In-depth guides on Docker, Kubernetes, AWS, CI/CD, AI/ML, and modern infrastructure — written by engineers, for engineers.
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Use Claude API tool use (function calling) to build DevOps automation that intelligently calls kubectl, AWS CLI, and monitoring APIs — with parallel tool execution, error handling, and real production patterns.
EKS vs running Kubernetes yourself on EC2 — compared on cost, operational burden, control plane HA, upgrades, and when self-managed actually makes sense for teams in 2026.
Build a Git pre-commit and CI hook using Claude API that detects hardcoded secrets, API keys, passwords, and credentials in code — with context-aware analysis that reduces false positives from regex-only scanners.
Running out of context window in production LLM apps? This guide covers summarization pipelines, sliding window patterns, RAG for infinite context — with Python code for each strategy.
Existing AWS resources not in Terraform state? Use terraform import to bring them under management, fix state drift, and avoid accidental resource deletion — with exact commands for EC2, RDS, S3, VPC, and EKS.
Build an AI tool that automatically analyzes GitHub Actions failures, fetches logs, identifies root causes with Claude API, and posts a fix directly as a PR comment — cutting MTTR for CI failures by 70%.
Datadog, New Relic, and Dynatrace compared on pricing, Kubernetes monitoring, distributed tracing, AI features, and total cost of ownership. Honest verdict for DevOps and SRE teams choosing an APM in 2026.
HorizontalPodAutoscaler not scaling up or stuck at min replicas? These 6 fixes cover missing Metrics Server, wrong metric name, resource requests not set, and cooldown periods — with exact kubectl commands.
Process thousands of LLM requests at 50% lower cost using Anthropic's Message Batches API. Complete guide with Python implementation, error handling, polling patterns, and production use cases for DevOps automation.