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.
https://sudonull.com/turboquant-lossless-kv-cache-compression-for-ai
Learn how Google's TurboQuant compresses transformer memory down to 3 bits with PolarQuant and QJL. Benchmarks on Gemma, Mistral. Optimization for AI developers.
https://sudonull.com/turboquant-3-bit-kv-cache-for-llm-without-losses
Learn how Google TurboQuant compresses key-value cache of LLM to 3 bits, speeding up inference 8x. Benchmarks on Gemma/Mistral, application in RAG. For developers.
https://sudonull.com/wspr-protocol-python-encoding-of-callsigns
Study the WSPR design for HF radio: 4-FSK modulation, data packing into 50 bits, code examples for callsigns and locators. Implement signal propagation analysis.
https://sudonull.com/quantization-gemma-4-31b-under-57gb-kaggle
Learn how to load 62GB Gemma 4 31B model on Kaggle with 57GB limit: NF4, bitsandbytes and memory hacks. Get 18GB artifact for local inference. Instructions for developers.
Master prompt engineering best practices with 15 proven techniques. Learn to craft effective prompts, reduce errors, and get better AI results. Start optimizing now.
Learn how to use Terraform with AWS step by step. Master provider setup, state management, security, and production-grade deployments. Start building today.
Kubernetes architecture explained with examples: understand control plane, worker nodes, Pods, and deployment flow. Learn how clusters work with practical use cases.
Google introduced Gemini Ultra 2.0 with a context of up to 10 million tokens, surpassing GPT-5. Learn about the breakthrough architecture, price of $0.0005, and impact on the AI market. Read the full analysis.
Compare fine tuning vs retrieval augmented generation for LLMs. Learn which approach suits your AI project based on accuracy, cost, and data freshness.
Learn how to build an AI agent with LangChain in this step-by-step tutorial. Set up tools, integrate LLMs, and create autonomous agents with memory.
Compare REST API vs GraphQL side-by-side. Learn which architecture fits your project with data on performance, caching, cost, and scalability. Make the right choice.
Learn what is object oriented programming, its four pillars, real-world examples, and why it matters for building scalable, maintainable software. Start mastering OOP today.
Learn how to write a SQL query with practical examples. Master SELECT, WHERE, JOIN, GROUP BY, and best practices for readable, efficient SQL. Start now.
Learn what is a large language model, how AI like ChatGPT works, key capabilities, limitations, and practical uses. Understand LLMs in plain English.