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Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 3525 posts
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The Peak of the AI Memory Supercycle: 5 Decisive Moments for HBM That Will Shake the 2026 Semiconductor Market ♪ Listenable
From HBM4 16-layer stacking technology, the emergence of custom HBM (cHBM), the strategic clash between SK Hynix, Samsung, and Micron, to the memory supercycle market outlook and HBM vs GDDR comparison — an in-depth anal
2026-03-01 · 37 min read #hbm#semiconductor#memory#ai-hardware#sk-hynixThe New Throne Beyond vLLM: 5 Reasons SGLang Is Changing the LLM Inference Landscape ♪ Listenable
From SGLang's RadixAttention-based KV cache management and 29% throughput advantage through hyper-specialized design, to its 4,000-line Python zero-overhead scheduler, Prefill-Decode Disaggregation, and Compressed FSM-ba
2026-03-01 · 35 min read #sglang#llm-inference#vllm#radix-attention#model-servingHunyuanVideo and LTX-2 Complete Analysis: Architecture, Performance, and Practical Guide to Open-Source Video Generation Models ♪ Listenable
A deep analysis of Tencent HunyuanVideo (13B) and Lightricks LTX-2 (19B) architectures, training methodologies, and performance benchmarks, along with a comprehensive comparison of the open-source video generation ecosys
2026-03-01 · 30 min read #hunyuan-video#ltx-video#ltx2#text-to-video#image-to-videoACE-Step: A New Paradigm in AI Music Generation — Complete Analysis of Architecture, Training Methods, and Practical Applications ♪ Listenable
An in-depth analysis of the ACE-Step music generation model covering its architecture, training methodology, and text-to-music generation principles, with comparisons against competing models like MusicGen, Suno, and Udi
2026-03-01 · 38 min read #ace-step#music-generation#ai-music#deep-learning#diffusionThe Complete Vim Command Guide: Master Every Command of the Ultimate Text Editor ♪ Listenable
From Vim modal editing philosophy to navigation, editing, Visual Mode, text objects, command mode, macros, .vimrc configuration, and plugins — a comprehensive guide to every Vim command with practical examples.
2026-03-01 · 24 min read #vim#neovim#editor#linux#terminalBringing Kubernetes to Your Local Machine: 5 Game-Changing Innovations from Podman ♪ Listenable
From Podman daemonless architecture, rootless security model, running K8s YAML locally with play kube, Pod-native management, to Pasta networking — an in-depth analysis from an architect perspective of 5 innovations that
2026-03-01 · 33 min read #podman#container#kubernetes#rootless#daemonlessKubernetes GPU Workload Management: The Complete NVIDIA GPU Operator Guide ♪ Listenable
A comprehensive analysis of how to efficiently manage GPU resources and operate AI workloads in Kubernetes clusters, based on the official NVIDIA GPU Operator documentation.
2026-03-01 · 21 min read #kubernetes#gpu#nvidia#gpu-operator#aiEvening Japanese Mini Lesson -- Hospital Examination Edition
Practical hospital examination conversation, 5 essential vocabulary words, ~てください grammar, and a phrase of the day
2026-03-01 · 3 min read #japanese#hospital#grammar#evening-japaneseFive Decisive Strategies for Opening Up the Black Box of Microservices with OpenTelemetry ♪ Listenable
Propagating business context with W3C Baggage, a hybrid automatic/manual instrumentation strategy, cost optimization through tail-based sampling, standardizing on Semantic Conventions, and choosing between OTLP gRPC and
2026-03-01 · 43 min read #opentelemetry#observability#microservices#distributed-tracing#otlpFluent Bit Complete Guide: Architecture, Configuration, and Kubernetes Integration for the Lightweight Log Processor ♪ Listenable
A comprehensive guide covering Fluent Bit lightweight architecture and pipeline (Input, Parser, Filter, Buffer, Output) structure, Kubernetes DaemonSet deployment, log routing, parser configuration, Elasticsearch/Loki/S3
2026-03-01 · 41 min read #fluent-bit#logging#observability#kubernetes#fluentdOrchestrating ML Training Pipelines with Airflow ♪ Listenable
Analyzing methods for automating ML training pipelines using KubernetesPodOperator, Dynamic Task Mapping, and more, based on the official Apache Airflow documentation.
