Boosting Our Development Velocity by Tenfold Using Agentic AI Coding and a Personalized “Orchestration” Framework

Transforming Development Speed with AI-Driven Workflow Optimization at Our Tech Company

In today’s fast-paced digital landscape, accelerating software development without compromising quality is paramount. Recently, our team implemented an innovative approach leveraging advanced AI tools combined with a custom orchestration layer, resulting in a dramatic tenfold increase in our development velocity.

A New Era of Collaborative AI Coding

Our core strategy involves deploying intelligent AI agents that don’t merely generate code but actively review and refine each other’s work—mimicking a collaborative developer environment. This setup allows us to deliver comprehensive features weeks ahead of normal timelines.

Our Streamlined Workflow

Here’s how our automated process unfolds:

1. Initiation begins in the project management system, where tasks are mapped out.
2. AI agents retrieve tasks through tailored commands, ensuring context-aware execution.
3. They analyze our existing codebase, design documents, and relevant online resources to inform their work.
4. A detailed task scope is crafted, including specific testing requirements.
5. The AI then develops production-ready code adhering to our internal standards.
6. A GitHub pull request is automatically generated for review.
7. A secondary AI agent conducts a meticulous, line-by-line review of the proposed code.
8. The original AI agent responds to feedback—either refining the code or defending its implementation choices.
9. All interactions are logged and analyzed, enabling continuous learning and improvement for future tasks.
10. Ultimately, this process results in up to 98% of code being ready for deployment without human intervention.

A Unique AI Dialogue in Action

One of the most fascinating aspects of this system is witnessing AI agents ‘debate’ implementation strategies directly within GitHub comments. Their exchanges serve as real-time code mentorship, enriching their understanding of our project and progressively enhancing their development skills.

For a comprehensive overview, we recorded a brief 10-minute walkthrough demonstrating this innovative process. You can view it here: https://www.youtube.com/watch?v=fV__0QBmN18

Beyond Development: Exploring Broader Applications

While our immediate focus has been on optimizing coding workflows, we’re exploring extending this AI orchestration approach into other areas—such as customer support and marketing operations. We’re eager to hear from others experimenting with AI-driven automation across different domains.

This evolution signifies an exciting frontier in software development and organizational efficiency. Embracing such systems could redefine how teams operate in the near future—making