Shels – Autonomous testing agent linking code issues to business impact

Summary: Shels is an autonomous engineering agent powered by Gemini 3 AI that analyzes codebases, generates tests, detects bugs, and automatically fixes them while explaining their business impact. It prioritizes issues by ROI and connects technical problems to revenue and user metrics, providing context beyond traditional code analysis tools.

What it does

Shels scans codebases to identify bugs and vulnerabilities, generates comprehensive tests, and applies automatic fixes. It evaluates the real-world consequences of issues by linking them to business metrics such as revenue and user impact.

Who it's for

Shels is designed for developers and engineering teams seeking to reduce time spent on testing and debugging by focusing on the most critical code issues with measurable business impact.

Why it matters

Shels addresses the challenge of prioritizing code problems by providing actionable insights on their business cost, helping teams avoid revenue loss and security risks while improving code quality efficiently.