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fraor.bsky.social
Fraor
@fraor.bsky.social
33 followers 16 following 170 posts
An independent developer of analytical and predictive models in science, medicine, and artificial intelligence.

Developing practical tools and testing them in real-world conditions.
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fraor.bsky.social
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
December 6, 2025 at 9:48 AM
fraor.bsky.social
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
December 6, 2025 at 7:36 AM
fraor.bsky.social
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-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
fraor.bsky.social
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
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
fraor.bsky.social
Bit Energy, Model Weight, and Three Modes of Computation in Al Systems

📁 zenodo.org/records/1775...
Bit Energy, Model Weight, and Three Modes of Computation in AI Systems
This work provides a clear and operational framework that connects physical information theory, computational energy requirements, and the functional behaviour of modern AI models. It is intended as a...
zenodo.org
November 30, 2025 at 4:51 AM
fraor.bsky.social
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
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
fraor.bsky.social
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
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
fraor.bsky.social
#stockphoto #model #visualart #streetphoto #trending #photography
#photooftheday #homelessdog #Blueskydog
November 14, 2025 at 8:38 PM
fraor.bsky.social
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
November 10, 2025 at 1:41 AM
fraor.bsky.social
When I don't understand what Chat GPT-5 is explaining to me, I just send it this picture.

#MachineLearning #Analytics #Alsky #rstats #Psychology
November 4, 2025 at 7:51 AM
fraor.bsky.social
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
November 2, 2025 at 11:31 AM
fraor.bsky.social
Everything will be as always... only without us... But here... 🌌

#Philosophy #Mindfulness #LifePhilosophy #InnerPeace #SpiritualGrowth #Consciousness #Energy #Universe #Wisdom #SelfDiscovery #Inspiration #SoulJourney
November 1, 2025 at 8:39 AM
fraor.bsky.social
November 1, 2025 at 8:05 AM
fraor.bsky.social
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
October 31, 2025 at 10:08 AM
fraor.bsky.social
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
October 27, 2025 at 3:02 AM
fraor.bsky.social
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
October 27, 2025 at 3:00 AM
fraor.bsky.social
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
October 25, 2025 at 9:13 AM
fraor.bsky.social
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
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
fraor.bsky.social
Discovered a Chinese marketplace shop selling dog clothes. The dog models look like they take their jobs very seriously 😂

#Dogbluesky #blueskydog #Funnydog
October 23, 2025 at 9:34 AM
fraor.bsky.social
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
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
fraor.bsky.social
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...
October 22, 2025 at 3:38 PM
fraor.bsky.social
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
October 17, 2025 at 4:42 AM
fraor.bsky.social
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
October 16, 2025 at 11:46 AM
fraor.bsky.social
#photography #photooftheday #stockphoto #photocat #Blueskycat
October 16, 2025 at 11:25 AM
fraor.bsky.social
"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
October 3, 2025 at 3:18 PM