Amazon’s HOPE pruning method shows why calibration matters for agentic coding
At 50% pruning, Amazon researchers’ Qwen3.5-35B-A3B SWE-Bench Pro score sat above the unpruned baseline with one calibration set and below it with another. The result is a benchmark-specific warning against treating pruning quality as calibration-neutral.