{"id":12095,"date":"2024-04-30T15:36:49","date_gmt":"2024-04-30T07:36:49","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=12095"},"modified":"2025-07-19T19:31:40","modified_gmt":"2025-07-19T11:31:40","slug":"aie-generative-ai-engineer-knowledge-base","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/12095-aie-generative-ai-engineer-knowledge-base","title":{"rendered":"\u611b\u597d AI Engineer \u9031\u5831\u00a0\ud83d\ude80 \u6211\u7684 Generative AI Engineer \u77e5\u8b58\u5eab\u548c Waves in AI \u9304\u5f71 #11"},"content":{"rendered":"\n
\"\"<\/figure>\n\n\n\n

\u6211\u662f ihower\uff0c\u9019\u4e00\u96c6\u6574\u7406\u6211\u500b\u4eba\u6700\u8fd1\u7684\u767c\u8868\u548c\u77e5\u8b58\u5eab\uff0c\u4ee5\u53ca\u63a8\u85a6 Waves in AI \u9304\u5f71\u3002<\/p>\n\n\n\n\n\n\n\n

\ud83d\udd1d\u00a0\u56db\u6708\u4efd\u6211\u7684\u767c\u8868<\/a><\/h3>\n\n\n\n

\u9019\u500b\u6708\u6709\u505a\u4e86\u4e00\u5834\u77ed\u8b1b\u548c\u4e00\u500b\u4e2d\u6587\u7684\u5c0f\u8a55\u6e2c\uff0c\u8ff4\u97ff\u9084\u4e0d\u932f\u3002\u5206\u4eab\u7d66\u9084\u6c92\u770b\u904e\u7684\u670b\u53cb:<\/p>\n\n\n\n

* \u6dfa\u8ac7 Prompt \u81ea\u52d5\u6700\u4f73\u5316\u5de5\u5177 (\u6295\u5f71\u7247\u5167\u5bb9)<\/a>
* \u5404\u5bb6 LLM Tokenizer \u5206\u8a5e\u5668\u91dd\u5c0d\u7e41\u9ad4\u4e2d\u6587\u7684\u8a55\u6e2c\u6bd4\u8f03<\/a>
* \u4fc4\u7f85\u65af\u5957\u5a03(Matryoshka)\u5d4c\u5165\u6a21\u578b\u7c21\u4ecb<\/a><\/p>\n\n\n\n

\ud83c\udfafGenerative AI Engineer \u77e5\u8b58\u5eab<\/a><\/h3>\n\n\n\n

\u4e4b\u524d\u770b\u904e\u5361\u7247\u76d2\u7b46\u8a18\uff0c\u9019\u6b21\u5b78\u7fd2 AI \u7684\u8def\u4e0a\u7528 Obsidian \u7b46\u8a18\u7cfb\u7d71\u6642\u5c31\u76e1\u91cf\u62c6\u6210\u5361\u7247\u4f86\u6574\u7406\uff0c\u4e5f\u9678\u9678\u7e8c\u7e8c\u7d2f\u7a4d\u4e86\u5f88\u591a\u3002
\u96d6\u7136\u89ba\u5f97\u9084\u5f88\u4e0d\u8db3\uff0c\u883b\u591a\u6c92\u6709\u505a\u6458\u8981\u53ea\u6709\u6574\u7406\u9023\u7d50\u3002\u4e0d\u904e\u8981\u5b78\u7684\u65b0\u6771\u897f\u592a\u591a\u4e86\uff0c\u543e\u751f\u4e5f\u6709\u6daf\uff0c\u800c\u77e5\u4e5f\u65e0\u6daf\u3002
\u52a0\u4e0a\u5275\u696d\u5708\u5e38\u8b1b\u7684:  \u5982\u679c\u4f60\u5c0d\u81ea\u5df1\u7522\u54c1\u7684\u7b2c\u4e00\u500b\u7248\u672c\u4e0d\u611f\u5230\u5c37\u5c2c\uff0c\u90a3\u4f60\u63a8\u51fa\u7684\u592a\u665a\u4e86\u3002\u56e0\u6b64\u9019\u88e1\u5c31\u5148\u5206\u4eab\u7d66\u6709\u8208\u8da3\u7814\u7a76\u7684\u670b\u53cb\u5427\u3002<\/p>\n\n\n\n

* Generative AI Engineer \u77e5\u8b58\u5eab<\/a>
* Prompting \u958b\u767c\u77e5\u8b58\u5eab<\/a>
* RAG \u958b\u767c\u77e5\u8b58\u5eab<\/a>
* LangChain \u7684 RAG \u767c\u5c55<\/a>
* Llamaindex \u7684 RAG \u767c\u5c55<\/a>
* Agent \u958b\u767c\u77e5\u8b58\u5eab<\/a>
<\/p>\n\n\n\n

