AI-native software development

The agentic dev loop

Project rules: AGENTS.md / CLAUDE.md

Plan mode and the read-only stage

TDD with agents — the only way that scales

Subagents and parallel research

MCP servers and tool wiring

Hooks, automations, and rails

PR review automation and auto-fix loops

Cost, telemetry, and $-per-merged-PR

Production rollout: SOC 2, secrets, and audit trails