Versioning and Change Control for Engineering Quality Standards
Unversioned standards drift silently until AI applies them at scale.
Priya Subramaniam
Senior Correspondent, Agentic Systems
Priya Subramaniam
Priya spent eight years as a principal QA architect at mid-sized fintech firms before turning to full-time reporting on how autonomous systems are reshaping software delivery. She focuses on the structural and organizational side of agentic pipelines, with particular attention to where human oversight breaks down.
6 stories
Agent Orchestration Patterns in Mobile Engineering Workflows
Organizing AI agents matters more than individual agent quality for shipping trustworthy code.
Priya Subramaniam
Spec Generation and Requirements Fidelity in Agentic Mobile Development
Agents need machine-enforceable specs to stay aligned with human intent.
Priya Subramaniam
Test Case Generation and Maintenance in Agentic Pipelines
When agents generate both code and tests, they encode the same misunderstanding twice.
Priya Subramaniam
How AI Coding Agents Restructure the Mobile SDLC
AI agents speed up coding far faster than testing and deployment can keep pace.
Priya Subramaniam
The QA Engineer Role After Manual Testing
QA engineers shift from running tests to defining what correct means before AI writes code.
Priya Subramaniam