Tag: #2026-03
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 765 posts
vLLM PagedAttention Production Serving Optimization and Inference Engine Comparison Guide
A comprehensive LLM serving guide covering vLLM PagedAttention algorithm, production deployment, performance tuning, SGLang/TensorRT-LLM comparison, and Kubernetes integration.
2026-03-06 · 22 min read #llm#vllm#paged-attention#model-serving#2026-03Japanese Business Email & Slack Communication Guide: From Keigo Usage to Practical Templates
A comprehensive guide for IT engineers covering Japanese business email structure, keigo usage, efficient Slack communication etiquette, situation-specific templates, and common mistake corrections.
2026-03-06 · 34 min read #japanese#business-email#slack#keigo#communicationPractical Japanese for IT Engineers: Complete Guide to Keigo Patterns and Technical Vocabulary
A comprehensive Japanese guide covering keigo (Sonkeigo, Kenjougo, Teineigo) patterns for IT engineers in Japan, 200+ technical terms, JLPT N2 study strategies, and practical conversation templates.
2026-03-06 · 44 min read #japanese#keigo#it-japanese#technical-vocabulary#jlptComplete LLM Quantization Comparison: GPTQ, AWQ, GGUF Practical Application Guide
From the core principles of LLM quantization to comparative analysis of GPTQ, AWQ, GGUF, and BitsAndBytes techniques, covering practical application in vLLM and llama.cpp environments and quality-performance trade-offs.
2026-03-06 · 14 min read #llm#quantization#gptq#awq#ggufKubernetes HPA, VPA, and KEDA Autoscaling Strategies
A comprehensive guide to Kubernetes autoscaling strategies using HPA, VPA, and KEDA with practical configuration examples.
2026-03-06 · 12 min read #kubernetes#hpa#vpa#keda#autoscalingData Storytelling for Engineers: A Practical Guide to Persuasive Technical Presentations
A comprehensive guide covering storytelling frameworks for effectively communicating data in technical presentations, slide design principles, code review communication, and practical templates for engineers.
2026-03-06 · 24 min read #english#data-storytelling#technical-presentation#communication#public-speakingTime Series Volatility Forecasting Practical Guide: GARCH Model Family and Python Implementation
Covers mathematical principles of volatility models from ARCH/GARCH to EGARCH, GJR-GARCH, and DCC-GARCH, Python arch package implementation, model selection and diagnostics, backtesting, and practical risk management app
2026-03-06 · 25 min read #finance#garch#volatility#time-series#pythonPortfolio Risk Management: A Practical Guide to VaR and Monte Carlo Simulation with Python
A comprehensive guide covering three VaR calculation methodologies (Parametric, Historical, Monte Carlo), Python implementation, backtesting, CVaR extension, and building production risk management systems.
2026-03-06 · 27 min read #finance#var#monte-carlo#risk-management#portfolioArgoCD GitOps Multi-Cluster Deployment Strategy and Operations Automation Guide
From ArgoCD-based GitOps multi-cluster deployment architecture design to ApplicationSet, App of Apps pattern, Sync Wave, security configuration, and disaster recovery.
2026-03-06 · 12 min read #devops#argocd#gitops#multi-cluster#2026-03Platform Engineering and Building an Internal Developer Platform with Backstage: A Practical Guide
A comprehensive Platform Engineering guide covering Backstage-based Internal Developer Platform construction, Software Catalog, Golden Path Templates, plugin development, and operations automation.
2026-03-06 · 21 min read #devops#platform-engineering#backstage#internal-developer-platform#developer-experienceClickHouse Real-time OLAP and MergeTree Optimization Guide
A practical guide to ClickHouse real-time OLAP analytics and MergeTree engine optimization for high-performance analytical workloads.
2026-03-06 · 21 min read #database#clickhouse#olap#mergetree#real-time-analyticsPostgreSQL 17 Partitioning and Parallel Query Guide
A comprehensive guide to PostgreSQL 17 partitioning strategies and parallel query optimization for large-scale databases.
2026-03-06 · 15 min read #database#postgresql#partitioning#parallel-query#2026-03OpenTelemetry Collector Pipeline Design and Operations Guide: From Collection to Backend Integration
A guide covering OpenTelemetry Collector architecture and pipeline design, Receiver/Processor/Exporter configuration, Agent/Gateway deployment patterns, Kubernetes operations, Tail Sampling, and memory management.
2026-03-06 · 26 min read #observability#opentelemetry#collector#pipeline#monitoringKubernetes Dynamic Resource Allocation and GPU Scheduling
A guide to Kubernetes Dynamic Resource Allocation (DRA) and GPU scheduling strategies for AI/ML workloads.
2026-03-06 · 20 min read #kubernetes#dra#gpu#dynamic-resource-allocation#schedulingPractical Guide to English Technical Writing: RFC, ADR, and Design Doc Templates
A guide to English technical document writing for engineers. Covers the structure and purpose of RFC, ADR, and Design Doc, effective English expressions, practical templates, review processes, and global team collaborati
2026-03-06 · 27 min read #english#technical-writing#rfc#adr#design-docBuilding Safe Multi-Agent Systems: A Practical Guide to LangGraph Orchestration and NeMo Guardrails
A comprehensive guide covering LangGraph-based multi-agent orchestration patterns, safety guardrail implementation with NeMo Guardrails, production deployment, and operational best practices.
2026-03-06 · 21 min read #chatbot#multi-agent#langgraph#nemo-guardrails#orchestrationProduction Guide for RAG-Based FAQ Chatbots: From Vector DB Selection to Operational Optimization
A practical guide covering the RAG pipeline chunking, embedding, and retrieval strategies, Pinecone/Weaviate/Milvus vector DB comparison, LangChain-based FAQ chatbot implementation, production deployment, quality evaluat
2026-03-06 · 26 min read #chatbot#rag#vector-database#faq#langchainCQRS + Event Sourcing Microservices Architecture: Kafka-Based Implementation and Saga Pattern Practical Guide
A comprehensive architecture guide covering CQRS and Event Sourcing core principles, Kafka-based event store implementation, distributed transaction management with the Saga pattern, and production operation best practic
2026-03-06 · 24 min read #architecture#cqrs#event-sourcing#kafka#saga-patternCircuit Breaker Pattern and Resilience4j Practical Implementation Guide: From Failure Isolation to Recovery
Covers the Circuit Breaker state machine principles, integrated configuration of Resilience4j CircuitBreaker, Retry, Bulkhead, and RateLimiter modules, practical implementation in Spring Boot 3, Grafana monitoring, and r
2026-03-06 · 22 min read #architecture#circuit-breaker#resilience4j#fault-tolerance#spring-bootKubeflow Pipelines v2 ML Workflow Automation and Operations Guide
From KFP v2 architecture to building ML pipelines with the KFP SDK, caching, artifact management, CI/CD integration, and production troubleshooting.
2026-03-06 · 13 min read #ai-platform#kubeflow#ml-pipeline#mlops#2026-03