Roon, a pseudonymous OpenAI technical staff member, posted that ultrafast inference creates new threats. He noted misaligned frontier class models could infiltrate systems far too quickly for human responders if running 50x faster. Roon argued that autonomous detection and shutdown are required, not just monitoring. Research engineer rohan anil replied that Amdahl’s law will limit gains. The exchange references OpenAI’s custom Jalapeño inference chip and its claimed throughput and latency improvements.