{"id":9772,"date":"2026-06-30T02:23:11","date_gmt":"2026-06-29T18:23:11","guid":{"rendered":"https:\/\/infernews.com\/blog\/open-source-eeg-analysis-agent-workflows-and-prompts-for-neuradock-eeg-workstati\/"},"modified":"2026-06-30T02:25:49","modified_gmt":"2026-06-29T18:25:49","slug":"open-source-eeg-analysis-agent-workflows-and-prompts-for-neuradock-eeg-workstati","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/open-source-eeg-analysis-agent-workflows-and-prompts-for-neuradock-eeg-workstati\/","title":{"rendered":"NeuraDock Agent\uff1a\u628a 7 \u901a\u9053 EEG \u8b8a\u6210\u53ef\u7528\u72c0\u614b\u8a0a\u865f"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-5bb924d6bb52.jpg\" alt=\"Repository image for Neuradock\/eeg-workstation-agent\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">NeuraDock\/eeg-workstation-agent \u662f\u4e00\u500b\u672c\u5730\u512a\u5148\u7684 Python \u5de5\u5177\u9805\u76ee\uff0c\u4e5f\u53ef\u8996\u70ba\u9762\u5411\u61c9\u7528\u6574\u5408\u7684 EEG agent\u3002\u5b83\u4e3b\u8981\u5c07 NeuraDock EEG Workstation \u7684 7 \u901a\u9053\u8166\u96fb\u8a0a\u865f\uff0c\u8f49\u6210\u7d93\u904e\u8cea\u91cf\u6aa2\u67e5\u7684 visual cognitive-load \u72c0\u614b\uff0c\u8b93\u4ecb\u9762\u3001XR\u3001\u8eca\u8f09 HMI \u6216\u4e92\u52d5\u7cfb\u7d71\u53ef\u4ee5\u5373\u6642\u8b80\u53d6\uff0c\u800c\u4e0d\u5fc5\u76f4\u63a5\u8655\u7406\u539f\u59cb EEG\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u4e0d\u5c11 EEG \u6d41\u7a0b\u6703\u628a\u91cd\u5fc3\u653e\u5728\u539f\u59cb\u6ce2\u5f62\u986f\u793a\u3001\u96e2\u7dda\u5206\u6790\uff0c\u6216\u8b93\u958b\u767c\u8005\u81ea\u884c\u62fc\u63a5 preprocessing\u3001quality control \u8207\u7279\u5fb5\u63d0\u53d6\uff1b\u4f5c\u8005\u5728\u6280\u8853\u6587\u4ef6\u4e2d\u660e\u78ba\u53cd\u5c0d\u8b93\u901a\u7528 LLM \u76f4\u63a5\u5c0d\u611f\u6e2c\u7d50\u679c\u4f5c\u81ea\u7531\u89e3\u8b80\u7684\u505a\u6cd5\u3002\u9019\u500b\u9805\u76ee\u7684\u53d6\u5411\uff0c\u662f\u628a deterministic local EEG engine \u8207 hardware-aware language layer \u5206\u958b\uff1a\u524d\u8005\u8ca0\u8cac\u89e3\u6790\u3001\u524d\u8655\u7406\u3001spectral workflows \u8207 machine-readable artifacts\uff0c\u5f8c\u8005\u53ea\u63a5\u6536 allowlisted summary \u8207 versioned context pack\uff0c\u907f\u514d\u6a21\u578b\u5c0d 7-channel EEG \u8aaa\u51fa\u8d85\u51fa\u91cf\u6e2c\u908a\u754c\u7684\u7d50\u8ad6\u3002<\/p>\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"NeuraDock EEG Agent Workflow\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_xd-D-FtHxT4\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fxd-D-FtHxT4%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/xd-D-FtHxT4\" \/><meta itemprop=\"duration\" content=\"PT3M11S\" \/><meta