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Romance

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

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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...

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

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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

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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...

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

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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...

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

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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

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

#MachineLearning #Analytics #Alsky #rstats #Psychology

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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

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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

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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...

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

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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

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😆 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

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They still can’t figure out how AI chatbots work, yet they’re already building AI-powered drones. Like a grenade in the hands of a monkey.

#MachineLearning #NeurosymbolicAI
#AIarchitecturel #LLM #Alsky #rstats #EpiSky #DataSci #datascience #MachineLearning #DeepLearning #BigData #Tech #Analytics

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Predict Bugs, Don't Just Catch Them: A Practical Guide to Change-Risk Scoring

This is hypothesis, not a finished product. I'm sharing the concept and a practical way to try it.

full 👉 www.patreon.com/posts/predic...

#Alsky #rstats #SoftwareDev #Dev #Coding #Python #Cloud

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When you come up with a genius idea to write bug-free code and ask a chatbot: "Can this actually be done?"

Do you also have ideas that take a long time to implement? 🙄

#MachineLearning #NeurosymbolicAl #Alarchitecture #LLM #Alsky #rstats #EpiSky #DataSci #python #shiny #datascience #DeepLearning

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Hi community! #Alsky #rstats 👋

In your opinion, is it better to ship code fast and fix bugs later, or spend more time testing and reviewing before release, even if it takes longer?

Which approach works best for a team or project? Curious to hear your thoughts.

#MachineLearning #NeurosymbolicAI

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After talking to ChatGPT I sometimes feel like that blackboard Bart Simpson writes on.

#Chatgpt #AI #Psychology #MachineLearning #NeurosymbolicAI
#AIarchitecture #MetaSci #Methodology #PhilSci #GPT5 #GPT4o #fraor #LLM #Alsky #rstats

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Who am I? I analyze patterns and build predictive models. I focus on uncovering hidden connections between technology, science, and human behavior.

Here I’ll share my insights: interesting cases, observations on trends, and thoughts on how complex systems shape our lives.

#Alsky #rstats #Newllm

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Woke up this morning and looked outside at a driveway and car covered in yellow pollen.
Leaves me longing for a Saturday morning cloud generated cleanse, and some cozy cafe vibes…

#atlsky
#coffeesky
#cafesky
#ALsky
#thepollening

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#ALSky #ALpol

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