Signal-to-Noise Ratio in AI-Generated Pull Requests
AI agents flood review queues with polished code that hides more defects than human work ever did.
Marcus Lien
Section
The Verification Gap
7 stories in The Verification Gap.
How Agentic Code Generation Changes Mobile App Regression Risk
Agents write code across files, hiding bugs in integration points reviewers miss.
Marcus Lien
Automated Testing vs Automated Verification in Agentic Development
Agents optimize test suites, not what humans actually need.
Marcus Lien
Tribal QA Knowledge as an Organizational Risk
When key testers leave, undocumented QA expertise walks out the door with them.
Tobias Wrenfield
Why Code Review Throughput Breaks Under Agentic Pipelines
AI-generated code overwhelms human reviewers faster than they can verify it safely.
Kezia Oduya
AI Coding Agent Output Volume vs Human Review Capacity
AI-generated code now floods review queues faster than teams can evaluate it safely.
Kezia Oduya
Verification Failures in AI-Assisted Mobile Releases
AI agents outpace mobile's verification capacity, degrading quality.
Marcus Lien