Tag: #practical-guide
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 18 posts
18 posts are tagged #practical-guide; the most recent was published on 2026-03-18.
Often tagged together: #production 11 #devops 6 #2026-03 5 #debugging 5 #llm 3
Most read in the last 90 days:
Tool Calling in Practice: How AI Interacts with the World and Common Pitfalls
Tool calling is what transforms an LLM from a text transformer into an agent that can actually do things. Full implementation of OpenAI function calling and Claude tool use, parallel execution patterns, and the five mist
2026-03-18 · 9 min read #tool-calling#function-calling#ai-agent#llm#ai-developmentPrompt Engineering 2025: Getting Maximum Performance from Modern LLMs
Even the best model gives poor results with a poor prompt. Six prompt engineering techniques proven in production, with working code for GPT-4o, Claude, and open-source models.
2026-03-18 · 7 min read #prompt-engineering#llm#ai-development#gpt-4o#claudeIDE Debugging Playbook: VS Code, IntelliJ IDEA, and PyCharm
Part 3 of the debugging series. A practical, copy-paste-friendly guide with reproducible steps, breakpoint strategy, profiling checkpoints, and team-level checklists.
2026-03-07 · 2 min read #devops#debugging#practical-guide#2026-03Remote Debugging Guide: SSH Tunnel + VS Code/IntelliJ/PyCharm
Part 5 of the debugging series. A practical, copy-paste-friendly guide with reproducible steps, breakpoint strategy, profiling checkpoints, and team-level checklists.
2026-03-07 · 2 min read #devops#debugging#practical-guide#2026-03Debugging Casebook: Language × Framework Failure Patterns
Part 4 of the debugging series. A practical, copy-paste-friendly guide with reproducible steps, breakpoint strategy, profiling checkpoints, and team-level checklists.
2026-03-07 · 2 min read #devops#debugging#practical-guide#2026-03Debugging by Language: Python, JavaScript/TypeScript, Go, and Java Practical Guide
Part 1 of the debugging series. A practical, copy-paste-friendly guide with reproducible steps, breakpoint strategy, profiling checkpoints, and team-level checklists.
2026-03-07 · 2 min read #devops#debugging#practical-guide#2026-03Debugging by Framework: Spring Boot, Django/FastAPI, React/Next.js
Part 2 of the debugging series. A practical, copy-paste-friendly guide with reproducible steps, breakpoint strategy, profiling checkpoints, and team-level checklists.
2026-03-07 · 2 min read #devops#debugging#practical-guide#2026-03LLM 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#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