Researchers post-trained Qwen3.5-122B-A10B on office work tasks involving documents, spreadsheets, and tool use, with no coding training. The model unexpectedly improved on software engineering benchmarks by 5.8 percentage points, suggesting it learned transferable goal-directed execution skills applicable across domains.