2026-03-01 · 21 min read #airflow#mlops#ml-pipeline#orchestration#kubernetesReinforcement Learning Complete Guide: From Theory to the Latest Algorithms and Real Implementations ♪ Listenable
Derives the major algorithms with their mathematics — from the core theory of MDPs and the Bellman equations through Q-Learning, DQN, Policy Gradient, A3C, PPO and SAC — and pulls together RLHF, AlphaGo and robotics appl
2026-03-01 · 46 min read #reinforcement-learning#deep-learning#dqn#ppo#rlhfComplete Analysis of the GPT Series Papers: The Journey from GPT-1 to GPT-4, How Language Models Changed the World ♪ Listenable
A complete generation-by-generation analysis of OpenAI GPT series. From GPT-1 unsupervised pre-training, GPT-2 zero-shot learning, GPT-3 in-context learning and scaling laws, InstructGPT RLHF, to GPT-4 multimodal capabil
2026-03-01 · 36 min read #gpt#openai#language-model#transformer#pre-trainingLoRA: Efficient Fine-tuning of Large Language Models — Paper Analysis ♪ Listenable
A mathematical analysis of the core principles behind the LoRA (Low-Rank Adaptation) paper, along with practical implementation using HuggingFace PEFT.
2026-03-01 · 17 min read #ai-papers#lora#fine-tuning#llm#peftGAN Paper Deep Dive: How Generative Adversarial Networks Ushered in the Era of AI-Generated Content ♪ Listenable
From Ian Goodfellow's original GAN paper through DCGAN, WGAN, Progressive GAN, and StyleGAN -- we analyze the core theory of generative adversarial networks including the minimax game, Nash equilibrium, and training inst
2026-03-01 · 34 min read #gan#generative-model#adversarial-training#deep-learning#image-generationAttention Is All You Need - A Complete Analysis of the Transformer Paper ♪ Listenable
A thorough analysis of the "Attention Is All You Need" paper, the foundation of the Transformer architecture, breaking down its core mechanisms including Self-Attention, Multi-Head Attention, and Positional Encoding one
2026-03-01 · 18 min read #ai-papers#transformer#deep-learning#attentionFlashAttention: Optimizing Attention Through GPU Memory Hierarchy ♪ Listenable
A review of the FlashAttention paper with an in-depth analysis of IO-aware attention optimization leveraging the GPU HBM/SRAM memory hierarchy.
2026-03-01 · 18 min read #ai-papers#flash-attention#gpu#optimization#transformerKubernetes ML Model Serving: Complete Analysis of KServe and NVIDIA Triton ♪ Listenable
A systematic analysis of ML model serving architecture in Kubernetes environments based on KServe and NVIDIA Triton official documentation.
2026-03-01 · 19 min read #mlops#kubernetes#model-serving#kserve#tritonClaude Code Complete Guide: How to Revolutionize Development Productivity with Anthropic's AI Coding Agent ♪ Listenable
A complete guide to Anthropic's official CLI tool Claude Code — from installation to core commands, slash commands, MCP server integration, multi-agent architecture, IDE integration, CLAUDE.md usage, and custom hooks — a
2026-03-01 · 35 min read #claude-code#anthropic#ai-coding#cli#ai-agentThe Complete Guide to Terraform & Ansible Commands: Everything About IaC and Configuration Management ♪ Listenable
From Terraform's init through apply, state management, modules, and workspaces, to Ansible's ad-hoc commands, playbooks, roles, Vault, and Galaxy — a systematic write-up of every command in Terraform and Ansible, the two
2026-03-01 · 46 min read #terraform#ansible#iac#configuration-management#devops