AK(@_akhaliq) https://x.com/_akhaliq AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo ,submit papers here: https://t.co/UzmYN5XOCi -- Powered by xgo.ing en Content belongs to AK(@_akhaliq) Thu, 23 Jul 2026 18:29:16 GMT XGo.ing RSS Generator AK 2026-07-23T18:29:16Z en Content belongs to AK(@_akhaliq) AK(@_akhaliq) https://pbs.twimg.com/profile_images/1451191636810092553/kpM5Fe12_normal.jpg https://x.com/_akhaliq SLAI T-Rex Full-Parameter Post-training of the DeepSeek-V4 Family on Ascend SuperPOD paper: https:... https://x.com/_akhaliq/status/2080289833663029295 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>SLAI T-Rex<br/><br/>Full-Parameter Post-training of the DeepSeek-V4 Family on Ascend SuperPOD<br/><br/>paper: <a href='https://huggingface.co/papers/2607.20145' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.20…</a></div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HN6sgMHXkAAC3oC.png' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>10</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>19</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>5416</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>11</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Thu, 23 Jul 2026 13:52:00 GMT 2080289833663029295 AK (@_akhaliq) 2026-07-23T13:52:00Z Reading and Steering Representations of Materials Science Mechanisms in an Open Weight Language Mode... https://x.com/_akhaliq/status/2080288883531518092 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Reading and Steering Representations of Materials Science Mechanisms in an Open Weight Language Model<br/><br/>paper: <a href='https://huggingface.co/papers/2607.20058' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.20…</a></div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><div style='margin: 0; background-color: #f5f5f5; padding: 8px;'><video controls style='width: 100%; height: auto; max-height: 400px; max-width: 100%;' preload='metadata'><source src='https://video.twimg.com/amplify_video/2080288686353059842/vid/avc1/1280x720/82T09sZF50c4Qp__.mp4?tag=29' type='video/mp4'>Your browser does not support the video tag.</video><div style='padding: 10px; text-align: center; background-color: #f0f0f0;'><a href='https://x.com/_akhaliq/status/2080288883531518092/video/1' target='_blank' style='color: #1da1f2; text-decoration: none; font-weight: 500;'>🔗 View on Twitter</a></div></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>29</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>6301</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>8</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Thu, 23 Jul 2026 13:48:14 GMT 2080288883531518092 AK (@_akhaliq) 2026-07-23T13:48:14Z DataFlow-Harness A Grounded Code-Agent Platform for Constructing Editable LLM Data Pipelines https://x.com/_akhaliq/status/2079980795071000858 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>DataFlow-Harness<br/><br/>A Grounded Code-Agent Platform for Constructing Editable LLM Data Pipelines</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HN2Tc2uWIAABs7K.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>10</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>48</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>15806</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>18</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 22 Jul 2026 17:24:00 GMT 2079980795071000858 AK (@_akhaliq) 2026-07-22T17:24:00Z paper: https://t.co/cj7YLJFP1s https://x.com/_akhaliq/status/2079980796782236046 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.16617' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.16…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>3</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>3139</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>1</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 22 Jul 2026 17:24:00 GMT 2079980796782236046 AK (@_akhaliq) 2026-07-22T17:24:00Z Solar Open2 250B just dropped on Hugging Face https://t.co/Njk8fuVdge https://x.com/_akhaliq/status/2079948645491769755 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Solar Open2 250B just dropped on Hugging Face<br/><br/><a href='https://huggingface.co/upstage/Solar-Open2-250B' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/upstage/Solar-…</a></div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HN12GbDW4AAl9JO.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>9</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>26</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>146</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>22018</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>35</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 22 Jul 2026 15:16:15 GMT 2079948645491769755 AK (@_akhaliq) 2026-07-22T15:16:15Z ABot-World-0 Infinite Interactive World Rollout on a Single Desktop GPU https://x.com/_akhaliq/status/2079945991470358945 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>ABot-World-0<br/><br/>Infinite Interactive World Rollout on a Single Desktop GPU</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><div style='margin: 0; background-color: #f5f5f5; padding: 8px;'><video controls style='width: 100%; height: auto; max-height: 400px; max-width: 100%;' preload='metadata'><source src='https://video.twimg.com/amplify_video/2079945908314161152/vid/avc1/1164x640/c1hl-KKOkchV65Rf.mp4?tag=29' type='video/mp4'>Your browser does not support the video tag.