diff --git a/awesome-ai-auto-research.html b/awesome-ai-auto-research.html
index be6efe5..ef66643 100644
--- a/awesome-ai-auto-research.html
+++ b/awesome-ai-auto-research.html
@@ -793,7 +793,7 @@ <h2>Paper Collection</h2>
                         <img class="cstage-thumb" src="assets/auto-research/figures/stages/s1.png" alt="">
                         <span class="cstage-num">S1</span>
                         <span class="cstage-title">Idea Generation</span>
-                        <span class="cstage-meta">40 methods</span>
+                        <span class="cstage-meta">45 methods</span>
                         <span class="cstage-expand-btn">Expand</span>
                         <i class="cstage-chevron fas fa-chevron-down"></i>
                       </div>
@@ -809,7 +809,9 @@ <h2>Paper Collection</h2>
                                 <th class="col-note">Evaluation</th>
                                 <th class="col-links">Links</th>
                               </tr>
-                              <tr>
+                              </thead>
+                            <tbody>
+<tr>
                                 <td class="col-num">1</td>
                                 <td class="col-method"><a href="https://arxiv.org/abs/2608.02218" target="_blank">PosterMELD</a></td>
                                 <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
@@ -829,8 +831,7 @@ <h2>Paper Collection</h2>
                                   <a href="https://arxiv.org/abs/2608.03298" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
                                 </td>
                               </tr>
-                            </thead>
-                            <tbody>
+
 
                               <tr class="ct-group ct-g1"><td colspan="6">LLM Internal Knowledge-Based Generation</td></tr>
 
@@ -1258,6 +1259,56 @@ <h2>Paper Collection</h2>
                                   <a href="https://arxiv.org/abs/2608.16645" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
                                 </td>
                               </tr>
+                              <tr>
+                                <td class="col-num">41</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.25770" target="_blank">HypoForge</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Multi-Agent</span></td>
+                                <td class="col-note">Reusable scientific skills across generation and testing</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.25770" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">42</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.17501" target="_blank">SGHA</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Agent</span></td>
+                                <td class="col-note">Corpus-first structural-gap discovery on a local LLM</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.17501" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">43</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.28315" target="_blank">MAIL</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Agent</span></td>
+                                <td class="col-note">Memory-driven incremental literature-grounded hypotheses</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.28315" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">44</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.27394" target="_blank">RATIO</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Benchmark</span></td>
+                                <td class="col-note">Relevance defined by three typed ideation moves</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.27394" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">45</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.22948" target="_blank">Lit2Test</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Benchmark</span></td>
+                                <td class="col-note">Each proposal precommits its own falsifying outcome</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.22948" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
 </tbody>
                           </table>
                         </div>
@@ -1271,7 +1322,7 @@ <h2>Paper Collection</h2>
                         <img class="cstage-thumb" src="assets/auto-research/figures/stages/s2.png" alt="">
                         <span class="cstage-num">S2</span>
                         <span class="cstage-title">Literature Review</span>
-                        <span class="cstage-meta">58 methods</span>
+                        <span class="cstage-meta">65 methods</span>
                         <span class="cstage-expand-btn">Expand</span>
                         <i class="cstage-chevron fas fa-chevron-down"></i>
                       </div>
@@ -1901,6 +1952,76 @@ <h2>Paper Collection</h2>
                                   <a href="https://arxiv.org/abs/2608.02163" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
                                 </td>
                               </tr>
+                              <tr>
+                                <td class="col-num">59</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.18034" target="_blank">DAS</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Agent</span></td>
+                                <td class="col-note">Stateful closed loop for publication-oriented surveys</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.18034" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">60</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.24809" target="_blank">Crase</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Agent</span></td>
+                                <td class="col-note">Bounded graph exploration; 3x recall@50 at 1/3 cost</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.24809" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">61</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.27912" target="_blank">ITER</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Retrieval</span></td>
+                                <td class="col-note">Retriever trained on agent interaction trajectories</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.27912" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">62</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.18988" target="_blank">DeepWeaver</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Agent</span></td>
+                                <td class="col-note">Weaves fragmented evidence into well-cited answers</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.18988" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">63</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.15264" target="_blank">AgentR</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Agent</span></td>
+                                <td class="col-note">Durable, recoverable literature-review artifacts</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.15264" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">64</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.20777" target="_blank">Tree-of-Concerns</a></td>
+                                <td class="col-venue"><span class="venue-pill v-conf">EMNLP'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Multi-Agent</span></td>
+                                <td class="col-note">Skeptic personas surface unstated limitations</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.20777" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">65</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.15624" target="_blank">Multi-Aspect Retrieval</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Benchmark</span></td>
+                                <td class="col-note">Same-paper retrieval queried from different aspects</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.15624" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
 </tbody>
                           </table>
                         </div>
@@ -1912,7 +2033,7 @@ <h2>Paper Collection</h2>
                         <img class="cstage-thumb" src="assets/auto-research/figures/stages/s3.png" alt="">
                         <span class="cstage-num">S3</span>
                         <span class="cstage-title">Coding &amp; Experiments</span>
-                        <span class="cstage-meta">45 methods</span>
+                        <span class="cstage-meta">51 methods</span>
                         <span class="cstage-expand-btn">Expand</span>
                         <i class="cstage-chevron fas fa-chevron-down"></i>
                       </div>
@@ -2420,6 +2541,66 @@ <h2>Paper Collection</h2>
                                 </td>
                               </tr>
 
