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It depends on your workload. Parallel agents are fine if each has its own budgeted model and memory; problems arise when you oversubscribe the hardware and shrink KV caches too far. For complex, stateful tasks, serializing or staggering heavy agents can give more predictable context behavior.

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zNeill
Apr 2, 2026
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