ProCreations / Nanbeige4.3-33B-FP8

Versus BF16, assistant-token KL is 0.0074 and thinking stop-mass ratio is 1.000 [0.996, 1.004] (Chinese 0.987, slightly later think-close). Matched 30-task × 3-seed agentic coding is 82/90 vs 86/90 (−4.4 pp [−11.1, +2.2], inconclusive); long-context retrieval passes 6/6 at 100…