{"id":12679,"date":"2025-04-06T19:44:34","date_gmt":"2025-04-06T11:44:34","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=12679"},"modified":"2025-07-04T14:04:16","modified_gmt":"2025-07-04T06:04:16","slug":"aie-vistw","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/12679-aie-vistw","title":{"rendered":"\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 VisTW \u7e41\u9ad4\u4e2d\u6587\u7684\u8996\u89ba\u8a55\u6e2c\u548c Deep Search #25"},"content":{"rendered":"\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/04\/image.png\" alt=\"\" style=\"width:424px;height:auto\"\/><\/figure>\n\n\n\n<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b<\/p>\n\n\n\n<p>\u6211\u662f ihower\uff0c\u6700\u8fd1\u7684\u71b1\u9580\u8a71\u984c\u662f\u5728\u540c\u4e00\u5929\u5167\u76f8\u9694\u5e7e\u5c0f\u6642\u767c\u8868 ChatGPT <a href=\"https:\/\/openai.com\/index\/introducing-4o-image-generation\/\">4o image<\/a> \u751f\u5716\u529f\u80fd\uff0c\u4ee5\u53ca\u65b0\u7684SOTA\u738b\u8005 <a href=\"https:\/\/blog.google\/technology\/google-deepmind\/gemini-model-thinking-updates-march-2025\/\">Gemini 2.5 Pro<\/a> \u6a21\u578b\uff0c\u5927\u5bb6\u90fd\u6709\u5617\u8a66\u4e86\u55ce?<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd1d <a href=\"https:\/\/aihao.tw\/llm\">\u5927\u8a9e\u8a00\u6a21\u578b LLM \u61c9\u7528\u958b\u767c\u5de5\u4f5c\u574a (2025\u5347\u7d1a\u7248)<\/a><\/h3>\n\n\n\n<p>\u6211\u7684 LLM \u8ab2\u7a0b\u958b\u653e\u5831\u540d\u5566\uff0c\u8ddd\u96e2\u4e0a\u6b21\u516c\u958b\u8ab2\u61c9\u8a72\u4e5f\u5feb\u4e00\u5e74\u4e86\uff0c\u9019\u6bb5\u671f\u9593\u5fd9\u8457\u505a\u6848\u5b50\u548c\u4f01\u696d\u5167\u8a13\u3002\u4f46\u592a\u591a\u4eba\u5728\u6572\u7897\u671f\u5f85\u8ab2\u7a0b\u66f4\u65b0\uff0c\u9019\u6b21\u7d42\u65bc\u6392\u51fa\u6642\u9593\u4f86\u958b\u4e00\u6ce2\u3002\u5982\u679c\u932f\u904e\u9019\u6b21\uff0c\u53ef\u80fd\u5c31\u8981\u7b49\u5230\u5e74\u5e95\u624d\u6709\u6a5f\u6703\u518d\u958b\u56c9 \u3002<\/p>\n\n\n\n<p>\u8ab2\u540d: \u5927\u8a9e\u8a00\u6a21\u578b LLM \u61c9\u7528\u958b\u767c\u5de5\u4f5c\u574a (2025\u5347\u7d1a\u7248)\uff0c\u9019\u662f\u91dd\u5c0d\u8edf\u9ad4\u5de5\u7a0b\u5e2b\u7684 OpenAI API\u3001Chatbot\u3001Prompt Engineering\u3001RAG\u3001Agents \u7684\u958b\u767c\u8ab2\u7a0b<\/p>\n\n\n\n<p>\u9069\u5408\u5c0d\u8c61: \u6709\u7d93\u9a57\u7684\u8edf\u9ad4\u5de5\u7a0b\u5e2b\u3002\u975e\u8cc7\u8a0a\u5c08\u696d\u6216\u770b\u4e0d\u61c2\u7a0b\u5f0f\u78bc\u7684\u8a71\uff0c\u4e0d\u5efa\u8b70\u5831\u540d\u6b64\u8ab2\u7a0b\uff0c\u4f60\u4e00\u5b9a\u8ddf\u4e0d\u4e0a\u9032\u5ea6\u3002\u9019\u9580\u8ab2\u5c31\u662f\u4e7e\u8ca8\u6eff\u6eff\u3001\u7bc0\u594f\u7d2e\u5be6\uff0c\u9069\u5408\u6709\u7a0b\u5f0f\u57fa\u790e\u7684\u5de5\u7a0b\u5e2b\u3002<\/p>\n\n\n\n<p>\u8ab2\u7a0b\u65e5\u671f: \u5206\u4e09\u6b21\u4e0a\u8ab2 2025\/4\/26 (\u516d)\u30012025\/5\/3 (\u516d)\u30012025\/5\/10 (\u516d) PM7~PM10 (\u8996\u9032\u5ea6\u548c QA \u60c5\u6cc1\uff0c\u53ef\u80fd\u5f48\u6027\u5ef6\u9577\u81f3 PM 10:30)<\/p>\n\n\n\n<p>\u4e0a\u8ab2\u5730\u9ede: \u7dda\u4e0a Zoom \u76f4\u64ad<\/p>\n\n\n\n<p>\u820a\u751f\u53ef\u4eab\u534a\u50f9\u512a\u60e0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udde0 <a href=\"https:\/\/github.com\/TMMMU-Benchmark\/evaluation\">VisTW \u7e41\u9ad4\u4e2d\u6587\u7684\u8996\u89ba\u8a55\u6e2c<\/a><\/h3>\n\n\n\n<p>\u975e\u5e38\u96e3\u5f97\u53ef\u4ee5\u770b\u5230\u5c08\u70ba\u7e41\u9ad4\u4e2d\u6587\u505a\u7684\u8996\u89ba\u8a9e\u8a00\u6a21\u578b\u8a2d\u8a08\u7684\u8a55\u6e2c\u8cc7\u6599\u96c6\uff0c\u9019\u500b VisTW \u5305\u542b\u5169\u500b\u5b50\u96c6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MCQ: \u4f86\u81ea21\u500b\u5b78\u8853\u79d1\u76ee\u7684\u591a\u9078\u984c\u96c6\u5408<\/li>\n\n\n\n<li>\u5c0d\u8a71: \u771f\u5be6\u751f\u6d3b\u5716\u50cf\u8207\u76f8\u61c9\u554f\u984c\uff0c\u9700\u8981\u7406\u89e3\u7e41\u9ad4\u4e2d\u6587\u548c\u53f0\u7063\u7279\u5b9a\u6587\u5316\u80cc\u666f<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u662f <a href=\"https:\/\/github.com\/TMMMU-Benchmark\/evaluation\">benchmark<\/a> \u548c <a href=\"https:\/\/arxiv.org\/abs\/2503.10427\">paper<\/a>\uff0c\u6b61\u8fce\u95dc\u6ce8 <a href=\"https:\/\/www.threads.net\/@rayrayray9996\">\u7b2c\u4e00\u4f5c\u8005 zraytam<\/a><\/p>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd0d <a href=\"https:\/\/jina.ai\/news\/a-practical-guide-to-implementing-deepsearch-deepresearch\/\">DeepSearch \u548c DeepResearch<\/a><\/h3>\n\n\n\n<p>\u5728 OpenAI \u63a8\u51fa <a href=\"https:\/\/openai.com\/index\/introducing-deep-research\/\">DeepResearch<\/a> \u4e4b\u5f8c\uff0c\u5404\u5bb6\u4e5f\u90fd\u4eff\u6548\u63a8\u51fa\u985e\u4f3c\u7684\u529f\u80fd\u3002\u4f46\u6211\u4e00\u76f4\u8a8d\u70ba\u5f88\u591a\u4eba\u505a\u7684\u53ea\u662f Deep Search \u800c\u4e0d\u662f Deep Research\u3002\u524d\u8005\u4ecd\u662f\u8f03\u77ed\u7684\u7b54\u6848\u5f62\u5f0f\uff0c\u5f8c\u8005\u662f\u5206\u7ae0\u7bc0\u7684\u9577\u7bc7\u5831\u544a\uff0c\u6709\u5f88\u5927\u7684\u7d30\u7bc0\u5dee\u7570\u3002<\/p>\n\n\n\n<p>Jina