AI coding tools are useful, but they usually operate inside a developer's terminal, chat session, or local context. That is fine for individual productivity, but weak for company delivery.
A company needs more than "the agent generated code." It needs to know what the task was, what phase it was in, who owned it, which agent worked on it, which reviewer challenged it, what findings were opened, what evidence was produced, and who approved the next step.
Twindem does not replace Codex or Claude Code. It gives the company a controlled delivery layer around them: board items, phases, review runs, evidence, usage records, and audit events.