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AI Contextual Layer: New Value in the IT Stack | Analysis

https://sudonull.com/ai-contextual-layer-new-value-in-the-it-stack-analysis

How the contextual layer redefines business models in IT. Analysis of the value shift from SaaS to AI-oriented systems. Practical recommendations for adaptation.

Model of Agency Atrophy in AI Delegation

https://sudonull.com/model-of-agency-atrophy-in-ai-delegation

Formal Dynamics of Human Agency: mathematical model shows collapse at D_J>0 on 15–150 year horizons. Differences between computations and judgment, practical recommendations. Explore simulation results.

Decentralization Model for IT Communities: 5000 Cycles

https://sudonull.com/decentralization-model-for-it-communities-5000-cycles

Analysis of the 'Chaos-River' Protocol Simulation: Reduction of Ego, Gini, and Power Concentration in Decentralized Teams. Dual Tokens Against Oligarchy. Explore Metrics and Code for middle/senior.

TRIBE: model for in silico neurobiology

https://sudonull.com/tribe-model-for-in-silico-neurobiology

TRIBE from Meta — transformer for predicting brain activity on fMRI data. 70x resolution, zero-shot learning. Learn how to conduct virtual experiments without scans. For neurotech developers.

C4 model for IT infrastructure: practical application

https://sudonull.com/c4-model-for-it-infrastructure-practical-application

How to adapt the C4 model for designing fault-tolerant clusters. Critical errors at the HLD stage and methods to prevent them. Guide for engineers.

From other projects

AI model Pythia predicts CRISPR results: breakthrough in gene editing

https://ymaho.com/ai-model-pythia-predicts-crispr-results-breakthrough-in-gene-editing

Neural network Pythia from scientists in Zurich and Ghent predicts DNA repair after CRISPR, enabling precise gene insertion into non-dividing cells. Learn how AI is changing gene therapy.

COPD Model on Organoids: Studying Preclinical Stages

https://ymaho.com/copd-model-on-organoids-studying-preclinical-stages

A new COPD model on human lung organoids allows studying early stages of the disease. Learn how it changes preclinical research and saves billions.

OpenAI GPT-Rosalind: AI Model for Faster Drug Research

https://ymaho.com/openai-gpt-rosalind-ai-model-for-faster-drug-research

OpenAI launched GPT-Rosalind to accelerate medical research. Learn how this biology-focused AI works, why access is restricted, and what it means for future treatments.

AI triples pancreatic cancer detection: REDMOD model

https://ymaho.com/ai-triples-pancreatic-cancer-detection-redmod-model

Mayo Clinic model finds pancreatic cancer 475 days before diagnosis on routine CT scans. Learn how AI is changing screening and survival. Read details.

ECB warned banks about cyberattacks by AI model Mythos

https://ymaho.com/ecb-warned-banks-about-cyberattacks-by-ai-model-mythos

ECB urged eurozone banks to urgently prepare for cyberattacks using Mythos by Anthropic, to which they have no access. Learn about the new systemic risk and protection measures.

Gold fell to $4,322: breakdown of the old market model

https://ymaho.com/gold-fell-to-4-322-breakdown-of-the-old-market-model

Gold crashed 3.4% to $4,322 due to the dollar and Fed rates. Analysis of reasons, hidden ETF sell-off and who benefited from the fall. Read details.

OpenAI o1 surpassed doctors: blind study in Science

https://ymaho.com/openai-o1-surpassed-doctors-blind-study-in-science

Model o1 showed 78.3% accuracy in diagnosis against doctors but failed in critically dangerous conditions. Learn the details of the new AI evaluation standard.

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