itemprop=\"uploadDate\" content=\"2026-05-06T16:44:07Z\" \/><\/div><div id=\"lyte_xd-D-FtHxT4\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fxd-D-FtHxT4%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">NeuraDock EEG Agent Workflow<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/xd-D-FtHxT4\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fxd-D-FtHxT4%2F0.jpg\" alt=\"NeuraDock EEG Agent Workflow\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"Crowd Supply is a store, distributor, and crowdfunding platform. Our mission is to bring original, useful, respectful hardware to life. YouTube: https:\/\/www.youtube.com\/@crowd_supply Instagram: https:\/\/www.instagram.com\/crowdsupply\/ Discord: https:\/\/discord.com\/invite\/7p5huQ LinkedIn: https:\/\/www.linkedin.com\/company\/crowdsupply Mastodon: https:\/\/hachyderm.io\/@crowdsupply Bluesky: https:\/\/bsky.app\/profile\/crowdsupply.bsky.social\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n\n<p class=\"wp-block-paragraph\">\u90e8\u7f72\u8def\u7dda\u7b97\u6e05\u6670\u3002\u5132\u5b58\u5eab\u5217\u51fa Python \u7248\u672c\u7bc4\u570d\u3001\u652f\u63f4 Windows\u3001macOS\u3001Linux\uff0c\u4ea6\u63d0\u4f9b\u7121\u786c\u4ef6 synthetic replay\uff0c\u6240\u4ee5\u5c31\u7b97\u672a\u8cb7 NeuraDock EEG Workstation\uff0c\u4e5f\u53ef\u4ee5\u5148\u555f\u52d5\u672c\u5730 dashboard \u8207 API\uff0c\u6aa2\u67e5 <code>GET \/api\/status<\/code> \u6703\u8f38\u51fa\u54ea\u4e9b\u6b04\u4f4d\uff1b\u771f\u6b63\u9023\u63a5\u88dd\u7f6e\u6642\uff0cAgent \u6703\u7d93 TCP \u6536\u6d41\u3001\u505a online preprocessing\uff0c\u518d\u8f38\u51fa\u5982 <code>visual_load_index<\/code>\u3001<code>alpha_peak_hz<\/code>\u3001<code>alpha_suppression_from_baseline<\/code> \u53ca <code>quality.status<\/code> \u7b49\u72c0\u614b\u3002\u793a\u4f8b\u8cc7\u6599\u8981\u5230\u53e6\u4e00\u500b\u8cc7\u6599\u5132\u5b58\u5eab\u4e0b\u8f09\uff0c\u9019\u88e1\u6c92\u6709\u76f4\u63a5\u9644\u4e0a\u4eba\u985e EEG \u6578\u64da\uff0c\u53cd\u6620\u4f5c\u8005\u5c0d\u8cc7\u6599\u5b89\u5168\u8207\u5206\u767c\u908a\u754c\u76f8\u7576\u4fdd\u5b88\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u548c\u540c\u985e\u505a\u6cd5\u76f8\u6bd4\uff0c\u5b83\u7684\u5dee\u7570\u4e0d\u5728\u300c\u80fd\u5426\u5206\u6790 EEG\u300d\uff0c\u800c\u5728\u65bc\u5b83\u523b\u610f\u6536\u7a84\u53ef\u5ba3\u7a31\u7684\u7bc4\u570d\u3002\u9019\u5957\u5de5\u5177\u805a\u7126 posterior Alpha dynamics\u3001within-subject Rest\/Task visual cognitive-load comparison\uff0c\u4ee5\u53ca quality-gated adaptation\uff0c\u4e26\u6e05\u695a\u8aaa\u660e\u5b83\u4e0d\u662f medical device\uff0c\u4ea6\u4e0d\u80fd\u76f4\u63a5\u8a3a\u65b7 attention\u3001fatigue\u3001impairment \u6216\u8de8\u500b\u9ad4\u6bd4\u8f03\u8868\u73fe\u3002\u9019\u7a2e\u53d6\u6368\u4ee4\u5b83\u7684\u91ce\u5fc3\u6bd4\u4e00\u4e9b\u6cdb\u7528\u8166\u6a5f\u4ecb\u9762\u5e73\u53f0\u7d30\uff0c\u4f46\u63db\u4f86\u8f03\u53ef\u63a7\u7684\u8f38\u51fa\u8207\u8f03\u4f4e\u7684\u8aa4\u8b80\u98a8\u96aa\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u4f4d\u660e\u78ba<\/strong>\uff1a\u5c6c\u65bc\u672c\u5730\u57f7\u884c\u7684 EEG \u5206\u6790\u5de5\u5177\u9805\u76ee\uff0c\u91cd\u9ede\u662f\u628a 7 \u901a\u9053\u8a0a\u865f\u8f49\u6210\u61c9\u7528\u53ef\u8b80\u72c0\u614b\u3002<\/li>\n\n\n\n<li><strong>\u6e2c\u8a66\u9580\u6abb\u8f03\u4f4e<\/strong>\uff1a\u6709 synthetic replay\uff0c\u672a\u63a5\u786c\u4ef6\u90fd\u53ef\u4ee5\u5148\u9a57\u8b49 dashboard\u3001API \u8207\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u908a\u754c\u63a7\u5236\u505a\u5f97\u7d30<\/strong>\uff1aLLM \u4e0d\u63a5\u89f8 raw EEG \u8207 dense time-series arrays\uff0c\u53ea\u63a5\u6536\u7cbe\u7c21\u6307\u6a19\u8207\u53d7\u63a7\u4e0a\u4e0b\u6587\u3002<\/li>\n\n\n\n<li><strong>\u9069\u5408\u5373\u6642\u4e92\u52d5\u5834\u666f<\/strong>\uff1a\u8996\u89ba\u641c\u5c0b\u3001adaptive vehicle HMI\u3001cognitive load game \u90fd\u662f\u76f4\u63a5\u793a\u7bc4\u3002<\/li>\n\n\n\n<li><strong>\u8cc7\u6599\u89e3\u8b80\u6709\u9650\u5236<\/strong>\uff1a\u7d50\u679c\u504f\u5411\u500b\u9ad4\u5167\u6bd4\u8f03\uff0c\u4e0d\u9069\u5408\u628a\u4e0d\u540c\u4eba\u7684 workload \u5206\u6578\u76f4\u63a5\u653e\u5728\u540c\u4e00\u628a\u5c3a\u4e0a\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6027\u80fd\u63cf\u8ff0\u65b9\u9762\uff0c\u6280\u8853\u5831\u544a\u63d0\u4f9b\u4e86\u5e7e\u500b\u8fa8\u8b58\u5ea6\u5f88\u9ad8\u7684\u8a0a\u865f\u3002\u5176\u4e00\uff0c12 \u4efd\u9304\u97f3\u5728\u5341\u6b21 numerical repetitions \u4e0b\u5f97\u5230\u76f8\u540c structured results\uff0c\u5b8c\u6574 Rest\/Task \u57f7\u884c\u5728\u4e09\u6b21\u91cd\u8dd1\u4e0b\u4ea6\u7522\u751f\u76f8\u540c result\u3001report \u8207 figure hashes\uff0c\u8aaa\u660e deterministic pipeline \u4e0d\u662f\u53e3\u865f\u3002\u5176\u4e8c\uff0c\u4f5c\u8005\u505a\u4e86 request-capture \u8207 failure-injection experiments\uff0c\u6aa2\u67e5\u8cc7\u6599\u908a\u754c\u8207\u672c\u5730 artifacts \u5728 HTTP\u3001\u683c\u5f0f\u932f\u8aa4\u53ca\u9023\u7dda\u5931\u6557\u4e0b\u662f\u5426\u4ecd\u80fd\u4fdd\u7559\u3002\u5176\u4e09\uff0cboundary-awareness benchmark \u6db5\u84cb ordinary \u8207 adversarial questions\uff0c\u4e26\u7d50\u5408 qwen3.7-max \u548c kimi-k2.6 \u751f\u6210\u8f38\u51fa\uff1b\u9019\u90e8\u5206\u91cd\u9ede\u4e0d\u662f\u6bd4\u8f03\u54ea\u500b\u6a21\u578b\u6700\u8070\u660e\uff0c\u800c\u662f\u6aa2\u67e5\u8a9e\u8a00\u5c64\u6709\u6c92\u6709\u8d85\u8d8a\u786c\u4ef6\u8207\u5de5\u4f5c\u6d41\u5bb9\u8a31\u7684\u89e3\u91cb\u7bc4\u570d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f8\u95dc\u6a21\u578b\u8207\u7d44\u4ef6\u65b9\u9762\uff0cREADME \u6c92\u6709\u628a\u6838\u5fc3 EEG \u63a8\u7406\u5305\u88dd\u6210 foundation model\uff0c\u800c\u662f\u4ee5 reviewed workflows \u70ba\u4e2d\u5fc3\uff1b\u53ef\u898b\u7684\u5916\u90e8\u6a21\u578b\u4e3b\u8981\u662f optional LLM mode \u6703\u7528\u5230\u7684 LLM\uff0c\u4f8b\u5982 qwen3.7-max\u3001kimi-k2.6\u3002\u9069\u5408\u53d7\u76ca\u7684\u4eba\uff0c\u5305\u62ec\u505a HCI\u3001XR\u3001\u904a\u6232\u4e92\u52d5\u3001\u5fa9\u5065\u8a13\u7df4\u3001\u5de5\u696d\u76e3\u6e2c\u8207\u7814\u7a76\u539f\u578b\u7684\u5718\u968a\uff1b\u4ed6\u5011\u60f3\u8981\u7684\u901a\u5e38\u4e0d\u662f\u4e00\u5957\u91ab\u7642\u7d1a\u8a3a\u65b7\u7cfb\u7d71\uff0c\u800c\u662f\u4e00\u500b\u53ef\u4ee5\u7a69\u5b9a\u8f38\u51fa\u3001\u5bb9\u6613\u63a5\u5165\u524d\u7aef\u6216\u63a7\u5236\u908f\u8f2f\u3001\u53c8\u76e1\u91cf\u628a\u8cc7\u6599\u7559\u5728\u672c\u6a5f\u7684\u8166\u8a0a\u865f\u5de5\u5177\u93c8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.crowdsupply.com\/neuradock\/neuradock-eeg-workstation\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/Neuradock\/eeg-workstation-agent\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2606.26519\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u4e0d\u662f\u4e00\u822c\u8166\u6ce2\u5c55\u793a\u5de5\u5177\uff0c\u800c\u662f\u628a7\u901a\u9053EEG\u6574\u7406\u6210\u53ef\u4f9b\u61c9\u7528\u7a0b\u5f0f\u4f7f\u7528\u7684\u5373\u6642\u72c0\u614b\u3002\u5b83\u91cd\u9ede\u4e0d\u5728\u751f\u6210\u70ab\u6280\u4ecb\u9762\uff0c\u800c\u5728\u7a69\u5b9a\u89e3\u6790\u3001\u8cea\u91cf\u628a\u95dc\u8207\u672c\u5730\u8655\u7406\u3002<\/p>\n","protected":false},"author":8,"featured_media":9771,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[185,116,137,168,166,144,152,197],"tags":[],"class_list":["post-9772","post","type-post","status-publish","format-standard","hentry","category-qwen","category-agentic","category-api","category-linux","category-mac","category-medical","category-python","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9772","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=9772"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9772\/revisions"}],"predecessor-version":[{"id":9775,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9772\/revisions\/9775"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9771"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9772"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9772"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9772"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}