AI-native workflow

A structured AI-native engineering workflow

Analyze → Architect → Build → Review → Test → Deploy.

  1. 01

    Analyze

    Clarify the problem, constraints and confirmed requirements.

  2. 02

    Architect

    Define the system shape, data flow and implementation boundaries.

  3. 03

    Agent Tasking

    Break work into precise Codex-ready engineering tasks.

  4. 04

    Implement

    Build the product surface, backend or tooling incrementally.

  5. 05

    Review

    Inspect output for correctness, maintainability and scope discipline.

  6. 06

    Test

    Run checks that match the risk and platform involved.

  7. 07

    Debug

    Trace issues directly and fix foundation causes, not symptoms.

  8. 08

    Deploy

    Prepare production delivery or a controlled product release path.

  9. 09

    Iterate

    Refine the system from validation, usage and new requirements.