AI Development — Nowpinion

A well-worn circular workflow connects decades of collaborative planning, building and review with a modern AI engineering studio. — AI development has joined an iterative delivery loop that agile teams have refined for decades.Illustration: Nowpinion / OpenAIAI-generated editorial illustration created by Nowpinion with OpenAI; it is illustrative and is not documentary evidence.

opinion

AI has discovered the loop. Agile teams never lost it.

Anthropic's loop advice is useful. The harder questions—value, authority, evidence, acceptance and improvement—are the work agile teams have refined for decades.

Editorial illustration of one glowing repository path connecting three coding workstations while four collaborators plan, build, review and accept the same project. — One repository, one durable checkpoint and three compatible AI coding hosts.Illustration generated with OpenAI ImageGen for NowpinionAI-generated editorial illustration created with OpenAI ImageGen; it depicts a concept and is not documentary evidence or a real product interface.

guide

Install AIM once. Stop re-explaining your project.

A beginner's guide to installing Agile Iteration Method, preparing a repository, running one reviewed delivery loop and continuing the same checkpoint across Codex, Claude Code and GitHub Copilot.