</video><div style='padding: 10px; text-align: center; background-color: #f0f0f0;'><a href='https://x.com/_akhaliq/status/2079945991470358945/video/1' target='_blank' style='color: #1da1f2; text-decoration: none; font-weight: 500;'>🔗 View on Twitter</a></div></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>22</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>116</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>17051</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>31</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 22 Jul 2026 15:05:42 GMT 2079945991470358945 AK (@_akhaliq) 2026-07-22T15:05:42Z paper: https://t.co/Mp41N5RGJ3 https://x.com/_akhaliq/status/2079945993110393041 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.19191' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.19…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>8</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4431</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>2</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 22 Jul 2026 15:05:42 GMT 2079945993110393041 AK (@_akhaliq) 2026-07-22T15:05:42Z Apple presents Environment-free Synthetic Data Generation for API-Calling Agents https://t.co/lwt6aN... https://x.com/_akhaliq/status/2079404587186802703 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Apple presents Environment-free Synthetic Data Generation for API-Calling Agents<br/><a href='https://huggingface.co/papers/2607.16900' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.16…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>15</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>10</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>62</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>16459</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>28</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 21 Jul 2026 03:14:21 GMT 2079404587186802703 AK (@_akhaliq) 2026-07-21T03:14:21Z Motif-3-Beta just dropped on Hugging Face ~314B total parameters / ~13B active per token (sparse Mo... https://x.com/_akhaliq/status/2079377502565179556 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Motif-3-Beta just dropped on Hugging Face<br/><br/>~314B total parameters / ~13B active per token (sparse MoE)<br/><br/>256K context length (262,144 tokens), natively long-context<br/><br/>Sparse routing: 384 experts with 8 activated per token, plus 1 shared expert<br/><br/>Multilingual, general-purpose<br/><br/><a href='https://huggingface.co/Motif-Technologies/Motif-3-Beta' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/Motif-Technolo…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>20</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>14</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>181</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>24023</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>47</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 21 Jul 2026 01:26:44 GMT 2079377502565179556 AK (@_akhaliq) 2026-07-21T01:26:44Z RESOURCE2SKILL Distilling Executable Agent Skills from Human-Created Multimodal Resources https://x.com/_akhaliq/status/2079238201235927082 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>RESOURCE2SKILL<br/><br/>Distilling Executable Agent Skills from Human-Created Multimodal Resources</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><div style='margin: 0; background-color: #f5f5f5; padding: 8px;'><video controls style='width: 100%; height: auto; max-height: 400px; max-width: 100%;' preload='metadata'><source src='https://video.twimg.com/amplify_video/2079238131895701504/vid/avc1/1280x800/L_Wl0aq80GxKCGCl.mp4?tag=29' type='video/mp4'>Your browser does not support the video tag.</video><div style='padding: 10px; text-align: center; background-color: #f0f0f0;'><a href='https://x.com/_akhaliq/status/2079238201235927082/video/1' target='_blank' style='color: #1da1f2; text-decoration: none; font-weight: 500;'>🔗 View on Twitter</a></div></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>3</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>19</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>16111</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>10</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 20 Jul 2026 16:13:12 GMT 2079238201235927082 AK (@_akhaliq) 2026-07-20T16:13:12Z paper: https://t.co/JBIAKFPaSA https://x.com/_akhaliq/status/2079238203244994674 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2606.29538' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2606.29…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>3289</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>1</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 20 Jul 2026 16:13:12 GMT 2079238203244994674 AK (@_akhaliq) 2026-07-20T16:13:12Z VideoChat3 Fully Open Video MLLM for Efficient and Generalist Video Understanding https://x.com/_akhaliq/status/2078179727529877506 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>VideoChat3<br/><br/>Fully Open Video MLLM for Efficient and Generalist Video Understanding</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HNctX3zWIAAqSZG.