The "10x Engineer" is no longer the ceiling; the new benchmark is the System Orchestrator. While most enterprise AI stalls in "Permanent POC" phases due to brittle prompting, the path to massive scale lies in Adversarial Review Loops, these are architectures designed to stress-test their own logic to produce high-rigor, publishable results. Tanmay Kayande deconstructs a 30-day mission that delivered 565 person-months of strategic research. This session is a technical deep-dive into a 20-agent orchestra built not just for generation, but for intellectual friction. By architecting stateful workflows that maintain context over long-horizon cycles, this system successfully converted unstructured data into defensive publications and peer-ready framework research papers.