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Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 3518 posts
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AI Prompt Engineering Complete Guide — Information Retrieval, Image/Video Generation, and Debugging (KR/EN/JA)
Prompt techniques for getting great results from AI, organized by use case: information retrieval, image/video generation, and debugging. Includes practical expressions in three languages — Korean, English, and Japanese.
2026-03-02 · 17 min read #ai#prompt-engineering#multilingual#image-generation#debuggingLangGraph Agent Workflow Practical Guide: From Multi-Agent Orchestration to Production Deployment
Build stateful AI agent workflows with LangGraph. Covers StateGraph, conditional routing, multi-agent orchestration, Human-in-the-Loop, and LangGraph Platform deployment — all with production-ready code.
2026-03-02 · 6 min read #langgraph#langchain#ai-agent#workflow#multi-agentMLOps Feature Store in Practice — Building a Feature Pipeline with Feast
Build an offline/online feature store with Feast and create a production-grade pipeline that serves consistent features for both training and serving
2026-03-02 · 9 min read #mlops#feast#feature-store#machine-learning#data-engineeringMamba Paper Review: Going Beyond Transformers with Selective State Space Models
An in-depth review of the Mamba (Selective State Space Models) paper. Analyzing the evolution from S4 to Mamba, the Selective Scan mechanism, Hardware-Aware algorithms, and Mamba-2 State Space Duality with code examples.
2026-03-02 · 8 min read #mamba#state-space-model#ssm#transformer#linear-attentionMamba: Linear-Time Sequence Modeling with Selective State Spaces — Paper Analysis
A deep dive into the Mamba architecture, a promising alternative to Transformers. We explore the core idea behind Selective State Space Models, the hardware-aware algorithm, and experimental results along with code.
2026-03-02 · 7 min read #ai-papers#mamba#ssm#state-space-model#transformerComplete Guide to Text-to-Image Model Training Methodologies: From GAN to Flow Matching
An in-depth, paper-based analysis of training methodologies for Text-to-Image generative model architectures spanning GAN, VAE, Diffusion, and Flow Matching. Comprehensively covers training strategies and fine-tuning tec
2026-03-01 · 51 min read #deep-learning#text-to-image#diffusion#stable-diffusion#generative-aiProduction LLM Application Architecture Design Guide
Analyze the core architecture layers of production LLM applications and organize Gateway, Guardrails, Caching, and Observability components based on official documentation.
2026-03-01 · 21 min read #llm#architecture#production#ai#guardrailsLLM Inference Optimization: In-Depth Analysis of vLLM and TensorRT-LLM
Analyzing core LLM inference optimization techniques including PagedAttention, Continuous Batching, and quantization, based on the official documentation of vLLM and TensorRT-LLM.
2026-03-01 · 22 min read #llm#inference#vllm#tensorrt-llm#optimizationCNPE (Certified Cloud Native Platform Engineer) Complete Guide — From Exam Scope to Production Tech Stack
A detailed analysis of the 5 CNCF CNPE certification domains based on the official curriculum. Covers production tech stacks including ArgoCD, Flux, Crossplane, Backstage, OpenTelemetry, Prometheus, and OPA/Kyverno with
2026-03-01 · 16 min read #kubernetes#cnpe#cncf#platform-engineering#gitopsComplete Guide to Building a Linux GPU Server for Deep Learning
A step-by-step guide to building a Linux GPU server for deep learning development, covering everything from NVIDIA driver installation to Docker GPU environments, based on official NVIDIA documentation.
2026-03-01 · 20 min read #linux#gpu#cuda#nvidia-driver#deep-learningMLflow Complete Guide
A comprehensive guide to MLflow for experiment tracking, model registry, and deployment pipelines in MLOps workflows.
2026-03-01 · 18 min read #mlops#mlflow#experiment-tracking#model-registryMLOps Pipeline Design
A practical guide to designing MLOps pipelines, covering data versioning, model training, evaluation, and continuous delivery of ML models.
2026-03-01 · 26 min read #mlops#ml-pipeline#production#mlflowThe Top 1% Cloud Native Expert Credential: Complete Guide to Achieving Kubestronaut (2026 Latest)
A comprehensive analysis of the 5 certifications required for the official CNCF Kubestronaut title, the 2026 Golden Kubestronaut update, hands-on exam passing strategies, and cost-saving tips.
2026-03-01 · 9 min read #kubernetes#kubestronaut#cncf#cka#ckadNVIDIA GPU Operator Complete Guide: Components, Installation, and KubeVirt GPU Passthrough
A detailed analysis of NVIDIA GPU Operator architecture and the roles of its 7 core components (Driver, Container Toolkit, Device Plugin, DCGM, MIG Manager, Node Feature Discovery, GFD), covering Helm-based installation,
2026-03-01 · 18 min read #gpu-operator#nvidia#kubernetes#kubevirt#gpuAdvanced LangChain Patterns: Mastering LCEL and LangGraph
A systematic analysis of the LCEL (LangChain Expression Language) Runnable interface and LangGraph StateGraph, based on the official LangChain documentation.
2026-03-01 · 22 min read #langchain#lcel#langgraph#llm#aiWan Text-to-Video/Image-to-Video and Z Image Turbo Complete Analysis: Architecture and Applications of Next-Gen Video/Image Generation Models
A complete analysis of Wan video generation models and Z Image Turbo covering architecture, performance, and practical applications.
2026-03-01 · 36 min read #wan#text-to-video#image-to-video#z-image-turbo#video-generationComplete Analysis of OpenClaw: Architecture, Security, and Future of the Fastest-Growing Open-Source AI Agent in GitHub History
A deep technical analysis of the open-source autonomous AI Agent that evolved from Clawdbot to OpenClaw — covering its Gateway architecture, Skills ecosystem, multi-channel integration, security issues, and the OpenAI ac
2026-03-01 · 25 min read #openclaw#ai-agent#llm#open-source#automationBuilding LLM Agent Systems: Complete Analysis of Tool Use, Planning, and Memory
Analyzing the core concepts of LLM Agents — Tool Use, Planning, and Memory — based on LangGraph and Anthropic official documentation, and building a practical Agent.
2026-03-01 · 21 min read #llm#ai-agent#tool-use#langgraph#reactGoogle Antigravity Complete Analysis: How the Agent-First IDE is Reshaping the Future of Software Development
An in-depth analysis of Google Antigravity, the Agent-First IDE announced alongside Gemini 3, covering its architecture, Agent Manager, Skills system, benchmark performance, security issues, and comparisons with Cursor a
2026-03-01 · 24 min read #antigravity#google#agentic-ide#gemini-3#ai-codingThe Death and Resurrection of Kubernetes Networking: 5 Changes You Must Know Before March 2026
From the March 2026 EOL of Ingress NGINX, the transition to Gateway API, eliminating annotation technical debt, role-based resource separation, vendor portability, to the adoption of HTTP/3 and QUIC -- an in-depth analys
2026-03-01 · 34 min read #kubernetes#networking#gateway-api#ingress-nginx#http3