L3 · The Agentic Native

Agentic Developer

The agent is your main production mechanism — with a plan and verification.

Agents write the routine, not you. You plan before you code, keep project memory in the repo, and don't take the agent's word for it — you build verification. This is real AI-native middle.

What this level looks like

• ▹≥50% of routine code is agent-driven, not pasted
• ▹2+ working MCP, plus skills and plugins
• ▹You keep CLAUDE.md / AGENTS.md current
• ▹Plan-before-code for non-trivial work; you dictate long prompts

How to reach Level 4: AI-Native System Builder

• →Run real plan-before-code: brainstorm → written plan with risks & acceptance
• →Build a verification harness so the agent proves its work
• →Keep project memory in CLAUDE.md / AGENTS.md
• →Start dictating tickets instead of typing them