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@@ -632,11 +632,14 @@
             <div class="changelog-content">
                 <ul>
                     <li>🔥 RLAIF algorithms: PPO, GRPO, SPO (native PyTorch)</li>
+                    <li>Checkpoint resume training: auto-save & cross-GPU recovery</li>
+                    <li>RLAIF dataset: rlaif-mini.jsonl (10K samples); Simplified DPO dataset with Chinese data</li>
                     <li>YaRN algorithm for RoPE length extrapolation</li>
                     <li>Adaptive Thinking in reasoning models</li>
                     <li>Tool Calling & Reasoning tags support</li>
+                    <li>Complete RLAIF chapter with training curves</li>
                     <li>SwanLab integration (WandB alternative for China)</li>
-                    <li>Bug fixes and performance improvements</li>
+                    <li>Code standardization & bug fixes</li>
                 </ul>
             </div>
         </div>