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>7</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>34</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>11575</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>13</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 17 Jul 2026 18:07:12 GMT 2078179727529877506 AK (@_akhaliq) 2026-07-17T18:07:12Z paper: https://t.co/RvFj2W7Jpa https://x.com/_akhaliq/status/2078179729660629266 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.14935' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.14…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>3</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4428</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>4</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 17 Jul 2026 18:07:12 GMT 2078179729660629266 AK (@_akhaliq) 2026-07-17T18:07:12Z https://t.co/BFDWBDZLgz https://x.com/_akhaliq/status/2077944296720806365 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'><a href='https://huggingface.co/docs/inference-providers/integrations/claude-code' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/docs/inference…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>5121</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>1</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 17 Jul 2026 02:31:41 GMT 2077944296720806365 AK (@_akhaliq) 2026-07-17T02:31:41Z thinkingmachines Inkling is now available in claude code via hf claude https://x.com/_akhaliq/status/2077943614529835202 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>thinkingmachines Inkling is now available in claude code via hf claude</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HNZWmLkWkAAMW1E.png' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>11</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>31</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>11871</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>13</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 17 Jul 2026 02:28:58 GMT 2077943614529835202 AK (@_akhaliq) 2026-07-17T02:28:58Z paper: https://t.co/naLmpjMJxU https://x.com/_akhaliq/status/2077879380647305299 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.13285' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.13…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>10</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4754</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>3</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Thu, 16 Jul 2026 22:13:44 GMT 2077879380647305299 AK (@_akhaliq) 2026-07-16T22:13:44Z Harness Handbook Making Evolving Agent Harnesses Readable,Navigable, and Editable https://x.com/_akhaliq/status/2077879378982166621 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Harness Handbook<br/><br/>Making Evolving Agent Harnesses Readable,Navigable, and Editable</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HNYcNzDXYAEJDfx.png' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>8</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>32</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>167</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>19343</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>55</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Thu, 16 Jul 2026 22:13:43 GMT 2077879378982166621 AK (@_akhaliq) 2026-07-16T22:13:43Z Read It Back Pretrained MLLMs Are Zero-Shot Reward Models for Text-to-Image Generation https://x.com/_akhaliq/status/2077420923410358343 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Read It Back<br/><br/>Pretrained MLLMs Are Zero-Shot Reward Models for Text-to-Image Generation</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HNR7POiXoAEm4K6.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>10</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>62</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>12746</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>16</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 15 Jul 2026 15:51:59 GMT 2077420923410358343 AK (@_akhaliq) 2026-07-15T15:51:59Z paper: https://t.co/eBkFLgxmvu https://x.com/_akhaliq/status/2077420925503353037 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.11886' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.11…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>3769</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>2</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 15 Jul 2026 15:51:59 GMT 2077420925503353037 AK (@_akhaliq) 2026-07-15T15:51:59Z https://t.co/BFDWBDZLgz https://x.com/_akhaliq/status/2077204929945473450 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'><a href='https://huggingface.co/docs/inference-providers/integrations/claude-code' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/docs/inference…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>8</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>3960</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>1</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 15 Jul 2026 01:33:42 GMT 2077204929945473450 AK (@_akhaliq) 2026-07-15T01:33:42Z Weak-to-Strong Generalization via Direct On-Policy Distillation https://x.com/_akhaliq/status/2077170802932219915 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Weak-to-Strong Generalization via Direct On-Policy Distillation</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HNOXq_EXwAAkCJY.png' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>9</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>97</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>29651</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>26</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 14 Jul 2026 23:18:06 