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Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 3525 posts
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Deep Learning Model Quantization Complete Guide: Master INT8, INT4, GPTQ, AWQ, GGUF ♪ Listenable
A comprehensive guide to mastering deep learning model quantization. Understand the principles from FP32 to INT8 and INT4 quantization, and master GPTQ, AWQ, GGUF, bitsandbytes, AutoGPTQ, and llama.cpp through practical
2026-03-17 · 23 min read #quantization#model-compression#gptq#awq#ggufHuggingFace Ecosystem Complete Guide: Master Transformers, Datasets, PEFT, and Accelerate ♪ Listenable
A complete guide to mastering the entire HuggingFace ecosystem. Learn Transformers, Datasets, Tokenizers, PEFT, Accelerate, Diffusers, and Hub API with hands-on examples.
2026-03-17 · 18 min read #huggingface#transformers#peft#accelerate#nlpGenerative AI Complete Guide: Master GANs, VAEs, and Diffusion Models ♪ Listenable
A complete guide to mastering the core architectures of generative AI. Understand VAE, GAN, DDPM diffusion models, and Stable Diffusion from the ground up with mathematical derivations and complete PyTorch implementation
2026-03-17 · 22 min read #generative-ai#gan#vae#diffusion-model#stable-diffusionGraph Neural Networks Complete Guide: GCN, GAT, GraphSAGE to Molecular Design ♪ Listenable
A complete guide to Graph Neural Networks from fundamentals to cutting-edge research. Covers graph theory, GCN, GraphSAGE, GAT, Graph Transformer, molecular design, and social network analysis with PyTorch Geometric impl
2026-03-17 · 23 min read #gnn#graph-neural-network#gcn#gat#pytorch-geometricTabular Data ML Complete Guide: Master XGBoost, LightGBM, CatBoost, and TabNet ♪ Listenable
A complete guide to achieving top performance on tabular data. Master XGBoost, LightGBM, CatBoost ensembles, feature engineering, hyperparameter optimization, and deep learning-based TabNet with Kaggle-level practical te
2026-03-17 · 18 min read #tabular-ml#xgboost#lightgbm#catboost#gradient-boostingDeep Learning Debugging Complete Guide: From Diagnosing Training Failures to Performance Optimization ♪ Listenable
A complete guide to systematically diagnosing and resolving deep learning training failures. Covers Loss NaN, vanishing/exploding gradients, overfitting, slow convergence, and out-of-memory errors with real-world code ex
2026-03-17 · 19 min read #deep-learning#debugging#pytorch#training#optimizationEdge AI and On-Device ML Complete Guide: TFLite, ONNX, Core ML, llama.cpp ♪ Listenable
A complete guide to running AI models on edge devices. Learn hands-on how to deploy optimized AI in mobile and edge environments using TensorFlow Lite, ONNX Runtime, Core ML, MediaPipe, llama.cpp, and Whisper.cpp.
2026-03-17 · 25 min read #edge-ai#on-device-ml#tflite#onnx#core-mlDeep Learning Training Methods Complete Guide: From Optimization to Distributed Training ♪ Listenable
A comprehensive guide covering all techniques for effectively training deep learning models. Learn gradient descent, optimizers, learning rate scheduling, regularization, batch normalization, transfer learning, fine-tuni
2026-03-17 · 28 min read #deep-learning#training#optimization#regularization#distributed-trainingMultimodal AI Complete Guide: Master CLIP, LLaVA, GPT-4V, and Gemini Vision ♪ Listenable
A complete guide to mastering multimodal AI from fundamentals to the latest vision-language models. Learn CLIP, BLIP-2, LLaVA, InstructBLIP, GPT-4V, Gemini Vision, and Claude Vision with practical code, plus Multimodal R
2026-03-17 · 25 min read #multimodal#vision-language#clip#llava#gpt-4vAI System Design Complete Guide: From LLM Services to MLOps Architecture ♪ Listenable
A complete guide to designing production-grade AI systems. Learn real-world architectures for real-time inference systems, vector search infrastructure, LLM service architecture, data pipelines, and monitoring system des
2026-03-17 · 27 min read #system-design#ai-infrastructure#llm#mlops#architectureLLM Inference Optimization Complete Guide: KV Cache, Speculative Decoding, Continuous Batching ♪ Listenable
A complete guide to pushing LLM inference to its limits. Covers KV Cache, Speculative Decoding, Continuous Batching, PagedAttention, FlashInfer, multi-GPU inference, and DeepSeek MLA in depth.
