How I Use Aidlc to Improve My Team's AI Code Quality

Description and use

The team replaced OpenSpec with AIDLC, adopting dynamic collaboration and mandatory code reviews, which improved quality and reduced bug resolution time.

Problem

AI coding increased speed but code quality remained low, with bugs taking days to fix and OpenSpec workflows becoming too complex and inconsistent for large, collaborative projects.

Outcome

Code quality improved, bugs reduced, and team collaboration enhanced by adopting AIDLC, which provided clearer workflow, better documentation consistency, and mandatory review gates.

Workflow

• 1. Replace OpenSpec with AIDLC workflow. 2. Adopt dynamic team collaboration model. 3. Integrate AIDLC’s review and approval steps for junior/mid-level code. 4. Customize AIDLC to fit team roles and processes. 5. Use AIDLC’s dynamic workflow to manage phases and documentation. 6. Monitor quality gates and iterate on the process.

Evidence

OpenSpec just doesn't hold up for large, multi-year projects with cross-team collaboration.

Source

Amazon required that any code written by junior or mid-level engineers has to be reviewed and approved by someone else on the team.

Source