GMT 2077170802932219915 AK (@_akhaliq) 2026-07-14T23:18:06Z paper: https://t.co/L3bU72xhMN https://x.com/_akhaliq/status/2077170804693803266 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.05394' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.05…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4309</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>2</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 14 Jul 2026 23:18:06 GMT 2077170804693803266 AK (@_akhaliq) 2026-07-14T23:18:06Z Bonsai 27B now available in claude code via hf claude https://x.com/_akhaliq/status/2077169576991756788 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Bonsai 27B now available in claude code via hf claude</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HNOWoG8XoAEiM0i.png' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>12</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>8</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>45</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>28927</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>19</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 14 Jul 2026 23:13:13 GMT 2077169576991756788 AK (@_akhaliq) 2026-07-14T23:13:13Z Scalable Visual Pretraining for Language Intelligence https://x.com/_akhaliq/status/2076788514503463325 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Scalable Visual Pretraining for Language Intelligence</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HNI8EenXEAARPjY.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>8</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>74</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>24453</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>18</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 13 Jul 2026 21:59:01 GMT 2076788514503463325 AK (@_akhaliq) 2026-07-13T21:59:01Z paper: https://t.co/GaOLhnBoK2 https://x.com/_akhaliq/status/2076788516609003778 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.09657' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.09…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4781</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>1</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 13 Jul 2026 21:59:01 GMT 2076788516609003778 AK (@_akhaliq) 2026-07-13T21:59:01Z paper: https://t.co/bO4BtYIxln https://x.com/_akhaliq/status/2076742842769158545 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.08964' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.08…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4339</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>1</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 13 Jul 2026 18:57:32 GMT 2076742842769158545 AK (@_akhaliq) 2026-07-13T18:57:32Z Long-Horizon-Terminal-Bench Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense ... https://x.com/_akhaliq/status/2076742840172925164 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Long-Horizon-Terminal-Bench<br/><br/>Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense Reward-Based Grading</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HNIShxgW0AAHLNT.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>8</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>40</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>11665</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>13</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 13 Jul 2026 18:57:31 GMT 2076742840172925164 AK (@_akhaliq) 2026-07-13T18:57:31Z Video Generation Models are General-Purpose Vision Learners https://x.com/_akhaliq/status/2076727488168841609 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Video Generation Models are General-Purpose Vision Learners</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><div style='margin: 0; background-color: #f5f5f5; padding: 8px;'><video controls style='width: 100%; height: auto; max-height: 400px; max-width: 100%;' preload='metadata'><source src='https://video.twimg.com/amplify_video/2076727061096390656/vid/avc1/1280x720/dHWuskfBruipKQeg.mp4?tag=28' type='video/mp4'>Your browser does not support the video tag.</video><div style='padding: 10px; text-align: center; background-color: #f0f0f0;'><a href='https://x.com/_akhaliq/status/2076727488168841609/video/1' target='_blank' style='color: #1da1f2; text-decoration: none; font-weight: 500;'>🔗 View on Twitter</a></div></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>23</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>212</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>31879</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>49</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 13 Jul 2026 17:56:31 GMT 2076727488168841609 AK (@_akhaliq) 2026-07-13T17:56:31Z paper: https://t.co/Ksqc8pvCa2 https://x.com/_akhaliq/status/2076727489527746702 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.09024' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.09…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>3754</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>2</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 13 Jul 2026 17:56:31 GMT 2076727489527746702 AK (@_akhaliq) 2026-07-13T17:56:31Z paper: https://t.co/DV37EjHRee https://x.com/_akhaliq/status/2075607880326082732 