# Lightsage for Agent Experience Engineers

Benchmark realistic API, SDK, CLI, and MCP workflows across coding agents, inspect failures, and verify improvements.

## Engineering Workflow

- Run reproducible agent evaluations
- Inspect tool calls, errors, and generated code
- Prioritize documentation and SDK fixes
- Re-run benchmarks to verify the result

Canonical URL: https://lightsage.com/solutions/agent-experience-engineer