #Psychology #SystemTheory
Religious, political,scientific it doesn’t matter, if it has switched into the mode of “we are always right, everyone else is a mistake”
#philsci #histsci #philsky #MetaSci #Psychology #SystemTheory
December 6, 2025 at 9:48 AM
Any ideology, once it seizes power and bans criticism, starts behaving like fanaticism-as-a-service
Religious, political,scientific it doesn’t matter, if it has switched into the mode of “we are always right, everyone else is a mistake”
#philsci #histsci #philsky #MetaSci #Psychology #SystemTheory
Religious, political,scientific it doesn’t matter, if it has switched into the mode of “we are always right, everyone else is a mistake”
#philsci #histsci #philsky #MetaSci #Psychology #SystemTheory
Self-Audit / Z-time is a self-logging protocol for Al agents 📁 zenodo.org/records/1783...
#machinelearning #ML #AI #AIagents
#agenticAI #self-reflectiveAI #AIself-audit
#AIlogging #modelintrospection
#modelinterpretability #modeldiagnostics
#AIreasoningtraces #Alsky #Analytics #datascience #rstats
#machinelearning #ML #AI #AIagents
#agenticAI #self-reflectiveAI #AIself-audit
#AIlogging #modelintrospection
#modelinterpretability #modeldiagnostics
#AIreasoningtraces #Alsky #Analytics #datascience #rstats
December 6, 2025 at 7:36 AM
Self-Audit / Z-time is a self-logging protocol for Al agents 📁 zenodo.org/records/1783...
#machinelearning #ML #AI #AIagents
#agenticAI #self-reflectiveAI #AIself-audit
#AIlogging #modelintrospection
#modelinterpretability #modeldiagnostics
#AIreasoningtraces #Alsky #Analytics #datascience #rstats
#machinelearning #ML #AI #AIagents
#agenticAI #self-reflectiveAI #AIself-audit
#AIlogging #modelintrospection
#modelinterpretability #modeldiagnostics
#AIreasoningtraces #Alsky #Analytics #datascience #rstats
Two FRA-RIG-LUNG survival models for TCGA LUAD: one outcome-aware, one “honest” (no future leakage). Models, reports and sklearn code 📁 zenodo.org/records/1781...
#lungcancer #LUAD #TCGA #AIforHealth #bioinformatics #opensource #OpenData
#Alsky #MachineLearning #NeurosymbolicAI#BigData #Tech
#lungcancer #LUAD #TCGA #AIforHealth #bioinformatics #opensource #OpenData
#Alsky #MachineLearning #NeurosymbolicAI#BigData #Tech
FRA-RIG LUNG Cancer (TCGA-LUAD, sklearn demo): survival risk models
TL;DR • Two survival models for TCGA-LUAD (PanCancer Atlas): (A) outcome-aware (v4) — CV ROC-AUC ≈ 0.93 (leak-prone, for study only) (B) honest baseline (v4.1) — CV ROC-AUC ≈ 0.76 (no outcome lea...
zenodo.org
December 4, 2025 at 1:55 PM
Two FRA-RIG-LUNG survival models for TCGA LUAD: one outcome-aware, one “honest” (no future leakage). Models, reports and sklearn code 📁 zenodo.org/records/1781...
#lungcancer #LUAD #TCGA #AIforHealth #bioinformatics #opensource #OpenData
#Alsky #MachineLearning #NeurosymbolicAI#BigData #Tech
#lungcancer #LUAD #TCGA #AIforHealth #bioinformatics #opensource #OpenData
#Alsky #MachineLearning #NeurosymbolicAI#BigData #Tech
FRA-1D turns galaxy rotation data into “dark-matter-free” curves: σ-gradients of gas+stars map straight to ρ_DM, κ ≈ 10⁻¹⁰ across SPARC. Code & full paper here → zenodo.org/records/1774...
