{
  "schema_version": "newruntime-agent-readable-v0.1",
  "type": "post",
  "slug": "ai-native-development-stages",
  "title": "The Four Stages of AI-Native Development",
  "description": "An AI-native team does not start by buying agent tooling; it starts by turning one engineer's working method into reproducible rules, memory, and checks.",
  "status": "published",
  "published_at": "2026-07-21",
  "topics": [
    "ai-native",
    "engineering-teams",
    "agent-ops"
  ],
  "source_urls": [
    "https://www.humanlayer.dev/blog/writing-a-good-claude-md"
  ],
  "routes": {
    "html": "https://newruntime.com/posts/ai-native-development-stages/",
    "markdown": "https://newruntime.com/posts/ai-native-development-stages.md",
    "json": "https://newruntime.com/posts/ai-native-development-stages.json"
  },
  "source_format": "markdown"
}