Our Journey to Decuple Developer Efficiency Using Agentic AI Coding and a Custom “Orchestration” Framework

Transforming Development Efficiency: Leveraging AI and Custom Orchestration for Rapid Software Delivery

In the rapidly evolving landscape of software development, innovative approaches are key to maintaining a competitive edge. Recently, our team embarked on a transformative journey—employing advanced AI-driven tools combined with a bespoke orchestration layer to exponentially accelerate our development cycle.

By integrating AI agents such as Claude Code, CodeRabbit, and other innovative solutions, we’ve achieved a remarkable tenfold increase in development velocity. These AI agents do more than simply generate code; they actively collaborate by reviewing each other’s work, ensuring high-quality outputs with minimal human intervention.

Our streamlined workflow begins with task initiation in a project management system. AI agents then retrieve assigned tasks through custom commands, analyze our existing codebase, designs, documentation, and conduct web research if necessary. They craft comprehensive task descriptions, including specific requirements for testing coverage, before implementing code that is ready for production—adhering to our strict guidelines.

Once the code is prepared, the system automatically opens a pull request on GitHub. Here, another AI agent immediately conducts a detailed line-by-line review, providing feedback. The original AI responds to this review, either accepting suggestions or justifying its approach. This iterative process allows the AI agents to learn from each interaction, constantly refining their understanding and performance.

The culmination of this process is impressive—up to 98% of the code reaching a production-ready state before a human review is even necessary. One of the most fascinating aspects is observing how these AI agents debate implementation details within GitHub comments, effectively teaching each other and enhancing their development skills through contextual understanding of our codebase.

For a deeper understanding, we’ve prepared a concise 10-minute walkthrough demonstrating this innovative system in action: Watch the YouTube walkthrough

While our current focus is on development speed, we’re exploring the potential to extend this methodology to other areas such as customer support and marketing. We’re eager to hear about how others are leveraging automation and AI to revolutionize their workflows.

The future of software creation is here, and it’s incredibly exciting to be at the forefront of these technological advancements.