AI \u5beb\u7684\u9019\u7bc7\u660e\u78ba\u5c0d DeepSearch \u548c DeepResearch \u9019\u5169\u500b\u6982\u5ff5\u505a\u4e86\u660e\u78ba\u7684\u5be6\u4f5c\u5340\u5206\uff0c\u89ba\u5f97\u5f88\u597d:<\/p>\n\n\n\n<p>DeepSearch:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u904e\u641c\u7d22\u3001\u95b1\u8b80\u548c\u63a8\u7406\u7684\u8fed\u4ee3\u5faa\u74b0\uff0c\u76f4\u5230\u627e\u5230\u6700\u4f73\u7b54\u6848<\/li>\n\n\n\n<li>\u5229\u7528\u7db2\u7d61\u641c\u7d22\u5f15\u64ce\u63a2\u7d22\u7db2\u8def\uff0c\u4e26\u8b80\u53d6\u7db2\u9801\u8a73\u7d30\u5206\u6790<\/li>\n\n\n\n<li>\u6838\u5fc3\u662f\u4e00\u500b\u4e3b\u8981\u5faa\u74b0\uff0c\u5e36\u6709\u6c7a\u5b9a\u4e0b\u4e00\u6b65\u64cd\u4f5c\u7684\u908f\u8f2f<\/li>\n<\/ul>\n\n\n\n<p>DeepResearch:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5efa\u7acb\u5728 DeepSearch \u4e4b\u4e0a\uff0c\u6dfb\u52a0\u4e86\u751f\u6210&#8221;\u9577\u7bc7\u7814\u7a76\u5831\u544a&#8221;\u7684\u7d50\u69cb\u5316\u6846\u67b6<\/li>\n\n\n\n<li>\u901a\u5e38\u5f9e\u5275\u5efa\u7ae0\u7bc0\u76ee\u9304\u958b\u59cb\uff0c\u7136\u5f8c\u7cfb\u7d71\u5730\u5c07 DeepSearch \u61c9\u7528\u65bc\u6bcf\u500b\u90e8\u5206<\/li>\n\n\n\n<li>\u6700\u7d42\u968e\u6bb5\u5c07\u6240\u6709\u5167\u5bb9\u6574\u5408\u5230\u55ae\u4e00 prompt \u4e2d\u518d\u8f38\u51fa\uff0c\u4ee5\u63d0\u9ad8\u6574\u9ad4\u6558\u8ff0\u9023\u8cab\u6027<\/li>\n<\/ul>\n\n\n\n<p>\u5169\u8005\u7684\u95dc\u9375\u5340\u5225\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DeepSearch \u662f\u4e00\u500b\u539f\u5b50\u6027\u7684\u57fa\u672c\u69cb\u4ef6\uff0c\u800c DeepResearch \u5efa\u7acb\u5728\u6b64\u4e4b\u4e0a<\/li>\n\n\n\n<li>DeepSearch \u5c08\u6ce8\u65bc\u4fe1\u606f\u6e96\u78ba\u6027\u548c\u5b8c\u6574\u6027\uff0cDeepResearch \u8457\u91cd\u65bc\u5167\u5bb9\u7d44\u7e54\u548c\u53ef\u8b80\u6027<\/li>\n\n\n\n<li>DeepSearch \u63d0\u4f9b\u7c21\u6f54\u7684\u7b54\u6848\uff0c\u800c DeepResearch \u751f\u6210\u7d50\u69cb\u5316\u5831\u544a<\/li>\n<\/ul>\n\n\n\n<p>\u53e6\u5916 Jina AI \u767c\u73fe\uff0c\u67e5\u8a62\u91cd\u5beb(Query Rewrite)\u548c\u64f4\u5c55(Query Expansion)\u662f\u5176\u4e2d\u4e00\u500b\u95dc\u9375\u5143\u4ef6\uff0c\u5c0d\u7d50\u679c\u54c1\u8cea\u6709\u76f4\u63a5\u5f71\u97ff\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf1f <a href=\"https:\/\/openai.com\/index\/introducing-our-next-generation-audio-models\/\">OpenAI \u65b0\u63a8\u51fa\u7684\u8a9e\u97f3\u6a21\u578b<\/a><\/h3>\n\n\n\n<p>OpenAI \u767c\u5e03\u4e86\u4e09\u500b\u5168\u65b0\u7684\u8a9e\u97f3\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5169\u6b3e\u8d85\u8d8a Whisper \u7684\u8a9e\u97f3\u8f49\u6587\u5b57\u6a21\u578b\uff1agpt-4o-transcribe \u548c gpt-4o-mini-transcribe\uff0c\u53ef\u4ee5\u80fd\u66f4\u7cbe\u78ba\u5730\u6355\u6349\u8a9e\u97f3\u7d30\u7bc0\uff0c\u5728\u53e3\u97f3\u3001\u5608\u96dc\u74b0\u5883\u548c\u4e0d\u540c\u8a9e\u901f\u5834\u666f\u4e2d\u8868\u73fe\u512a\u79c0<\/li>\n\n\n\n<li>\u4e00\u6b3e\u65b0\u7684 TTS \u6a21\u578b\uff1agpt-4o-mini-tts\uff0c\u53ef\u4ee5\u6307\u5c0e\u5b83\u5982\u4f55\u8aaa\u8a71\uff0c\u5177\u5099\u66f4\u4f73\u7684\u53ef\u64cd\u63a7\u6027<\/li>\n<\/ul>\n\n\n\n<p>OpenAI \u9084\u63a8\u51fa\u4e86\u7cbe\u7f8e\u7684\u5c55\u793a\u7db2\u9801 <a href=\"https:\/\/www.openai.fm\/\">openai.fm<\/a>\uff0c\u63d0\u4f9b\u4e92\u52d5\u5f0f\u9ad4\u9a57\u3002\u7528\u6236\u53ef\u9078\u64c7\u7528\u4e0d\u540c\u8072\u97f3\u3001\u60c5\u7dd2\u548c\u6307\u4ee4\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8acb\u8a73\u898b OpenAI \u7684 <a href=\"https:\/\/platform.openai.com\/docs\/guides\/audio\">\u8a9e\u97f3 API \u6587\u4ef6<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udc4d <a href=\"https:\/\/openai.com\/index\/new-tools-for-building-agents\/\">OpenAI \u65b0\u63a8\u51fa\u7684 Agents Tools<\/a><\/h3>\n\n\n\n<p>OpenAI \u63a8\u51fa\u4e86\u4e00\u7cfb\u5217 Agents \u76f8\u95dc\u5de5\u5177\uff0c\u5305\u62ec<\/p>\n\n\n\n<p>1\ufe0f\u20e3 \u65b0\u7684 Response API\uff0c\u53d6\u4ee3\u4e86\u4e4b\u524d\u7684 <a href=\"https:\/\/platform.openai.com\/docs\/assistants\/overview\">Assistants API<\/a> (\u9019\u500b API \u660e\u5e74\u6703gg\u95dc\u6389)\uff0c\u529f\u80fd\u611f\u89ba\u4e5f 87 \u5206\u50cf: \u6709\u72c0\u614b\u6703\u8a18\u5f97\u5c0d\u8a71 thread \u72c0\u614b\uff0c\u6709\u5167\u5efa\u5de5\u5177\u53ef\u4ee5\u8b93\u4f60\u4f7f\u7528\u3002\u8a73\u7d30\u53ef\u4ee5\u770b\u4e00\u4e0b <a href=\"https:\/\/platform.openai.com\/docs\/guides\/responses-vs-chat-completions\">Responses vs. Chat Completions<\/a> \u7684\u6bd4\u8f03\u8aaa\u660e\uff0c\u6ce8\u610f\u73fe\u5728\u5728 OpenAI API \u5f8c\u53f0\u7684\u53f3\u4e0a\u89d2\uff0c\u90fd\u53ef\u4ee5\u5207\u63db\u4f60\u662f\u8981\u7528\u54ea\u4e00\u7a2e API \u5f62\u5f0f\u3002<\/p>\n\n\n\n<p>\u63d0\u4f9b\u7684\u5167\u5efa\u5de5\u5177\u5305\u62ec:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65b0\u7684 <a href=\"https:\/\/platform.openai.com\/docs\/guides\/tools-web-search\">Web search \u5de5\u5177<\/a>: \u53ef\u4ee5\u900f\u904e Chat Completions API \u4f7f\u7528\uff0c\u4e5f\u53ef\u4ee5\u5728\u65b0\u7684 Responses API \u7528<\/li>\n\n\n\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/tools-file-search\">File search \u5de5\u5177<\/a>: \u9019\u5c31\u662f\u672c\u4f86 Assistants API \u7684\u77e5\u8b58\u5eab RAG \u529f\u80fd<\/li>\n\n\n\n<li>\u65b0\u7684 <a href=\"https:\/\/platform.openai.com\/docs\/guides\/tools-computer-use\">Computer use \u5de5\u5177<\/a>: \u9019\u53ea\u80fd\u5728 Responses API \u4f7f\u7528<\/li>\n\n\n\n<li>Code interpreter \u529f\u80fd\uff0c\u9810\u8a08\u63a8\u51fa\uff0c\u4e26\u53ea\u80fd\u5728 Responses API \u4f7f\u7528<\/li>\n<\/ul>\n\n\n\n<p>\u53e6\u5916\uff0c\u5728 X \u4e0a\u6709 OpenAI \u54e1\u5de5\u5206\u4eab\u9019\u500b\u65b0 API \u80cc\u5f8c\u7684<a href=\"https:\/\/x.com\/athyuttamre\/status\/1899541471532867821\">\u8a2d\u8a08\u6c7a\u7b56\u6545\u4e8b<\/a>\uff0c\u4e5f\u975e\u5e38\u6709\u610f\u601d\u3002\u9019\u500b\u65b0 API \u7684\u78ba\u6709\u6bd4\u820a\u7684 Assistants API \u512a\u79c0\u3002<br>\u53ea\u662f Chat Completions API \u76ee\u524d\u5df2\u662f\u696d\u754c de-facto \u6a19\u6e96\uff0cOpenAI \u4e5f\u77e5\u9053\u4e0d\u80fd\u4e0b\u67b6\u3002\u56e0\u6b64\u6211\u5011\u5f97\u540c\u6642\u770b\u5230\u5169\u7a2e API \u5f62\u5f0f\u597d\u4e00\u9663\u5b50\u56c9\u3002<\/p>\n\n\n\n<p>2\ufe0f\u20e3 \u57fa\u65bc OpenAI Swarm \u6846\u67b6\uff0c\u6b63\u5f0f\u63a8\u51fa\u5b98\u65b9\u7684 <a href=\"https:\/\/github.com\/openai\/openai-agents-python\">OpenAI Agents SDK<\/a>\uff0c\u9019\u4e5f\u5305\u62ec\u5728 OpenAI \u958b\u767c\u8005\u5f8c\u53f0\u4e5f\u63a8\u51fa Logs Trace \u529f\u80fd<\/p>\n\n\n\n<p>\u500b\u4eba\u5e7e\u9ede\u5fc3\u5f97:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c0d Computer Use \u5de5\u5177\u611f\u5230\u7a00\u5947\uff0c\u662f\u7528 OpenAI Operator \u540c\u6b3e\u4ed6\u5011\u5fae\u8abf\u904e\u7684\u5c08\u7528\u6a21\u578b\uff0c\u53ef\u80fd\u6709\u6bd4\u8f03\u53b2\u5bb3\uff0c\u6703\u60f3\u73a9\u73a9\u770b\u3002<\/li>\n\n\n\n<li>File search \u5de5\u5177\uff0c\u719f RAG \u7684\u8a71\u4f60\u5c31\u6703\u81ea\u5df1\u84cb\u624d\u597d\u7528\uff0c\u9019\u500b\u6211\u6703 pass\u3002<\/li>\n\n\n\n<li>Web Search \u5de5\u5177\uff0c\u5df2\u6709\u8f03\u6210\u719f\u7684\u7b2c\u4e09\u65b9\u670d\u52d9(<a href=\"https:\/\/tavily.com\/\">tavily<\/a> \u6216 <a href=\"https:\/\/exa.ai\/\">exa<\/a> \u6216 <a href=\"https:\/\/developers.google.com\/custom-search\/v1\/overview?hl=zh-tw\">google<\/a>\uff0c\u56e0\u6b64\u9019\u500b OpenAI \u5167\u5efa\u7684\u641c\u5c0b\u54c1\u8cea\u6703\u4ee4\u6211\u6253\u4e0a\u554f\u865f\u3002<\/li>\n\n\n\n<li>Code interpreter \u5de5\u5177\uff0c\u9019\u53ef\u4ee5\u81ea\u5df1\u84cb\u6216\u7528 <a href=\"https:\/\/e2b.dev\/\">e2b.dev\/<\/a><\/li>\n\n\n\n<li>OpenAI \u81ea\u5df1\u7684 logs trace \u529f\u80fd\uff0c\u6211\u4e00\u5411\u4e0d\u592a\u7528\u6a21\u578b\u5ee0\u5546\u7684 trace \u670d\u52d9\uff0c\u56e0\u70ba\u4f60\u7684 app \u5f88\u53ef\u80fd\u6703\u540c\u6642\u7528\u4e0d\u540c\u5bb6\u7684\u6a21\u578b\u554a \ud83d\ude05<\/li>\n<\/ul>\n\n\n\n<p>\u65b0\u7684 <a href=\"https:\/\/openai.github.io\/openai-agents-python\/\">OpenAI Agents SDK<\/a> \u6211\u89ba\u5f97\u503c\u5f97\u95dc\u6ce8\u4f7f\u7528\uff0c\u53ef\u80fd\u6703\u662f\u6211\u8a8d\u70ba\u6700\u597d\u7684 Agents \u958b\u767c\u6846\u67b6\uff0c\u6211\u4e4b\u524d\u5c31\u5f88\u559c\u6b61 <a href=\"https:\/\/github.com\/openai\/swarm\">OpenAI Swarm<\/a> \u7684 Handoffs \u8a2d\u8a08\u3002\u9019\u500b\u6b63\u5f0f\u7684 Agents SDK \u628a\u66f4\u591a\u529f\u80fd(Guardrails, Voice, Tracing, Structured Outputs \u7b49\u7b49)\u505a\u7684\u66f4\u5b8c\u6574\u4e86\uff0c\u8a2d\u8a08\u4e0a\u5b83\u4e5f\u53ef\u4ee5\u6539\u7528\u5176\u4ed6\u6a21\u578b\uff0c\u800c\u4e14\u6700\u8fd1\u9084\u652f\u63f4\u4e86\u5f88\u592f\u7684 <a href=\"https:\/\/openai.github.io\/openai-agents-python\/mcp\/\">MCP<\/a>\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162134710778971\">Facebook<\/a> \u8cbc\u6587\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfaf <a href=\"https:\/\/www.sergey.fyi\/articles\/gemini-flash-2\">Gemini 2.0 Flash \u505a PDF Parsing<\/a><\/h3>\n\n\n\n<p>\u7528 Gemini 2.0 Flash \u8655\u7406 PDF \u89e3\u6790\u88ab\u5927\u5bb6\u767c\u73fe\u975e\u5e38\u5177\u6709\u6210\u672c\u6548\u76ca\uff0cOCR \u6e96\u78ba\u5ea6\u4e5f\u975e\u5e38\u597d\u3002<br>\u5728\u9019\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6bcf\u4e00\u7f8e\u5143 Gemini 2.0 Flash \u53ef\u4ee5\u8655\u7406 6000 \u9801 PDF\uff0c\u76f8\u6bd4\u4e4b\u4e0b\u5176\u4ed6\u5bb6\u90fd\u8cb4\u5f97\u591a\u3002<\/p>\n\n\n\n<p>\u63a8\u85a6\u642d\u914d Structured Outputs \u7d50\u69cb\u5316\u8f38\u51fa\uff0c\u7a0b\u5f0f\u78bc\u53ef\u4ee5\u53c3\u8003 <a href=\"https:\/\/www.philschmid.de\/gemini-pdf-to-data\">From PDFs to