Marcus Oyelaran

Decomposed traces reveal where agent pipelines actually bottleneck.

Identifying which agent decisions actually caused failures, not just where they appeared.

Harness design choices shape agent performance as much as the underlying model weights do.

LLM nondeterminism breaks the assumptions underlying traditional software testing.