Every engineer is a manager now — the agentic coding paradigm¶
Insight: The developer role is fundamentally shifting from "coder" to "conductor." Engineers increasingly orchestrate fleets of AI agents rather than writing code directly. "Every engineer is a manager now" — directing background agents (Jules, Codex), CLI agents (Claude Code, Gemini CLI), and IDE agents (Cursor, Copilot) while focusing on defining goals, reviewing output, and shaping the codebase for AI comprehension. Over 30% of new code at Microsoft, Meta, and Google is already AI-generated.
Detail: The paradigm splits into three categories: (1) CLI agents — interactive terminal tools that understand entire codebases (Claude Code, Gemini CLI, OpenCode); (2) Orchestrators — tools running multiple AI agents in parallel on different tasks; (3) Background automation — async agents that handle tasks autonomously with human review. Engineers must intentionally shape codebases for AI with rule files (CLAUDE.md, GEMINI.md), good READMEs, and well-structured code. Having AI write tests first (TDD-style) then minimal passing code helps prevent drift.
Sources
- Addy Osmani — "The AI-Native Software Engineer" (2025-07-01)
- Addy Osmani — "Coding for the Future Agentic World" (2025-07-29)
- Shrivu Shankar — "Assistants Aren't the Future of AI" (2025-07-19)