Snapshot Testing for Agent Tool Call Sequences
Catch silent agent failures by testing tool call sequences, not just final answers.
Marcus Oyelaran
Staff Writer
Marcus Oyelaran
Marcus began his career as a QA engineer and spent over a decade building regression suites for financial software before transitioning to writing about quality practices full-time. He is known for translating dense testing methodology into actionable guidance for engineering teams of all sizes.
5 stories
Tool Update Regression Testing in Multi-Tool Agent Workflows
Testing the changed tool alone misses failures that surface steps away in the workflow chain.
Marcus Oyelaran
Memory Configuration Changes and Agent Behavior Regression
Subtle memory changes compound silently across sessions, evading standard tests.
Marcus Oyelaran
Detecting Workflow Loop Regressions in Agentic Pipelines
Standard monitoring misses agentic loops because they return 200 while spinning endlessly.
Marcus Oyelaran
Wiring Replay Evals Into a CI/CD Pipeline for LLM Agents
Freeze production traces to test LLM agent changes without rerunning the entire system.
Marcus Oyelaran