How We Boosted Our Development Speed Tenfold Using Agentic AI Coding and a Personalized “Orchestration” Framework
Revolutionizing Development Efficiency with AI-Driven Automation and Custom Orchestration
In today’s fast-paced software landscape, accelerating development cycles without compromising quality is a constant challenge. Recently, we implemented a transformative approach leveraging advanced AI tools combined with a tailored orchestration system, resulting in a tenfold increase in our development velocity.
This innovative workflow revolves around AI agents that do more than just generate code—they collaboratively review and refine each other’s work, effectively functioning as a dynamic coding team. Here’s an overview of our process:
- Initiation begins with our project management system assigning new tasks.
- Custom AI commands fetch and process these tasks, analyzing our codebase, design documents, and relevant web research as needed.
- The AI then crafts comprehensive task descriptions, including specific test coverage criteria.
- Using our coding standards as a guide, the AI develops production-ready implementations.
- Once complete, an automated pull request is generated on GitHub.
- A second AI agent reviews the proposed code meticulously, line by line.
- The initial AI responds to any feedback—either defending its approach or making necessary adjustments.
- Each AI interaction is logged, continuously enhancing the system’s knowledge and efficiency for upcoming tasks.
The remarkable outcome? Approximately 98% of code is deployment-ready before a human reviewer steps in. Witnessing these AI agents debate implementation strategies and learn from their exchanges—virtually coaching each other—has been nothing short of extraordinary.
For a detailed look at this process, we recorded a concise 10-minute walkthrough: https://www.youtube.com/watch?v=fV__0QBmN18
While our current focus is on development, we’re exploring how to expand this methodology into areas like customer support, marketing, and beyond. We’re eager to hear from others experimenting with AI-driven workflows and automation in their organizations.
It’s truly an exciting era for innovative building and process optimization.
Post Comment