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Notes from the frontier

Explorations at the edge of cognitive infrastructure, autonomous agents, and intelligent systems.

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BenchmarksAgentsEvaluation

Beyond the 5-Minute Task: Why Current Agent Benchmarks Are Failing Us

Most existing benchmarks measure performance on tasks completable in minutes. Real-world deployment demands agents that operate reliably over hours, days, or weeks. This post surveys the gaps and proposes a framework for Long-Time-Task benchmarks.

Apr 1, 20259 min readAbel Santillan Rodriguez
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