long-task

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#long-task

@freeman1266: Spec + ReAct + Ralph: These three layers are the true engineering foundation for making long-running Agent tasks work. Many people think just getting the Agent to "run" is enough. Actually, that's just the beginning. The model stopping doesn't mean the task is done. For long-running Agent tasks, you need a three-layer structure: The…

X AI KOLs Timeline ↗ · 2026-06-02 Cached

Proposes a three-layer engineering architecture for long-running Agent tasks: Spec (task definition), ReAct (execution loop), Ralph (external completion judgment), emphasizing structured reliable operation.

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#long-task

@teach_fireworks: https://x.com/teach_fireworks/status/2058929780880458125

X AI KOLs Timeline ↗ · 2026-05-25 Cached

Shared a diagram from a Claude engineer, pointing out the three most common problems with long-horizon task agents: failing to maintain state, inaccurately estimating workload, and poorly evaluating their own outputs, and discussed a minimal engineering closed loop.

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