diff --git a/基于AI Agent开发范式的国产GPU大模型推理算子库优化/FlashInfer Benchmark实战：从性能基线到XPU-OJ冒烟提交.md b/基于AI Agent开发范式的国产GPU大模型推理算子库优化/FlashInfer Benchmark实战：从性能基线到XPU-OJ冒烟提交.md
index f9781a6..a7db9db 100644
--- a/基于AI Agent开发范式的国产GPU大模型推理算子库优化/FlashInfer Benchmark实战：从性能基线到XPU-OJ冒烟提交.md	
+++ b/基于AI Agent开发范式的国产GPU大模型推理算子库优化/FlashInfer Benchmark实战：从性能基线到XPU-OJ冒烟提交.md	
@@ -1270,11 +1270,11 @@ Before output, confirm ALL items. Any failure = 0 points.
 **Common errors**: (1) `-INFINITY` for m → NaN; use `-1.0e20f`. (2) Missing alpha guard → exp(1e20) overflow. (3) K/V ptr uses 32 instead of 4 → wrong stride (4096 vs 512). (4) Output ptr uses kv_head instead of qo_head → 8 heads write to same location. (5) `sum/t` divides by zero at t=0; use `sum/(t+1)`. (6) Signed `0xffffffff` mask → UB; use `0xffffffffu`.
 ```
 
-[回退到 Step 8](#step%208提交%20oj%20冒烟代码)
+[*回退到 Step 8*](#step%208提交%20oj%20冒烟代码)
 
 ### 20001 FlashInfer Ragged Prefill 参考冒烟代码
 
-[回退到 Step 8](#step%208提交%20oj%20冒烟代码)
+[*回退到 Step 8*](#step%208提交%20oj%20冒烟代码)
 
 ```cpp
 #include <stdint.h>
@@ -1460,4 +1460,4 @@ extern "C" void run_kernel(
 }
 ```
 
-[回退到 Step 8](#step%208提交%20oj%20冒烟代码)
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+[*回退到 Step 8*](#step%208提交%20oj%20冒烟代码)
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