\ud83d\udc4aWaves in AI<\/a><\/h3>\n\n\n\n

\u4e0a\u9031\u516d 4\/27 \u7531 Li Lab \u4e3b\u8fa6\u7684 Waves in AI 2024 \u7684\u9304\u5f71\u51fa\u7210\u5566\uff01[\u5168\u90e8\u9304\u5f71<\/a>] [\u7814\u8a0e\u6703\u8b70\u7a0b<\/a>]
\u500b\u4eba\u63a8\u85a6\u9019\u56db\u5834\u6bd4\u8f03\u597d\u7406\u89e3:<\/p>\n\n\n\n

1. \u5229\u7528\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u81ea\u52d5\u8a55\u5206\u5b78\u751f\u4f5c\u696d\uff1a\u6848\u4f8b\u7814\u7a76<\/a> (\u674e\u5b8f\u6bc5 \u8001\u5e2b)<\/p>\n\n\n\n

\u8b1b\u4f7f\u7528 LLM \u6279\u6539\u4f5c\u696d\u7684\u7d93\u9a57\u3001\u5b78\u751f\u5982\u4f55 prompt injection \u653b\u64ca\u9632\u79a6<\/p>\n\n\n\n

2. \u5f9e\u6a5f\u5668\u4eba\u5230\u95a8\u871c\uff1a\u4f7f\u804a\u5929\u6a5f\u5668\u4eba\u7684\u6703\u8a71\u66f4\u5177\u4eba\u6027<\/a> (\u9673\u7e15\u5102 \u8001\u5e2b)<\/p>\n\n\n\n

\u8b1b Chatbot \u8981\u5148\u4e86\u89e3\u610f\u5716\u518d\u9078\u64c7\u52d5\u4f5c\uff0c\u4ee5\u53ca SalesBot \u6709\u5206\u9592\u804a\u968e\u6bb5\u548c\u4efb\u52d9\u968e\u6bb5\uff0c\u53ef\u4ee5\u66f4\u50cf\u4eba\u985e\u92b7\u552e\u54e1<\/p>\n\n\n\n

3. \u591a\u6a21\u614b\u6587\u672c\u7406\u89e3<\/a> (\u694a\u4fee\u7dad)<\/p>\n\n\n\n

\u8b1b\u5982\u4f55\u7d50\u5408\u6587\u5b57\u3001\u5716\u50cf\u3001\u6392\u7248\u4f86\u8fa8\u8b58\u6587\u4ef6\u7684\u6280\u8853\u767c\u5c55<\/p>\n\n\n\n

4. \u6253\u9020\u4e2d\u6587\u5316\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b<\/a> (\u9673\u5b9c\u660c)<\/p>\n\n\n\n

\u8b1b\u4e2d\u6587\u5316\u7684 LLM \u662f\u600e\u9ebc\u505a\u51fa\u4f86\u7684<\/p>\n\n\n\n

—<\/p>\n\n\n\n

\u4ee5\u4e0a\u3002\u9019\u5c01\u4fe1\u662f\u53ef\u4ee5\u56de\u4fe1\u7684\uff0c\u6b61\u8fce\u56de\u994b\u3001\u5206\u4eab\u4f60\u7684\u7d93\u9a57\u7d66\u6211\uff0c\u611f\u6fc0\u4e0d\u76e1\u3002
\u6b61\u8fce\u8ffd\u8e64\u6211\u7684 Facebook<\/a>\uff0c\u6709\u4e9b\u77e5\u8b58\u91cf\u4f4e\u4f46\u597d\u7b11\u7684\u53ea\u6703\u767c\u81c9\u66f8\u3002\u4e5f\u6b61\u8fce\u52a0\u5165 Telegram<\/a> \u8a0e\u8ad6\u6700\u65b0\u6642\u4e8b\u6d88\u606f\u548c\u516b\u5366\u3002<\/p>\n\n\n\n

\"\"<\/a><\/figure>\n\n\n\n

\u6700\u5f8c\u63d0\u9192\uff0c\u6211\u7684 LLM \u5de5\u4f5c\u574a\u8ab2\u7a0b<\/a>\uff0c\u65e9\u9ce5\u50f9\u5831\u540d\u5230\u4eca\u65e5 4\/30 \u622a\u6b62\u3002<\/p>\n\n\n\n

\u2013 ihower<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6211\u662f ihower\uff0c\u9019\u4e00\u96c6\u6574\u7406\u6211\u500b\u4eba\u6700\u8fd1\u7684\u767c\u8868\u548c\u77e5\u8b58\u5eab\uff0c\u4ee5\u53ca\u63a8\u85a6 Waves in AI \u9304\u5f71\u3002<\/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-12095","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-395","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12095","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=12095"}],"version-history":[{"count":9,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12095\/revisions"}],"predecessor-version":[{"id":13023,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12095\/revisions\/13023"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=12095"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=12095"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=12095"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}