2026-03-17 · 25 min read #llm#inference#optimization#kv-cache#speculative-decodingAI Agents Complete Guide: Building Autonomous AI Systems with LangChain, LangGraph, and CrewAI ♪ Listenable
A comprehensive guide to mastering AI agent systems. Build autonomous AI systems with real-world examples covering ReAct, Tool Use, and Function Calling through to LangChain agents, LangGraph workflows, and CrewAI multi-
2026-03-17 · 22 min read #ai-agent#langchain#langgraph#crewai#autonomous-aiSSH Escape Sequences in Practice: Kill Hung Sessions, Add Tunnels Live, and Recover Remote Ops
Based on a GeekNews trend signal and grounded in the official OpenSSH manuals, this guide covers hung-session recovery, live port forwarding, keepalives, and multiplexing patterns for real remote operations.
2026-03-16 · 8 min read #linux#ssh#openssh#devops#remote-opsUS-China Semiconductor Tech War 2026: Deepening Decoupling and Its Global Impact
The US-China tech cold war deepens in 2026. China closes the cloud loophole with Remote Access Security Act, commits to 10% annual R&D growth, and intensifies semiconductor restrictions. Analysis of Samsung, SK Hynix, an
2026-03-16 · 8 min read #geopolitics#semiconductor#tech-war#china#usaTechnical Documentation Writing Guide for Developers: From README to ADR
Master technical documentation from README files and API docs to Architecture Decision Records. Learn the Diátaxis framework and modern documentation tools like Docusaurus, GitBook, and Mintlify.
2026-03-16 · 7 min read #documentation#technical-writing#soft-skills#developer#api-docsSlow Productivity 2026: Rejecting the Hustle Culture and Doing Real Work
As we move beyond the "grind culture" era of the early 2020s, Slow Productivity is emerging as the dominant productivity philosophy in 2026. Based on Cal Newport's research, learn how to focus on high-quality work, reduc
2026-03-16 · 7 min read #productivity#slow-productivity#cal-newport#self-improvement#deep-workSalary Negotiation Strategy for Software Engineers: From Offer Review to Equity Negotiation
Master salary negotiation as a software engineer. Learn about total compensation, research methods like Levels.fyi and Blind, BATNA strategy, and how to negotiate offers, raises, and equity.
2026-03-16 · 10 min read #career#salary#negotiation#soft-skills#compensationRAG 2.0: Enterprise Knowledge Management Beyond Chatbots
RAG has evolved into the cornerstone of enterprise AI in 2026. Through hybrid search, knowledge graph integration, and multimodal processing, organizations are transforming implicit knowledge into explicit organizational
2026-03-16 · 9 min read #rag#llm#enterprise#knowledge-management#vector-databaseSecond Brain in the AI Era: Building a PKM System with Obsidian and Zettelkasten ♪ Listenable
A practical guide to building a Personal Knowledge Management (PKM) system in the AI era of 2026. Learn how to create a digital second brain using Obsidian, Zettelkasten, and the PARA method.
2026-03-16 · 8 min read #pkm#second-brain#obsidian#productivity#knowledge-managementOpenAI IPO 2026: $25B Annualized Revenue and the Future of AI Industry
OpenAI has achieved $25 billion in annualized revenue, entering final IPO negotiations in 2026. Surpassing Anthropic's $19 billion valuation, OpenAI has proven the profitability model of large language models. Investor e
2026-03-16 · 7 min read #openai#ipo#ai-industry#business#investment