# Building an Autonomous QA Team with Subagents

> A session by Shrinath Rao explaining how to build an autonomous QA system using a “Council of Subagents.” It demonstrates how AI-driven roles (like orchestrators, analysts, and engineers) collaborate to automate software testing, improve coverage, and keep pace with rapid development.

Source: https://openobserve.ai/webinars-videos/building-an-autonomous-qa-team-with-subagents/
Published: 2026-05-02
Duration: 13 minutes

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A session by Shrinath Rao explaining how to build an autonomous QA system using a “Council of Subagents.” It demonstrates how AI-driven roles (like orchestrators, analysts, and engineers) collaborate to automate software testing, improve coverage, and keep pace with rapid development.

## What you'll learn

- Understand how an autonomous QA system operates using AI agents
- Learn the concept of a “Council of Subagents” for distributed testing
- Identify the roles of orchestrator, analyst, architect, and other agents
- See how to break down features into structured test plans
- Learn how automated test execution is managed by AI agents
- Understand how failures are detected and auto-healed
- Explore how end-to-end QA workflows can be fully automated
- Learn how to scale test coverage with minimal manual effort
- See a practical implementation using Claude-based agents
- Understand how AI can accelerate QA in fast development cycles

In this session, Shrinath Rao presents a structured approach to transforming traditional QA into an autonomous, AI-powered system. Using Claude-based agents, he introduces a “Council of Subagents”-a coordinated network of specialized roles including orchestrators, analysts, architects, engineers, sentinels, healers, and scribes.

The talk walks through a six-phase pipeline, starting from feature analysis and test planning to execution, error detection, and automated healing. It highlights how each agent contributes to a specific part of the QA lifecycle, enabling scalability and reducing manual effort.

A live demo showcases how the orchestrator sets up workflows and how subagents collaborate in real-time to generate, execute, and refine test cases. The approach significantly increases test coverage and helps QA teams adapt to fast-paced code changes.

The session concludes with practical insights, manual testing integration, and next steps for implementing such systems in real-world environments