Augment Code @augmentcode.com · Mar 25 What makes AugmentQA special is that it evolves over time. By continually collecting new failure cases from actual use, the benchmark gets tougher and more reflective of real-world engineering complexity.
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When tested against leading open-source models from the CoIR leaderboard, Augment's retrieval system significantly outperformed them on real tasks—even though those models ranked higher on synthetic tests. This demonstrates a critical gap between benchmark performance and practical utility.