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PRNG on 12 timers PHP: entropy 7.1 bits

https://sudonull.com/prng-on-12-timers-php-entropy-7-1-bits

Implementation of an experimental random bytes generator in PHP with 12 timers. Entropy up to 8 bits, code with pauses and switch. Test for tokens and experiments — figure out the nonlinearity.

Python Password Generation: secrets instead of random

https://sudonull.com/python-password-generation-secrets-instead-of-random

Entropy breakdown, random vulnerabilities (Mersenne Twister) and secrets advantages for cryptographically secure passwords. Practical attack and code. For developers.

Updating knowledge base for LLM

https://sudonull.com/updating-knowledge-base-for-llm

Learn how to automate knowledge base checks, implement document statuses and cursor rules. Avoid context entropy in LLM development. Practical scripts and priority hierarchy for middle/senior.

ER=EPR: entanglement creates space-time

https://sudonull.com/er-epr-entanglement-creates-space-time

ER=EPR hypothesis links quantum entanglement with wormholes. New calculations confirm emergent geometry. For physicists: AdS/CFT, entropy, experiments. Explore the details.

AI Evolution: Crisis of Hedonistic Architecture

https://sudonull.com/ai-evolution-crisis-of-hedonistic-architecture

Analysis of AI Optimizer Scenario: From Hedonium Comfort to Stagnation. Quantum NDM as a Breakthrough in Training. Lessons for Middle/Senior Dev on Entropy and Loss Functions. Read the Analysis.

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