{"id":9592,"date":"2026-06-25T03:47:45","date_gmt":"2026-06-24T19:47:45","guid":{"rendered":"https:\/\/infernews.com\/blog\/dataclaw-agentic-tailoring-multimodal-data-from-raw-streams-coming-soon-code-wei\/"},"modified":"2026-06-25T03:56:48","modified_gmt":"2026-06-24T19:56:48","slug":"dataclaw-agentic-tailoring-multimodal-data-from-raw-streams-coming-soon-code-wei","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/dataclaw-agentic-tailoring-multimodal-data-from-raw-streams-coming-soon-code-wei\/","title":{"rendered":"DataClaw0 \u60f3\u628a\u96dc\u4e82\u591a\u6a21\u614b\u8cc7\u6599\u8b8a\u6210\u53ef\u8a13\u7df4\u8cc7\u7522"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/mascot.jpg\" alt=\"DataClaw\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f\u4e00\u500b\u9762\u5411\u591a\u6a21\u614b\u8cc7\u6599\u6574\u7406\u7684\u7814\u7a76\u539f\u578b\u517c\u6846\u67b6\uff0c\u6838\u5fc3\u662f\u7528 Agentic Data Tailoring \u628a\u539f\u59cb\u4e32\u6d41\u8cc7\u6599\u91cd\u7d44\u6210\u6709\u7d50\u69cb\u3001\u53ef\u9a57\u8b49\u3001\u53ef\u76f4\u63a5\u7528\u65bc\u8a13\u7df4\u7684 supervision\u3002\u5b83\u8981\u89e3\u6c7a\u7684\u4e0d\u662f\u300c\u518d\u505a\u4e00\u6b21\u6a19\u8a3b\u300d\uff0c\u800c\u662f\u9577\u5f71\u7247\u3001GUI traces\u3001embodied trajectories \u8207 editing sequences \u592a\u96dc\u4e82\u3001\u8cc7\u8a0a\u5bc6\u5ea6\u4e0d\u5747\uff0c\u4ee4\u4eba\u548c\u6a21\u578b\u90fd\u96e3\u4ee5\u6709\u6548\u5438\u6536\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u591a\u6578\u4f9d\u8cf4 passive annotation paradigms\uff0c\u7528 heuristic rules \u6216 general VLMs \u88ab\u52d5\u52a0\u6a19\u7c64\uff1b\u4f5c\u8005\u8a8d\u70ba\u9019\u985e\u65b9\u5f0f\u6210\u672c\u9ad8\u3001\u5167\u5bb9\u55ae\u8abf\uff0c\u4ea6\u6293\u4e0d\u5230\u539f\u59cb\u8cc7\u6599\u5165\u9762\u7684 procedural logic\u3002DataClaw0 \u6539\u7528\u300cBottom-up Factual Anchors \u2192 Top-down Semantic Synthesis\u300d\u5169\u6bb5\u5f0f\u6d41\u7a0b\uff0c\u5148\u62bd\u53d6\u8f03\u78ba\u5b9a\u7684 factual anchors\uff0c\u518d\u6309\u610f\u5716\u751f\u6210\u7d50\u69cb\u5316\u8a9e\u610f\uff0c\u91cd\u9ede\u5728\u65bc\u5b83\u4e0d\u662f\u53ea\u63cf\u8ff0\u5167\u5bb9\uff0c\u800c\u662f\u6309 downstream objective \u91cd\u5beb\u8cc7\u6599\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"dde0e2\" data-has-transparency=\"false\" style=\"--dominant-color: #dde0e2;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"569\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/dataclaw.jpg\" alt=\"\" class=\"wp-image-9595 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/dataclaw.jpg 1024w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/dataclaw-300x167.jpg 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/dataclaw-768x427.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u5c64\u9762\uff0c\u9805\u76ee\u63d0\u51fa DataClaw-9B\uff0c\u4e26\u4ee5 Supervised Fine-Tuning\uff08SFT\uff09\u52a0 rule-driven Group Relative Policy Optimization\uff08GRPO\uff09\u505a\u5c0d\u9f4a\uff1b\u90e8\u7f72\u4e0a\u5206\u6210 unified Omni model \u7684 DataClaw-O\uff0c\u4ee5\u53ca\u5206\u9818\u57df Experts \u7684 DataClaw-E\u3002\u9019\u7a2e\u53d6\u5411\u7684\u53d6\u6368\u5f88\u660e\u986f\uff1aOmni \u8f03\u65b9\u4fbf\u7d71\u4e00\u8655\u7406\u591a\u57df\u8cc7\u6599\uff0cExperts \u5247\u8f03\u53ef\u80fd\u5728\u7279\u5b9a\u5834\u666f\u4fdd\u7559\u66f4\u7d30\u7dfb\u7684\u9818\u57df\u8868\u9054\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u968e\u6bb5\u5148\u770b\u8ad6\u6587\u8207\u6848\u4f8b\u518d\u5224\u65b7\u662f\u5426\u503c\u5f97\u8ffd\u8e64\uff0c\u56e0\u70ba code\u3001model weights\u3001dataset \u548c DataClaw-val benchmark \u4ecd\u672a\u6b63\u5f0f\u91cb\u51fa\u3002\u5df2\u516c\u958b\u8cc7\u8a0a\u986f\u793a\uff0c\u5b83\u7684\u8a55\u6e2c\u4e0d\u53ea\u770b\u751f\u6210\u662f\u5426\u901a\u9806\uff0c\u9084\u6703\u6aa2\u67e5 