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.08766' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.08…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>7</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4067</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>1</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 10 Jul 2026 15:47:36 GMT 2075607880326082732 AK (@_akhaliq) 2026-07-10T15:47:36Z OPSD-V On-Policy Self-Distillation for Post-Training Few-Step Autoregressive Video Generators https://x.com/_akhaliq/status/2075607878405075110 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>OPSD-V<br/><br/>On-Policy Self-Distillation for Post-Training Few-Step Autoregressive Video Generators</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HM4KTSNWMAAs-v9.png' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>9</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>45</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>9814</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>12</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 10 Jul 2026 15:47:35 GMT 2075607878405075110 AK (@_akhaliq) 2026-07-10T15:47:35Z Vidu S1 A Real-Time Interactive Video Generation Model https://x.com/_akhaliq/status/2075607448056893935 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Vidu S1<br/><br/>A Real-Time Interactive Video Generation Model</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HM4J6pQXEAAvq7M.png' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>8</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>44</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>9925</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>9</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 10 Jul 2026 15:45:53 GMT 2075607448056893935 AK (@_akhaliq) 2026-07-10T15:45:53Z paper: https://t.co/8FvCqRM5wC https://x.com/_akhaliq/status/2075607449701089412 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.03118' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.03…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>3910</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>1</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 10 Jul 2026 15:45:53 GMT 2075607449701089412 AK (@_akhaliq) 2026-07-10T15:45:53Z https://t.co/SSveiarw3m https://x.com/_akhaliq/status/2074936757645164631 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'><a href='https://huggingface.co/collections/robbyant/lingbot-world-v2' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/collections/ro…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>9</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>5302</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>2</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 08 Jul 2026 19:20:48 GMT 2074936757645164631 AK (@_akhaliq) 2026-07-08T19:20:48Z LingBot-World 2.0 (Infinity) is out on Hugging Face interactive world model with: Hour-long genera... https://x.com/_akhaliq/status/2074936755296641520 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>LingBot-World 2.0 (Infinity) is out on Hugging Face<br/><br/>interactive world model with: <br/>Hour-long generation with zero quality drift <br/><br/>Rich actions &amp; events: attack, cast spells, shoot, summon storms <br/><br/>Agentic world: a Director Agent drives real-time world evolution<br/><br/>720p/60fps. Playable like a game</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><div style='margin: 0; background-color: #f5f5f5; padding: 8px;'><video controls style='width: 100%; height: auto; max-height: 400px; max-width: 100%;' preload='metadata'><source src='https://video.twimg.com/amplify_video/2074936581417259008/vid/avc1/950x576/QmQXT1oKtIvgf4QD.mp4?tag=28' type='video/mp4'>Your browser does not support the video tag.</video><div style='padding: 10px; text-align: center; background-color: #f0f0f0;'><a href='https://x.com/_akhaliq/status/2074936755296641520/video/1' target='_blank' style='color: #1da1f2; text-decoration: none; font-weight: 500;'>🔗 View on Twitter</a></div></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>9</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>27</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>208</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>28665</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>57</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 08 Jul 2026 19:20:47 GMT 2074936755296641520 AK (@_akhaliq) 2026-07-08T19:20:47Z https://t.co/4Ngm5GFpBe https://x.com/_akhaliq/status/2074932731801174179 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'><a href='https://huggingface.co/collections/robbyant/lingbot-video' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/collections/ro…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>18</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>5273</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>6</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 08 Jul 2026 19:04:48 GMT 2074932731801174179 AK (@_akhaliq) 2026-07-08T19:04:48Z LingBot-Video is out on Hugging Face MoE-based video foundation model built for embodied intellig... https://x.com/_akhaliq/status/2074932729376870826 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>LingBot-Video is out on Hugging Face <br/><br/>MoE-based video foundation model built for embodied intelligence<br/><br/>30B params, only 3B active at inference <br/><br/>Augmented with 70K hours of embodied data on top of large-scale internet video pretraining</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><div style='margin: 0; background-color: #f5f5f5; padding: 8px;'><video controls style='width: 100%; height: auto; max-height: 400px; max-width: 100%;' preload='metadata'><source src='https://video.twimg.com/amplify_video/2074932568860852224/vid/avc1/1016x576/q2jQz9SEecKpI3PZ.mp4?tag=28' type='video/mp4'>Your browser does not support the video tag.