Keep knowledge current
When new application documents appear, the agent ingests, structures and appends them to the Git-backed knowledge base.
- Jira tickets and attachments
- Requirements, Swagger and schemas
- Metadata and application code
AI-enabled test automation ecosystemAutomation inside.
Automation inside.
AI agents alongside.
The framework executes tests and publishes evidence; dedicated agents keep the knowledge base current, improve test coverage, and explain failures.
Test Automation FrameworkTrigger → execute → publish
T
Teams Chatbottriggergh
CI/CDtriggerDo
Dockerexecute✉ Z
Email + ZephyrpublishSe
Selenium◉
PlaywrightCu
CucumberT
TestNGMv
MavenDB
MySQLR
RESTS
SOAPDescription
How the Automation Framework works.
The three agents remain outside the execution ecosystem and connect only through the shared knowledge base.
Expand automation
Uses the requirements document, code coverage report and retrieved knowledge to create or improve automation scripts.
- Requirement-led Java tests
- Coverage gaps prioritized
- Uses framework conventions
Explain failures
Examines execution evidence to distinguish application defects from data, environment and test-script issues.
- Application bug or defect
- Data or environment issue
- Test-script issue