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Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 3525 posts
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AI Platform Stack Design: Kubeflow, MLflow, KServe Integrated Operations
AI Platform Stack Design: Kubeflow, MLflow, KServe Integrated Operations - A comprehensive practical document covering Why/How/When, comparison tables, troubleshooting, hands-on code, and quizzes all in one place.
2026-03-04 · 8 min read #ai-platform#practical-guide#productionAI Platform: Feature Store and RAGOps Blueprint 2026
AI Platform: A practical guide on Feature Store and RAGOps Blueprint 2026 covering Why, How, When, comparison tables, troubleshooting, code examples, and quizzes.
2026-03-04 · 13 min read #ai-platform#2026-03Mamba vs Transformer Practical Comparison: From Paper to Product
Mamba vs Transformer Practical Comparison: From Paper to Product - A comprehensive practical document covering Why/How/When, comparison tables, troubleshooting, hands-on code, and quizzes all in one place.
2026-03-04 · 8 min read #ai-papers#practical-guide#productionAI Paper Reading: Agentic Reasoning Implementation Guide 2026
AI Paper Reading: A practical guide on Agentic Reasoning Implementation Guide 2026 covering Why, How, When, comparison tables, troubleshooting, code examples, and quizzes.
2026-03-04 · 16 min read #ai-papers#2026-03Mixture of Experts (MoE) Architecture Paper Review and Production Scaling 2026 ♪ Listenable
Core paper analysis of Mixture of Experts (MoE) architecture. Covering Switch Transformer, GShard, ST-MoE, and Mixtral -- routing mechanisms, expert parallelism, and load balancing strategies from a production perspectiv
2026-03-04 · 20 min read #ai-papers#2026-03AI Papers: Test-Time Scaling Key Paper Summary ♪ Listenable
AI Papers: Test-Time Scaling Key Paper Summary - Practical Application Guide as of 2026
2026-03-04 · 24 min read #ai-papers#test-time-scaling#2026-03Kubernetes v1.33 Production Playbook: Upgrades and Security Automation
Kubernetes v1.33 Production Playbook: A comprehensive practical document covering upgrades and security automation, including Why/How/When, comparison tables, troubleshooting, hands-on code, and quizzes.
2026-03-04 · 8 min read #kubernetes#practical-guide#productionDevOps Golden Path 2026: GitHub Actions and Deployment Safeguard Design
DevOps Golden Path 2026: A hands-on document covering GitHub Actions and deployment safeguard design with Why/How/When frameworks, comparison tables, troubleshooting, practical code, and quizzes all in one place.
2026-03-04 · 9 min read #devops#practical-guide#productionPostgreSQL Index Tuning Patterns 2026 ♪ Listenable
PostgreSQL Index Tuning Patterns 2026 - A Practical Application Guide Based on 2026 Standards
2026-03-04 · 25 min read #database#postgresql#2026-03OpenTelemetry Observability Blueprint: Integrating Metrics, Logs, and Traces ♪ Listenable
A practical document covering the OpenTelemetry Observability Blueprint for integrating Metrics, Logs, and Traces, with Why/How/When, comparison tables, troubleshooting, production code, and quizzes.
2026-03-04 · 15 min read #observability#practical-guide#productionAI Platform Model Registry and A/B Deployment Pipeline Design 2026 ♪ Listenable
AI platform model registry and A/B deployment pipeline design. MLflow Model Registry, model version management, canary/A/B deployment strategies, KServe InferenceService, traffic splitting, and rollback.
2026-03-04 · 37 min read #ai-platform#2026-03Building Continuous Profiling for Kubernetes Applications with Pyroscope
A hands-on guide to Continuous Profiling in Kubernetes using Grafana Pyroscope. Covers eBPF-based profiling, Flame Graph analysis, CPU/memory bottleneck diagnosis, and Grafana dashboard integration.
2026-03-03 · 7 min read #observability#pyroscope#profiling#grafana#kubernetesOpenTelemetry Collector Pipeline Design Practical Guide — Receiver, Processor, Exporter
Covers everything from OpenTelemetry Collector architecture to pipeline design, Receiver/Processor/Exporter configuration, and production deployment patterns with practical examples.
2026-03-03 · 15 min read #observability#opentelemetry#telemetry#monitoring#2026-03Complete LLM Quantization Comparison — GPTQ vs AWQ vs GGUF ♪ Listenable
A comprehensive guide to LLM Quantization — from quantization fundamentals to comparing GPTQ, AWQ, and GGUF methods, vLLM/llama.cpp integration, and practical benchmarks.
2026-03-03 · 6 min read #llm#quantization#gptq#awq#ggufPrometheus PromQL Mastery Guide
Master PromQL data types, selectors, key functions (rate/increase/histogramquantile), alerting rules, and dashboard queries through practical examples.
2026-03-03 · 5 min read #observability#prometheus#promql#monitoring#2026-03eBPF-Based Kubernetes Observability Guide: From Cilium Hubble to Tetragon ♪ Listenable
Hands-on guide to eBPF-based Kubernetes observability tools. Covers network flow observation with Cilium Hubble, security event detection with Tetragon, and writing custom eBPF programs.
2026-03-03 · 7 min read #observability#ebpf#cilium#hubble#tetragonJapanese Technical Documentation Writing for IT Engineers: Specifications, Design Docs, and Incident Reports
Learn how to write essential technical documents (specifications, design documents, incident reports) used in Japanese IT workplaces. Covers document structure, must-know expressions, and honorific usage with practical e
2026-03-03 · 13 min read #japanese#tech-writing#specification#documentation#business-japaneseComplete Guide to Japanese Expressions for IT Incident Response
Learn practical Japanese expressions used in IT incident response — from incident reporting and escalation to recovery reports and post-incident analysis.
2026-03-03 · 11 min read #japanese#incident-response#business-japanese#2026-03Pod Security Standards (PSA/PSS) Practical Guide
Understand the Privileged/Baseline/Restricted profiles of Kubernetes Pod Security Standards, and learn namespace label configuration and migration strategies through hands-on examples.
2026-03-03 · 6 min read #kubernetes#pod-security#psa#pss#2026-03Kubernetes Network Security with Cilium and eBPF: From L3/L4/L7 Policies to Encryption
Hands-on practice with Cilium CNI eBPF-based network policies. Going beyond the limitations of standard NetworkPolicy, we cover L7 HTTP/gRPC filtering, DNS-based policies, WireGuard encryption, and Hubble monitoring.
2026-03-03 · 9 min read #kubernetes#cilium#ebpf#network-policy#security