aiqbench analysis
Anthropic's internal data reveals that human attention has become the primary bottleneck for AI agent productivity, as agents now outnumber human working hours by a six-to-one ratio. This shift transforms the workforce dynamic from execution to management, where employees spend significant time overseeing an "army" of bots rather than performing tasks directly. The study highlights critical infrastructure challenges in scaling agentic systems without overwhelming human oversight capabilities.
‘An army of Claudes, with every one asking for my attention’: Anthropic calls human attention the bottleneck in the botsitting world to come

Eighty percent of Claude session delays result from agents waiting on human input, and the median Anthropic employee spends 20% more time in meetings than a year ago.
Anthropic just released a study of its own workforce that offers one of the earliest looks at what an AI-dominated company of the future might look like—and spoiler alert, it includes babysitting a whole lot of bots. AI agents are now moving so fast that 80% of the elapsed time in Claude sessions was the result of agents waiting on a human’s input, Anthropic’s report found. “This acceleration makes human attention the bottleneck for agent output,” the report read. Instead of actively doing the work themselves, even non-supervisor employees are…
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