Boosting Developer Productivity Tenfold Using Agentic AI Coding and a Custom “Orchestration” Layer

Revolutionizing Development Workflow: How AI and Custom Orchestration Quadrupled Our Productivity

In today’s fast-paced software landscape, efficiency is everything. Recently, our team achieved a remarkable tenfold increase in development speed by integrating advanced AI tools and developing a tailored “Orchestration” layer to streamline our processes. Here’s an inside look at how these innovations have transformed our workflow, enabling us to deliver months’ worth of features every week.

The core breakthrough lies in leveraging AI agents not just as code writers but as collaborative reviewers. This dynamic creates a cycle of continuous improvement and quality assurance, significantly reducing manual oversight.

Our enhanced development pipeline operates as follows:

1. Task initiation begins in our project management system.
2. An AI agent extracts the task details via custom commands we devised.
3. The AI studies our existing codebase, design documents, and relevant documentation, supplementing with web research as necessary.
4. It produces a comprehensive task outline, including specific requirements for test coverage.
5. The AI generates production-ready code aligned with our coding standards.
6. Upon completion, it automatically opens a pull request on GitHub.
7. A second AI agent performs an immediate, detailed review of the code line by line.
8. The initial AI responds to feedback—either refining the code or defending its implementation choices.
9. Both AI agents learn from each interaction, with their insights saved for future tasks.
10. The result is an astonishing 98% of code deemed ready for deployment prior to human review.

What’s truly fascinating is witnessing these AI agents engaging in code debates within GitHub comments. They’re essentially teaching and learning from each other, deepening their understanding of our codebase and improving their development skills through collaborative critique.

We’ve documented a brief 10-minute walkthrough demonstrating this process in action—discover it here: https://www.youtube.com/watch?v=fV__0QBmN18

While our current focus is on refining development workflows, we’re exploring ways to extend this system to other areas, such as customer support and marketing. We’re eager to hear about innovative approaches others are taking in their organizations.

This is an exciting era for innovation in software creation. Embracing such systems not only accelerates delivery but also elevates overall quality, empowering teams to build better faster.

Stay tuned for more insights on leveraging AI to transform business practices!