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index 721d6a6..5568fea 100644
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@@ -300,7 +300,20 @@ body{min-height:100vh;background:radial-gradient(ellipse at 50% 30%,rgba(90,208,
   </div>
 
 
-  <div class="func-grid" style="margin-bottom:14px">
+  <div class="func-grid"
+  <div class="card">
+    <div class="card-header">模型加载 · 使用指南<span class="tag">transformers + peft</span></div>
+    <div style="font-size:13px;color:var(--faint);line-height:1.8">
+      <strong style="color:var(--text)">全参数模型（7B）：</strong><br>
+      <code style="color:var(--cyan);font-size:12px">from transformers import AutoModelForCausalLM, AutoTokenizer<br>model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-7B")</code>
+    </div>
+    <div style="margin-top:10px;font-size:13px;color:var(--faint);line-height:1.8">
+      <strong style="color:var(--text)">蒸馏模板（1.5B）+ LoRA：</strong><br>
+      <code style="color:var(--cyan);font-size:12px">from peft import PeftModel<br>base = AutoModelForCausalLM.from_pretrained("./qwen25-15b-shuangyan-distill/")<br>model = PeftModel.from_pretrained(base, "./shuangyan-lora/")</code>
+    </div>
+    <div style="margin-top:8px;font-size:12px;color:var(--faint)">微调脚本参考仓库 scripts/distill/finetune_*.py · 💡 不构造数据，不加system prompt</div>
+  </div>
+ style="margin-bottom:14px">
     <div class="card">
       <div class="card-header">光湖 · 涟漪<span class="tag">活动流</span></div>
       <div style="font-size:13px;color:var(--faint);line-height:2">