The Agent Already Knows What's Worth Reading
SWE-Pruner Pro, submitted to arXiv on July 20, shows that coding LLMs encode relevance signals for their own tool outputs inside their residual stream — and a lightweight head reading those activations can prune 39% of tokens while actually improving SWE-Bench Verified performance by 3.8%.
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