Your AI agent is fixing the wrong service
I tested 100 bugs across 240 microservices the model has never seen. Alert only: 51% pass rate, wrong service 34% of the time. Traffic captures: 77%.
Read the guideAI code verification guides
AI code verification: test generated code against real behavior
AI can change code faster than teams can inspect it. Production traffic gives agents the context to find the right service and gives CI a repeatable way to verify the result.
Start here
Start with the evidence
Choose what you need to do
Understand the risk
See how generated code fails when an agent lacks runtime context and system boundaries.
Give agents production context
Use real API behavior to help agents find the right service and reproduce the failure.
Verify the change
Combine static checks with runtime replay before generated code reaches production.
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Verify AI-generated code before it ships
Test generated changes against the API behavior your applications and users already depend on.