Learning objectives
By the end of this section you will be able to:
- Compare synchronous, semi-synchronous, and asynchronous monitoring, and analyze their latency–safety tradeoffs in frontier deployments
- Identify the oversight, latency, and recovery challenges that deployment-scale monitoring must solve
- Evaluate resampling protocols and their safety–usefulness tradeoffs in agentic high-stakes settings