Fraor

If a company isn't profitable, it closes down.

#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

🤣.Oh yeah. That was the most horrific scene in the whole story.

Beautiful legs

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

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.🙄

For me, this is the best Star Wars movie series. A deep, thought-provoking storyline about the dark side of people, fears and thoughts.

#visualart #Brain #MindGames #science #Alart #art #Botany #zzplant #houseplants #oddlysatisfying #animation

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

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

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

Bit Energy, Model Weight, and Three Modes of Computation in Al Systems

📁 zenodo.org/records/1775...

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

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

#stockphoto #model #visualart #streetphoto #trending #photography
#photooftheday #homelessdog #Blueskydog

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

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

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

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

This is one of the patterns

Any system (idea, society, state, technology) arises to "bring order to chaos."

Over time, it forgets its original meaning, ossifies, and begins to breed "chaos" from within.

Then it collapses-and a new system arises in its place and the cycle continues. ∞ 🙂

This means that if you were just born, you must already have 10 years of work experience. 😆

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