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@@ -33,7 +33,7 @@ A tool output pruner for coding agents. When an agent runs a tool (pytest, grep,
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  Tool output (500 lines) → Squeez → Relevant lines (30 lines) → Agent context
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  ```
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- Existing context pruning tools ([SWE-Pruner](https://github.com/Ayanami1314/swe-pruner), [Zilliz Semantic Highlight](https://huggingface.co/zilliz/semantic-highlight-bilingual-v1), [Provence](https://arxiv.org/abs/2501.16214)) are built for source code or document paragraphs. They don't handle the mixed, unstructured format of tool output (stack traces interleaved with passing tests, grep matches with context lines, build logs with timestamps).
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  This model is [Qwen 3.5 2B](https://huggingface.co/Qwen/Qwen3.5-2B) fine-tuned to extract verbatim relevant lines from tool output given a task-specific query. It's trained specifically on 14 types of tool output from real SWE-bench workflows.
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  Tool output (500 lines) → Squeez → Relevant lines (30 lines) → Agent context
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  ```
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+ Existing context pruning tools ([SWE-Pruner](https://github.com/Ayanami1314/swe-pruner), [Zilliz Semantic Highlight](https://huggingface.co/zilliz/semantic-highlight-bilingual-v1), [Provence](https://github.com/hotchpotch/open_provence)) are built for source code or document paragraphs. They don't handle the mixed, unstructured format of tool output (stack traces interleaved with passing tests, grep matches with context lines, build logs with timestamps).
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  This model is [Qwen 3.5 2B](https://huggingface.co/Qwen/Qwen3.5-2B) fine-tuned to extract verbatim relevant lines from tool output given a task-specific query. It's trained specifically on 14 types of tool output from real SWE-bench workflows.
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