Insights: Structured Outputs from PDFs with Gemini 2.0<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f <a href=\"https:\/\/blog.google\/technology\/google-deepmind\/gemini-model-thinking-updates-march-2025\/\">Google \u767c\u8868 Gemini 2.5 Pro<\/a><\/h3>\n\n\n\n<p>Google \u6700\u65b0\u63a8\u51fa\u7684 Gemini 2.5 Pro \u662f\u4e00\u500b\u63a8\u7406\u578b\u6a21\u578b\uff0c\u5728\u5404\u5927 benchmark \u8ddf\u6c1b\u570d\u8a55\u6e2c\u4e2d\uff0c\u7372\u5f97\u4e86\u5927\u5bb6\u7684\u597d\u8a55\u3002<\/p>\n\n\n\n<p>\u8eab\u70ba\u958b\u767c\u8005\uff0cGemini API \u4e00\u76f4\u6709\u500b\u554f\u984c\u662f\u5be6\u9a57\u7248\u6a21\u578b\u7684 <a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/rate-limits\">Rate Limit<\/a> \u7d66\u592a\u4f4e\u3002\u6709\u597d\u9577\u4e00\u6bb5\u6642\u9593 Gemini 2.0 Pro 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href=\"https:\/\/ihower.tw\/blog\/archives\/12611\">Agents \u6f14\u8b1b<\/a> \u5c31\u6709\u72e0\u72e0\u5410\u69fd\u8cea\u7591\u4e86\u8907\u96dc\u7684 Multi-agents \u7cfb\u7d71\u6c92\u6709\u6548\u76ca\u3002\u9019\u7bc7 UC Berkeley \u7684\u7814\u7a76\u6df1\u5165\u5206\u6790\u4e86\u963b\u7919 MAS \u6709\u6548\u6027\u7684\u6311\u6230\uff0c\u7d50\u679c\u5be6\u9318\u4e86\u4e00\u500b\u7d50\u8ad6\uff1a\u8207\u55ae\u4ee3\u7406\u6846\u67b6\u76f8\u6bd4\uff0cMAS \u5728\u5e38\u898b\u57fa\u6e96\u6e2c\u8a66\u4e2d\u7684\u6027\u80fd\u63d0\u5347\u5176\u5be6\u975e\u5e38\u6709\u9650\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u6307\u51fa\uff0cMAS \u5931\u6557\u7684\u6839\u672c\u539f\u56e0\u662f\u8a2d\u8a08\u7f3a\u9677\uff0c\u800c\u975e\u50c5\u50c5\u662f LLM \u672c\u8eab\u7684\u5c40\u9650\u6027\u3002\u5373\u4f7f LLM \u7684\u80fd\u529b\u5f97\u5230\u63d0\u5347\uff0cMAS \u4ecd\u7136\u53ef\u80fd\u56e0\u70ba Agents \u4e4b\u9593\u7684\u6e9d\u901a\u4e0d\u66a2\u3001\u89d2\u8272\u885d\u7a81\u7b49\u554f\u984c\u800c\u5931\u6557\u3002\u6e2c\u8a66\u7d50\u679c\u986f\u793a\uff0c\u7b2c\u4e00\u6b65\uff08\u9055\u53cd\u4efb\u52d9\u898f\u7bc4\uff09\u548c\u6700\u5f8c\u4e00\u6b65\uff08\u4e0d\u6b63\u78ba\u7684\u9a57\u8b49\uff09\u5931\u6557\u4f54\u6bd4\u76f8\u5c0d\u8f03\u9ad8\uff0c\u9019\u8868\u660e\u7cfb\u7d71\u7d93\u5e38\u5728\u4e00\u958b\u59cb\u5c31\u504f\u96e2\u8ecc\u9053\uff0c\u6216\u5728\u5b8c\u6210\u6642\u7121\u6cd5\u6b63\u78ba\u9a57\u8b49\u7d50\u679c\u3002<\/p>\n\n\n\n<p>\u904e\u5ea6\u8907\u96dc\u7684\u6846\u67b6\u5f80\u5f80\u6703\u5c0e\u81f4\u66f4\u591a\u5931\u6557\u6a21\u5f0f\u3002\u5728 