A sliding window evicts old tool results and keeps recent ones — but "recent" and "relevant" are different things. Score each tool result against the CURRENT task with a small learned scorer and drop the low-scoring blobs regardless of age, keeping the one critical result from twelve turns ago that a window would have thrown away.
Prune tool output by relevance, not by age
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