+                              <tr>
+                                <td class="col-num">46</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.24291" target="_blank">ReproAgent</a></td>
+                                <td class="col-venue"><span class="venue-pill v-conf">EMNLP'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Agent</span></td>
+                                <td class="col-note">Contract-guided recovery of the split specification</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.24291" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">47</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.26557" target="_blank">DeepRepro</a></td>
+                                <td class="col-venue"><span class="venue-pill v-conf">CIKM'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Agent</span></td>
+                                <td class="col-note">State-aware subplanning over evolving repositories</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.26557" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">48</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.26753" target="_blank">Experimental Fidelity</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Evaluation</span></td>
+                                <td class="col-note">Documents silent methodological hallucinations</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.26753" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">49</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.25955" target="_blank">Praxist</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Agent</span></td>
+                                <td class="col-note">Solution lineages trace gains to causes</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.25955" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">50</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.23336" target="_blank">Skill-Based Baselines</a></td>
+                                <td class="col-venue"><span class="venue-pill v-conf">MICCAI'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Agent</span></td>
+                                <td class="col-note">Literature-guided competitive baselines</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.23336" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">51</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2601.12910" target="_blank">SciCoQA</a></td>
+                                <td class="col-venue"><span class="venue-pill v-conf">ACL'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Evaluation</span></td>
+                                <td class="col-note">Quality assurance for paper-code alignment</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2601.12910" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
 </tbody>
                           </table>
                         </div>
@@ -3215,7 +3396,7 @@ <h2>Paper Collection</h2>
                         <img class="cstage-thumb" src="assets/auto-research/figures/stages/s6.png" alt="">
                         <span class="cstage-num">S6</span>
                         <span class="cstage-title">Peer Review</span>
-                        <span class="cstage-meta">48 methods</span>
+                        <span class="cstage-meta">50 methods</span>
                         <span class="cstage-expand-btn">Expand</span>
                         <i class="cstage-chevron fas fa-chevron-down"></i>
                       </div>
@@ -3735,6 +3916,26 @@ <h2>Paper Collection</h2>
                                   <a href="https://arxiv.org/abs/2608.07641" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
                                 </td>
                               </tr>
+                              <tr>
+                                <td class="col-num">49</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.20488" target="_blank">Metag</a></td>
+                                <td class="col-venue"><span class="venue-pill v-arxiv">arXiv'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Dataset</span></td>
+                                <td class="col-note">349 action items tied to review-rebuttal paper diffs</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.20488" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
+                              <tr>
+                                <td class="col-num">50</td>
+                                <td class="col-method"><a href="https://arxiv.org/abs/2608.26596" target="_blank">VERA-RL</a></td>
+                                <td class="col-venue"><span class="venue-pill v-conf">EMNLP'26</span></td>
+                                <td class="col-cat"><span class="cat-text">Training</span></td>
+                                <td class="col-note">RL for proactive error detection; VERA-13K</td>
+                                <td class="col-links">
+                                  <a href="https://arxiv.org/abs/2608.26596" target="_blank" aria-label="Paper"><i class="fas fa-external-link-alt"></i></a>
+                                </td>
+                              </tr>
 </tbody>
                           </table>
                         </div>