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Archived · Published 30 July 2026
Context Window Growth Is Shifting How Teams Design Long-Running Agent Tasks
## Memory Management Used to Be Mandatory
When context windows were small, any agent task running longer than a few steps needed a separate memory-management layer -- summarizing, pruning, and re-injecting relevant history to stay within token limits.
## What Changes With More Room
With substantially larger context windows now available, some teams are simplifying architectures for moderate-length tasks by simply keeping more raw history in context, skipping summarization logic that used to be required.
## Where Memory Management Still Matters
For genuinely long-running or multi-day agent tasks, memory management remains necessary regardless of window size -- the shift is that it's no longer a default requirement for every agent, only for the subset of tasks that actually need it.
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