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DeepSeek V4 Flash High ranks 7th on the overall leaderboard in the frontend code arena with a score of 1586, 3rd among open-source models, a significant improvement over the preview version.
TRACE is a method that uses contrastive diagnosis to identify an AI agent's few missing capabilities, then trains tiny LoRA adapters on synthetic micro-environments, achieving 15+ point gains on coding benchmarks with dramatically less compute.