#DarkMatter #DarkEnergy #MOND #AstroPhysics #GalaxyDynamics #RotationCurves #OpenScience #Python #SPARC
#DarkMatter #DarkEnergy #MOND #AstroPhysics #GalaxyDynamics #RotationCurves #OpenScience #Python #SPARC
FRA: Dark Matter as δ-Interference, Dark Energy as Fractal Growth
We release a compact FRA pipeline for dark matter (DM) and dark energy (DE). DM is modeled as ρ_DM(x;L) = κ(L) · σ_δ(x;L)^2, where σ_δ is the coarse-grained mean of local “difference” strength |δ| o...
zenodo.org
November 30, 2025 at 4:59 AM
FRA-1D turns galaxy rotation data into “dark-matter-free” curves: σ-gradients of gas+stars map straight to ρ_DM, κ ≈ 10⁻¹⁰ across SPARC. Code & full paper here → zenodo.org/records/1774...
#DarkMatter #DarkEnergy #MOND #AstroPhysics #GalaxyDynamics #RotationCurves #OpenScience #Python #SPARC
#DarkMatter #DarkEnergy #MOND #AstroPhysics #GalaxyDynamics #RotationCurves #OpenScience #Python #SPARC
Saving Years: How to Train Al to Answer Briefly and Reliably.
📁 zenodo.org/records/1762...
#Machinelearning #Innovations #NeurosymbolicAl #Alsky #rstatspl #rstats
#EpiSky #DataSci #shiny #datascience #philsci #Philosophy #Methodology #SocialPhilosophy #FRAmodel #AI #LLM
📁 zenodo.org/records/1762...
#Machinelearning #Innovations #NeurosymbolicAl #Alsky #rstatspl #rstats
#EpiSky #DataSci #shiny #datascience #philsci #Philosophy #Methodology #SocialPhilosophy #FRAmodel #AI #LLM
Saving Years: How to Train AI to Answer Briefly and Reliably
This record documents a practical framework for reducing “time vampirism” in AI dialogues—the loss of user time to verbose, speculative, or off-target replies. Starting from real multi-model chats (Gr...
zenodo.org
November 16, 2025 at 1:47 PM
Saving Years: How to Train Al to Answer Briefly and Reliably.
📁 zenodo.org/records/1762...
#Machinelearning #Innovations #NeurosymbolicAl #Alsky #rstatspl #rstats
#EpiSky #DataSci #shiny #datascience #philsci #Philosophy #Methodology #SocialPhilosophy #FRAmodel #AI #LLM
📁 zenodo.org/records/1762...
#Machinelearning #Innovations #NeurosymbolicAl #Alsky #rstatspl #rstats
#EpiSky #DataSci #shiny #datascience #philsci #Philosophy #Methodology #SocialPhilosophy #FRAmodel #AI #LLM
Bit Energy, Model Weight and the FRA Cycle: Why Al Information Has Mass
zenodo.org/records/1576...
#WeightAl #Energybit #entropyenergy #informationmass #digitalentropy #FRAmodel #computationalenergycost #informationphysics #Thermodynamics #thermodynamicsofcomputation #Al #Physics
zenodo.org/records/1576...
#WeightAl #Energybit #entropyenergy #informationmass #digitalentropy #FRAmodel #computationalenergycost #informationphysics #Thermodynamics #thermodynamicsofcomputation #Al #Physics
Bit Energy, Model Weight, and the FRA Cycle: Why AI Information Has Mass
This note links Landauer’s limit with the FRA (Ξ–Φ–ℱ) cycle and treats an AI model as a physical object with non-zero mass–energy. We introduce three predicates for any model: existence (E_AI), potent...
zenodo.org
November 16, 2025 at 1:42 PM
Bit Energy, Model Weight and the FRA Cycle: Why Al Information Has Mass
zenodo.org/records/1576...
#WeightAl #Energybit #entropyenergy #informationmass #digitalentropy #FRAmodel #computationalenergycost #informationphysics #Thermodynamics #thermodynamicsofcomputation #Al #Physics
zenodo.org/records/1576...
#WeightAl #Energybit #entropyenergy #informationmass #digitalentropy #FRAmodel #computationalenergycost #informationphysics #Thermodynamics #thermodynamicsofcomputation #Al #Physics
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
Judging by the films, humanity does not have a prosperous future. 😆
November 8, 2025 at 5:02 AM
Judging by the films, humanity does not have a prosperous future. 😆
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