Fraor

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.

37 followers20 following182 posts

#stockphoto #bestseller #portrait #artphoto #creativephoto #beautyshot #closeup #colorful #photoart #vibrant #editorial #visualart #streetphoto #trending #digitalart #photography #photooftheday #Travel #Winterday #Winterforest #Lotsofsnow #Streetphoto #Wildlife

Romance #MachineLearning #NeurosymbolicAI #AIarchitecture #FRAmodel #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #DeepLearning #OpenAI #Coding #Statistics #Visualization #BigData #Tech #Analytics #DataViz #ML #NeurosymbolicAI

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

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.orgEvolution of Language Models: Tracking Continuity through Geometry and TransferAI 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...

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

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

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

zenodo.orgFRA-RIG LUNG Cancer (TCGA-LUAD, sklearn demo): survival risk modelsTL;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...

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

zenodo.orgFRA: Dark Matter as δ-Interference, Dark Energy as Fractal GrowthWe 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...

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.orgSaving Years: How to Train AI to Answer Briefly and ReliablyThis 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...

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.orgBit Energy, Model Weight, and the FRA Cycle: Why AI Information Has MassThis 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...

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

When I don't understand what Chat GPT-5 is explaining to me, I just send it this picture. #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

Everything will be as always... only without us... But here... 🌌 #Philosophy #Mindfulness #LifePhilosophy #InnerPeace #SpiritualGrowth #Consciousness #Energy #Universe #Wisdom #SelfDiscovery #Inspiration #SoulJourney

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

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

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

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

zenodo.orgFRA Formulas for Oncology: Predictive and Monitoring Models for Cancer Risk and ProgressionThis 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...

Discovered a Chinese marketplace shop selling dog clothes. The dog models look like they take their jobs very seriously 😂 #Dogbluesky #blueskydog #Funnydog

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

"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

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

#travel #landscape #photography #wilderness #remoteplaces #offgrid #mountainlake #longexposure #timelapse #quietplaces #hiking #mindfulness #slowliving #naturefilm #Lake #Mountains #Landscapephoto

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

linkedin.com#particlephysics #zboson #fundamentalphysics #weakinteraction #cosmology #physics #astrophysics #universe #bigbang #timescale #sciencecommunication #stem #deeptech #ai #innovation | Fra OrA 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...

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

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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

What happens if you simply accept everything as it is? You stop noticing new patterns, internal contradictions, and mysteries The world ceases to be an exploration and becomes “already complete” Your intuition and desire to seek become dulled. #philsci #histsci #philsky #Psychology #Philosophy

A homeless cat's house #stockphoto #bestseller #portrait #makeup #glitter #artphoto #creativephoto #beautyshot #closeup #colorful #photoart #vibrant #editorial #model #visualart #streetphoto #trending #digitalart #photography #photooftheday #Blueskycat

It looks like he's unhappy about something. 😆 #stockphoto #bestseller #portrait #makeup #glitter #artphoto #creativephoto #beautyshot #closeup #colorful #photoart #vibrant #editorial #model #visualart #streetphoto #trending #digitalart #photography #photooftheday #Blueskycat #PhotoCat

#stockphoto #bestseller #portrait #makeup #glitter #artphoto #creativephoto #beautyshot #closeup #colorful #photoart #vibrant #editorial #model #visualart #streetphoto#trending #digitalart #photography #photooftheday #Photodogs #Streetphotography #Streetphoto

He told me a funny story and laughed. #stockphoto #bestseller #portrait #makeup #glitter #artphoto #creativephoto #beautyshot #closeup #colorful #photoart #vibrant #editorial #model #visualart #streetphoto#trending #digitalart #photography #photooftheday #Photodogs #Streetphotography #Streetphoto

😆 The whole truth: Windows, Linux and macOS are all part of one big conspiracy 🔺👁️ #Freemasons #MachineLearning #NeurosymbolicAI #AIarchitecture #FRAmodel #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience

ByteVagabond@bytevagabond.com

Did you know? Empathy is a complex neurocognitive process. It requires significant brain resources to “simulate” another person’s emotions. That’s why true empathy is rare: the brain tends to conserve energy by choosing simple reactions over deep emotional resonance. #Psychology #Science #philsci

#travel #landscape #photography #wilderness #remoteplaces #offgrid #mountainlake #longexposure #timelapse #quietplaces #hiking #mindfulness #slowliving #naturefilm #Lake #Mountains #Landscapephoto

#travel #landscape #photography #wilderness #remoteplaces #offgrid #mountainlake #longexposure #timelapse #quietplaces #hiking #mindfulness #slowliving #naturefilm #Lake #Mountains #Landscapephoto #Blackcat

#travel #landscape #photography #wilderness #remoteplaces #offgrid #mountainlake #longexposure #timelapse #quietplaces #hiking #mindfulness #slowliving #naturefilm #Lake #Mountains #Landscapephoto

Silence and birds singing 🐦 #travel #landscape #photography #wilderness #remoteplaces #offgrid #mountainlake #longexposure #timelapse #quietplaces #hiking #mindfulness #slowliving #naturefilm #Lake #Mountains #Landscapephoto