</video><div style='padding: 10px; text-align: center; background-color: #f0f0f0;'><a href='https://x.com/_akhaliq/status/2074932729376870826/video/1' target='_blank' style='color: #1da1f2; text-decoration: none; font-weight: 500;'>🔗 View on Twitter</a></div></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>10</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>37</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>324</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>40696</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>80</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 08 Jul 2026 19:04:47 GMT 2074932729376870826 AK (@_akhaliq) 2026-07-08T19:04:47Z paper: https://t.co/FmEKHFoVgj https://x.com/_akhaliq/status/2074927534156677146 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.06559' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.06…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4151</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>1</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 08 Jul 2026 18:44:09 GMT 2074927534156677146 AK (@_akhaliq) 2026-07-08T18:44:09Z RynnWorld-4D 4D Embodied World Models for Robotic Manipulation https://x.com/_akhaliq/status/2074927532688695436 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>RynnWorld-4D<br/><br/>4D Embodied World Models for Robotic Manipulation</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><div style='margin: 0; background-color: #f5f5f5; padding: 8px;'><video controls style='width: 100%; height: auto; max-height: 400px; max-width: 100%;' preload='metadata'><source src='https://video.twimg.com/amplify_video/2074927374676709376/vid/avc1/854x480/ksRZKqN-uBhewbGk.mp4?tag=28' type='video/mp4'>Your browser does not support the video tag.</video><div style='padding: 10px; text-align: center; background-color: #f0f0f0;'><a href='https://x.com/_akhaliq/status/2074927532688695436/video/1' target='_blank' style='color: #1da1f2; text-decoration: none; font-weight: 500;'>🔗 View on Twitter</a></div></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>18</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>138</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>33287</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>36</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 08 Jul 2026 18:44:08 GMT 2074927532688695436 AK (@_akhaliq) 2026-07-08T18:44:08Z paper: https://t.co/GpvuWgla5P https://x.com/_akhaliq/status/2074589737650655701 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='http://huggingface.co/papers/2607.02770' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.02…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4500</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>3</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 07 Jul 2026 20:21:52 GMT 2074589737650655701 AK (@_akhaliq) 2026-07-07T20:21:52Z Gemma 4 Technical Report https://x.com/_akhaliq/status/2074589735780016129 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Gemma 4 Technical Report</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HMpsRxNWoAAH6bD.png' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>3</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>8</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>60</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>12111</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>13</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 07 Jul 2026 20:21:51 GMT 2074589735780016129 AK (@_akhaliq) 2026-07-07T20:21:51Z paper: https://t.co/YS0Q4aFq7t https://x.com/_akhaliq/status/2074588828464005628 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.04443' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.04…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>10</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>3903</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>2</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 07 Jul 2026 20:18:15 GMT 2074588828464005628 AK (@_akhaliq) 2026-07-07T20:18:15Z Wan-Streamer v0.2 Higher Resolution, Same Latency https://x.com/_akhaliq/status/2074588826782097493 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Wan-Streamer v0.2<br/><br/>Higher Resolution, Same Latency</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><div style='margin: 0; background-color: #f5f5f5; padding: 8px;'><video controls style='width: 100%; height: auto; max-height: 400px; max-width: 100%;' preload='metadata'><source src='https://video.twimg.com/amplify_video/2074588754417733632/vid/avc1/1488x1552/7t1muXGDzc64sDvV.mp4?tag=28' type='video/mp4'>Your browser does not support the video tag.