Long-Running Agent Task Design Patterns
Long-horizon agents fail not from reasoning but from state collapse across hours of execution.
Ren Matsukawa
Contributing Editor
Ren has covered low-level runtime engineering and performance optimization for over a decade, with earlier work published in systems-focused trade outlets and conference proceedings. His reporting zeroes in on snapshot pipelines, cold-start latency, and the engineering decisions that sit just below the abstraction layer most developers ever see.
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Long-horizon agents fail not from reasoning but from state collapse across hours of execution.