GPT-5.4 mini significantly improves over GPT-5 mini across coding, reasoning, multimodal understanding, and tool use, while running more than 2x faster. It approaches the performance of the larger GPT-5.4 on several key benchmarks including SWE-Bench Pro and OSWorld-Verified, making it suitable for high-volume, efficiency-focused workloads.