Why Research Roundups Ignore the Essential Eval Setup

https://www.first-bookmarkings.win/stop-agent-retries-from-masking-real-failures-in-complex-systems

On May 16, 2026, the industry saw yet another headline promising a fifty percent efficiency gain for multi-agent systems. Despite these bold assertions, nearly every roundup I scanned failed to detail the actual environment parameters