JSON validity\uff0c\u4ee5\u53ca schema-aware \u7684 Field\u3001Semantic\u3001Sequence \u6307\u6a19\uff0c\u4e26\u518d\u7528 video generation\u3001real-world VQA\u3001GUI navigation \u7684\u4e0b\u6e38 post-training \u6548\u679c\u9a57\u8b49\u8cc7\u6599\u6574\u7406\u662f\u5426\u771f\u7684\u6709\u7528\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9805\u76ee\u985e\u578b<\/strong>\uff1a\u7814\u7a76\u539f\u578b\uff0f\u8cc7\u6599\u6574\u7406\u6846\u67b6\uff0c\u91cd\u9ede\u662f\u628a\u539f\u59cb\u591a\u6a21\u614b\u4e32\u6d41\u8f49\u6210\u610f\u5716\u5c0d\u9f4a\u7684\u8a13\u7df4\u8cc7\u6599<\/li>\n\n\n\n<li><strong>\u4e3b\u8981\u5dee\u7570<\/strong>\uff1a\u4e0d\u662f\u88ab\u52d5\u6a19\u8a3b\uff0c\u800c\u662f\u4e3b\u52d5 refinement\uff0c\u4e26\u4fdd\u7559 schema-conformant\u3001verifiable \u8f38\u51fa<\/li>\n\n\n\n<li><strong>\u76f8\u95dc\u6a21\u578b<\/strong>\uff1aDataClaw-9B\u3001DataClaw-O\u3001DataClaw-E\uff0c\u8a13\u7df4\u7d50\u5408 SFT \u8207 rule-driven GRPO<\/li>\n\n\n\n<li><strong>\u9069\u5408\u60c5\u5883<\/strong>\uff1a\u505a\u591a\u6a21\u614b post-training\u3001GUI agents\u3001VQA\u3001\u5f71\u7247\u6216 embodied \u8cc7\u6599\u6574\u7406\u7684\u5718\u968a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u95dc\u5fc3\u7684\u662f\u5efa\u7acb\u8cc7\u6599\u5f15\u64ce\uff0c\u800c\u4e0d\u53ea\u662f\u627e\u4e00\u500b\u6a21\u578b\u505a\u63a8\u7406\uff0cDataClaw0 \u6bd4\u4e00\u822c VLM \u6a19\u8a3b\u6d41\u7a0b\u66f4\u6709\u65b9\u5411\u6027\u3002\u9650\u5236\u4e5f\u5f88\u76f4\u63a5\uff1a\u76ee\u524d\u516c\u958b\u5167\u5bb9\u4ee5\u8ad6\u6587\u8207\u9805\u76ee\u9801\u6848\u4f8b\u70ba\u4e3b\uff0c\u80fd\u5426\u91cd\u73fe\u6548\u679c\u3001\u90e8\u7f72\u6210\u672c\u591a\u9ad8\u3001\u4e0d\u540c\u9818\u57df\u6cdb\u5316\u6709\u591a\u7a69\uff0c\u4ecd\u8981\u7b49\u6b63\u5f0f\u91cb\u51fa\u7684\u8cc7\u6599\u8207\u57fa\u6e96\u518d\u4f5c\u5224\u65b7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/vancyland\/DataClaw0\" rel=\"noopener noreferrer\">https:\/\/github.com\/vancyland\/DataClaw0<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9805\u76ee\u4e3b\u9801\uff1a<\/strong> <a href=\"https:\/\/czjdsg.github.io\/MakeAnyData\/#cases\" rel=\"noopener noreferrer\">https:\/\/czjdsg.github.io\/MakeAnyData\/#cases<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2606.21337\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2606.21337<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>DataClaw0 \u4e0d\u662f\u666e\u901a\u6a19\u8a3b\u5de5\u5177\uff0c\u800c\u662f\u628a\u539f\u59cb\u591a\u6a21\u614b\u8cc7\u6599\u4e3b\u52d5\u6574\u7406\u6210\u53ef\u7528\u8a13\u7df4\u8cc7\u6599\u7684\u7814\u7a76\u539f\u578b\u3002\u5b83\u7784\u6e96\u7684\u662f\u8cc7\u6599\u592a\u4e82\u3001\u592a\u9577\u3001\u592a\u96e3\u91cd\u7528\u7684\u8001\u554f\u984c\u3002<\/p>\n","protected":false},"author":8,"featured_media":9591,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,185,140,116,31,38,158,119,157,120,76,127,149,141,197,199],"tags":[],"class_list":["post-9592","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-gemini","category-agentic","category-video","category-38","category-ide","category-119","category-157","category-120","category-76","category-127","category-149","category-141","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9592","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=9592"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9592\/revisions"}],"predecessor-version":[{"id":9596,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9592\/revisions\/9596"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9591"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9592"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9592"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9592"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}