</video><div style='padding: 10px; text-align: center; background-color: #f0f0f0;'><a href='https://x.com/_akhaliq/status/2074588826782097493/video/1' target='_blank' style='color: #1da1f2; text-decoration: none; font-weight: 500;'>🔗 View on Twitter</a></div></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>8</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>101</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>19876</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>25</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 07 Jul 2026 20:18:14 GMT 2074588826782097493 AK (@_akhaliq) 2026-07-07T20:18:14Z paper: https://t.co/Xj4V2mdMib https://x.com/_akhaliq/status/2074588030166335604 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.05373' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.05…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>9</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>3587</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>3</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 07 Jul 2026 20:15:05 GMT 2074588030166335604 AK (@_akhaliq) 2026-07-07T20:15:05Z PixWorld Unifying 3D Scene Generation and Reconstruction in Pixel Space https://x.com/_akhaliq/status/2074588028685676830 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>PixWorld<br/><br/>Unifying 3D Scene Generation and Reconstruction in Pixel Space</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><div style='margin: 0; background-color: #f5f5f5; padding: 8px;'><video controls style='width: 100%; height: auto; max-height: 400px; max-width: 100%;' preload='metadata'><source src='https://video.twimg.com/amplify_video/2074587859571355648/vid/avc1/1920x1080/F--3Q8xLDgIRFhMm.mp4?tag=28' type='video/mp4'>Your browser does not support the video tag.</video><div style='padding: 10px; text-align: center; background-color: #f0f0f0;'><a href='https://x.com/_akhaliq/status/2074588028685676830/video/1' target='_blank' style='color: #1da1f2; text-decoration: none; font-weight: 500;'>🔗 View on Twitter</a></div></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>23</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>106</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>16065</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>30</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 07 Jul 2026 20:15:04 GMT 2074588028685676830 AK (@_akhaliq) 2026-07-07T20:15:04Z paper: https://t.co/O1UEbpKA3e https://x.com/_akhaliq/status/2074528262940729614 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2607.05247' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2607.05…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4027</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>1</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 07 Jul 2026 16:17:35 GMT 2074528262940729614 AK (@_akhaliq) 2026-07-07T16:17:35Z Vision Pretraining for Dense Spatial Perception https://x.com/_akhaliq/status/2074528261082685608 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Vision Pretraining for Dense Spatial Perception</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HMo0OYkWcAELqFQ.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>3</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>13</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>91</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>13817</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>20</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 07 Jul 2026 16:17:34 GMT 2074528261082685608 AK (@_akhaliq) 2026-07-07T16:17:34Z https://t.co/H6mVHfHoRM https://x.com/_akhaliq/status/2074195337346969975 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'><a href='https://huggingface.co/bottlecapai/ThinkingCap-Qwen3.6-27B' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/bottlecapai/Th…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>15</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4415</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>7</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 06 Jul 2026 18:14:39 GMT 2074195337346969975 AK (@_akhaliq) 2026-07-06T18:14:39Z bottlecapai/ThinkingCap-Qwen3.6-27B Capability of Qwen3.6-27B with 50% less thinking tokens on aver... https://x.com/_akhaliq/status/2074195249732128870 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>bottlecapai/ThinkingCap-Qwen3.6-27B<br/><br/>Capability of Qwen3.6-27B with 50% less thinking tokens on average, and over 90% less in best cases. Achieved via finetuning Qwen3.6-27B (Qwen Team, 2026) with state-of-the-art finetuning algorithms on a curated set of problems of various domains and difficulty</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><video autoplay loop muted style='width: 100%; height: auto; max-width: 100%; display: block;'><source src='https://video.twimg.com/tweet_video/HMkFj5qWoAAa7hu.mp4' type='video/mp4'><img src='https://pbs.twimg.com/tweet_video_thumb/HMkFj5qWoAAa7hu.jpg' alt='Animated GIF' style='max-width: 100%; height: auto;' /></video></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>11</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>29</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>236</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>50056</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>63</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 06 Jul 2026 18:14:18 GMT 2074195249732128870 AK (@_akhaliq) 2026-07-06T18:14:18Z paper: https://t.co/sFOhSbnHZM https://x.com/_akhaliq/status/2074191379555586511 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>paper: <a href='https://huggingface.co/papers/2606.29526' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2606.29…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4376</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>1</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 06 Jul 2026 17:58:56 GMT 2074191379555586511 AK (@_akhaliq) 2026-07-06T17:58:56Z