30 Days of AI

AI for Cloud & DevOps engineers — from LLM fundamentals to building agentic systems, deploying models on Kubernetes, and securing AI in production.

31 of 30 days published — All 30 days published.

The path

  1. What Is AI? A DevOps Engineer's Mental Model 3 min read
  2. How Large Language Models Actually Work 3 min read
  3. The AI Stack: From GPU Clusters to API Calls 4 min read
  4. Prompt Engineering 101 6 min read
  5. AI APIs: OpenAI, Anthropic, Google & AWS Bedrock 6 min read
  6. Tokens, Context Windows & Why They Matter for Cost 9 min read
  7. AI Safety, Hallucinations & Trust in Production 6 min read
  8. Embeddings & Vector Databases Demystified 4 min read
  9. RAG: Retrieval-Augmented Generation Explained 10 min read
  10. AI-Assisted Code Review & Static Analysis 7 min read
  11. AI for Infrastructure as Code: Terraform & Pulumi 9 min read
  12. AI-Driven Observability & Log Analysis 10 min read
  13. Building AI Agents: What They Are & How They Work 13 min read
  14. LangChain & LlamaIndex: When to Use What ? 12 min read
  15. Open-Source Models: Llama, Mistral & Running Locally and on the Cloud 14 min read
  16. Project: AI-Powered Runbook Assistant 7 min read
  17. Project: AI-Powered AWS Idle Resource Finder 5 min read
  18. Project:AI-Powered Incident Response Agent 9 min read
  19. AI Security: Prompt Injection, Data Leakage & Supply Chain 15 min read
  20. AI in CI/CD Pipelines: Smarter Automation 13 min read
  21. MLOps vs LLMOps: What's Different in 2026 10 min read
  22. Deploying AI Models on Kubernetes 13 min read
  23. Managed AI Services — SageMaker, Vertex AI & Azure ML 14 min read
  24. AI Cost Optimization: Caching, Batching & Right-sizing 13 min read
  25. Monitoring AI in Production: Drift, Quality & Evals 11 min read
  26. Multi-Agent AI Systems & Orchestration Patterns 10 min read
  27. AI Governance, Compliance & Enterprise Policies 11 min read
  28. The Future of Platform Engineering with AI 13 min read
  29. Building Your AI Roadmap as a DevOps Team 13 min read
  30. Project:AI-Powered Kubernetes Troubleshooting Assistant 6 min read
  31. Project: OmniGate LLM 8 min read