LLM \u7684\u5e7b\u89ba\u548c\u932f\u8aa4\u5c0d\u9f4a\u554f\u984c\u5f97\u5230\u6709\u6548\u6539\u5584\u4e4b\u524d\uff0c\u7c21\u55ae\u3001\u5b9a\u7fa9\u660e\u78ba\u7684\u55ae\u4e00\u4ee3\u7406\u53ef\u80fd\u512a\u65bc\u8907\u96dc\u7684\u591a\u4ee3\u7406\u7cfb\u7d71\u3002<\/p>\n\n\n\n<p>\u6211\u8a8d\u70ba\u50cf OpenAI Swarm \u9019\u7a2e\u8f15\u91cf\u7d1a\u7684 MAS \u5be6\u73fe\uff0c\u624d\u662f\u76ee\u524d\u6bd4\u8f03\u53ef\u884c\u7684\u6a21\u7d44\u5316\u65b9\u5411\u3002\u5b83\u63d0\u4f9b\u4e86 Multi-Agents \u7cfb\u7d71\u7684\u57fa\u672c\u529f\u80fd\uff0c\u540c\u6642\u907f\u514d\u4e86\u66f4\u8907\u96dc\u7cfb\u7d71\u53ef\u80fd\u5e36\u4f86\u7684\u4e00\u4e9b\u5931\u6557\u6a21\u5f0f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5e0c\u671b\u4f60\u559c\u6b61\u9019\u96c6\u5167\u5bb9\uff01\u5982\u679c\u4f60\u60f3\u66f4\u6709\u7cfb\u7d71\u5730\u638c\u63e1\u9019\u4e9b LLM \u958b\u767c\u6280\u8853\uff0c\u6b61\u8fce\u5831\u540d\u6211\u7684<a href=\"https:\/\/aihao.tw\/llm\">\u5927\u8a9e\u8a00\u6a21\u578b LLM \u61c9\u7528\u958b\u767c\u5de5\u4f5c\u574a(2025\u5347\u7d1a\u7248)<\/a> \u8ab2\u7a0b\u3002\u4e5f\u6b61\u8fce\u628a\u9019\u9580\u8ab2\u63a8\u85a6\u7d66\u5c0d LLM \u61c9\u7528\u958b\u767c\u6709\u8208\u8da3\u7684\u670b\u53cb\uff01<\/p>\n\n\n\n<p>\u2013 ihower<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b \u6211\u662f ihower\uff0c\u6700\u8fd1\u7684\u71b1\u9580\u8a71\u984c\u662f\u5728\u540c\u4e00\u5929\u5167\u76f8\u9694\u5e7e\u5c0f\u6642\u767c\u8868 Ch &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/12679-aie-vistw\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 VisTW \u7e41\u9ad4\u4e2d\u6587\u7684\u8996\u89ba\u8a55\u6e2c\u548c Deep Search #25\u3009<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[91],"tags":[],"class_list":["post-12679","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3iv","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12679","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/comments?post=12679"}],"version-history":[{"count":4,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12679\/revisions"}],"predecessor-version":[{"id":12926,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12679\/revisions\/12926"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=12679"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=12679"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=12679"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}