Tag: #production
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 22 posts
22 posts are tagged #production; the most recent was published on 2026-08-15.
Often tagged together: #practical-guide 11 #architecture 3 #llm 3 #2026-03 2 #2026-04 2
Most read in the last 90 days:
A Sense for Production — What Looks Different After You Have Been Through an Outage
Two people read the same design doc and one of them reads something else entirely: what logs exist when this breaks at three in the morning, how many minutes a rollback takes, and what happens to the data that already la
2026-08-15 · 7 min read #career#skills#sre#production#reliabilityWhy PoCs Never Reach Production — Success Criteria, Security Review, Handover
A large share of PoCs that earn applause at the demo die quietly anyway — not for lack of technology, but because there were no success criteria, the security review started last, no champion existed, or the gap between
2026-08-12 · 6 min read #career#fde#forward-deployed-engineer#poc#productionProduction Operator Upgrades and Migration — Evolving Without Downtime ♪ Listenable
A complete walkthrough of safely upgrading an Operator in production. It covers rolling the controller Deployment with leader election, multi-version CRDs and conversion webhooks, phased rollout of managed workloads, rol
2026-06-15 · 22 min read #kubernetes#operator#kubebuilder#controller-runtime#crdBackstage in Production — TechDocs, Plugin Development, and the Production Checklist
Part 3 of the Backstage IDP series. Covers the docs-as-code pipeline with TechDocs and S3 publishing, frontend/backend plugin architecture and custom plugin development, the permission framework, upgrade strategy, and pe
2026-06-13 · 14 min read #backstage#techdocs#plugins#platform-engineering#devopsRedis Production Operations Complete Guide 2025: Cluster, Persistence, Memory, Redis 7+
Everything about Redis in production! 8 data structures, persistence (RDB vs AOF), Sentinel vs Cluster, memory management (maxmemory-policy), performance tuning, Redis 7+ features, Valkey/KeyDB comparison, monitoring and
2026-04-15 · 8 min read #redis#cache#production#cluster#persistencePostgreSQL Production Operations Complete Guide 2025: Extensions, Tuning, Monitoring, HA
Everything about running PostgreSQL in production! Essential extensions (pgstatstatements/pgvector/PostGIS/TimescaleDB), performance tuning (sharedbuffers/workmem/effectivecachesize), VACUUM/Autovacuum management, monito
2026-04-15 · 7 min read #postgresql#database#production#extensions#performanceLLM Application Development Guide: From Prototype to Production
A comprehensive guide to building LLM-powered applications from prototype to production. Covers prompt engineering, RAG architecture, tool use, streaming, evaluation, cost optimization, and deployment patterns for real-w
2026-03-17 · 19 min read #llm#application-development#langchain#openai#prompt-engineeringEvent Sourcing Production Anti-Patterns: Schema Evolution, Snapshotting, and Event Store Scaling
Advanced production guide for Event Sourcing covering event schema evolution strategies, snapshotting patterns, projection rebuilding, event store scaling comparison, anti-patterns to avoid, and real-world failure case s
2026-03-07 · 16 min read #architecture#event-sourcing#cqrs#schema-evolution#event-storeLLM QLoRA Fine-Tuning Operations Guide: Cost, Quality, and Deployment
LLM QLoRA Fine-Tuning Operations Guide: A comprehensive practical document covering cost, quality, and deployment, including Why/How/When, comparison tables, troubleshooting, hands-on code, and quizzes.
2026-03-04 · 8 min read #llm#practical-guide#productionJLPT N2 Passing System: A 24-Week Study Architecture for Working Professionals
JLPT N2 Passing System: A comprehensive practical document covering the 24-week study architecture for working professionals, including Why/How/When, comparison tables, troubleshooting, hands-on code, and quizzes.
2026-03-04 · 8 min read #japanese#practical-guide#productionETF Rebalancing Automation Guide: Rule-Based Investment Operations
ETF Rebalancing Automation Guide: A practical document covering Why/How/When of rule-based investment operations, comparison tables, troubleshooting, production code, and quizzes.
2026-03-04 · 13 min read #finance#practical-guide#productionEnglish Speaking Shadowing System Design: 90-Day Routine and Measurement Metrics
English Speaking Shadowing System Design: A practical document covering the 90-day routine and measurement metrics with Why/How/When frameworks, comparison tables, troubleshooting, practical code, and quizzes all in one
2026-03-04 · 13 min read #english#practical-guide#productionPostgreSQL 17 Performance Lab: Query, Index, and Operational Tuning
PostgreSQL 17 Performance Lab: A hands-on document covering query, index, and operational tuning with Why/How/When frameworks, comparison tables, troubleshooting, practical code, and quizzes all in one place.
2026-03-04 · 9 min read #database#practical-guide#productionRAG Chatbot Evaluation in Practice: From Offline/Online Quality Measurement to Production Guardrails
Covers the evaluation system for reliably operating RAG chatbots in production. Addresses offline benchmarks, LLM-as-a-Judge, online experiments, alert thresholds, and regression prevention pipelines with code.
2026-03-04 · 16 min read #chatbot#rag#evaluation#llmops#productionPlatform Architecture Decision Guide: Between Monolith and Microservices
Platform Architecture Decision Guide: A practical document covering Why/How/When between monolith and microservices, comparison tables, troubleshooting, production code, and quizzes all in one place.
2026-03-04 · 13 min read #architecture#practical-guide#productionAI 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#productionMamba 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#productionKubernetes 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#productionOpenTelemetry 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#production