[{"id":"xdjRka","title":"AI \u6642\u4ee3\uff0c\u6211\u70ba\u4ec0\u9ebc\u53ea\u8b80 FP Tests \u8207\u8cc7\u6599\u5eab\u7d50\u679c","summary":"AI \u6b63\u5728\u5feb\u901f\u53d6\u4ee3\u5927\u91cf\u5be6\u4f5c\u7d30\u7bc0\u3002\r\n\r\nController\u3001CRUD\u3001\u8cc7\u6599\u8f49\u63db\u3001Framework wiring\uff0c\u9019\u4e9b\u7a0b\u5f0f\u78bc\u4ecd\u7136\u91cd\u8981\uff0c\u4f46\u8d8a\u4f86\u8d8a\u9069\u5408\u4ea4\u7d66 AI \u5b8c\u6210\u3002\u5de5\u7a0b\u5e2b\u771f\u6b63\u7a00\u7f3a\u7684\u80fd\u529b\uff0c\u958b\u59cb\u5f80\u66f4\u9ad8\u5c64\u79fb\u52d5\uff1a\r\n\r\n* \u7cfb\u7d71\u6709\u54ea\u4e9b\u72c0\u614b\uff1f\r\n* \u5546\u696d\u898f\u5247\u5982\u4f55\u8f49\u63db\u72c0\u614b\uff1f\r\n* \u54ea\u4e9b\u689d\u4ef6\u6c38\u9060\u4e0d\u80fd\u88ab\u7834\u58de\uff1f\r\n...","pageview":17,"readable_publish_date":"07\u670825\u65e5","published_at":"2026-07-25T04:05:41.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/xdjRka","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"3kVMBx","title":"\u653e\u624b\u7d66 ai \u53bb\u5beb \u6211\u53ea\u770b domain model tests\u3001db \u8cc7\u6599\u8207\u526f\u4f5c\u7528","summary":"\u6211\u767c\u73fe \u76f4\u63a5\u770b domain model \u7684\u6e2c\u8a66 \u597d\u4e0d\u597d\u8b80 \u5c31\u53ef\u4ee5\u4e86\r\n\r\ndomain model -> \u6211\u76f4\u63a5\u770b\u6e2c\u8a66\u6613\u8b80\u6027 \u6709\u7a7a\u624d\u770b model \u672c\u8eab\r\napplication -> \u64cd\u4f5c\u771f\u5be6\u6d41\u7a0b\uff0c\u6aa2\u67e5 DB \u8207\u526f\u4f5c\u7528\r\n\r\n\u751a\u81f3\u53ef\u4ee5\u8aaa\uff0cmodel \u672c\u8eab\u662f\u5be6\u4f5c\u7d30\u7bc0\uff0c\u6e2c\u8a66\u624d\u662f\u771f\u6b63\u8981\u7dad\u8b77\u7684\u4ecb\u9762\r\n\r...","pageview":121,"readable_publish_date":"07\u670823\u65e5","published_at":"2026-07-23T02:39:46.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/3kVMBx","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"31olZq","title":"AI \u6642\u4ee3\u7684\u898f\u683c\u5354\u4f5c\uff1a\u73fe\u5728\u662f\u4e09\u7d44\u4eba\u99ac\u5728\u4e92\u52d5","summary":"\u8fd1\u671f\u5fc3\u5f97\uff06\u767c\u73fe\r\n\r\n1. \u8981\u7576\u6210\u4e09\u7d44\u4eba\u99ac\r\n2. \u4ee5\u524d\uff0c\u5ba2\u6236\u898f\u683c\u901a\u5e38\u5c0f\u65bc\u5be6\u969b\u9700\u6c42\uff1b\u73fe\u5728\uff0cAI \u898f\u683c\u53ef\u80fd\u5927\u65bc\u5be6\u969b\u9700\u6c42\u3002\r\n\r\n---\r\n\r\n\u4ee5\u524d\u505a\u8edf\u9ad4\uff0c\u901a\u5e38\u53ef\u4ee5\u60f3\u6210\u5169\u7d44\u4eba\u99ac\uff1a\r\n\r\n* \u5ba2\u6236\u63d0\u51fa\u9700\u6c42\r\n* \u5de5\u7a0b\u5e2b\u8ca0\u8cac\u8a2d\u8a08\u8207\u958b\u767c\r\n\r\n\u4f46\u73fe\u5728\u5ba2\u6236\u6703\u5148\u4f7f\u7528 AI \u7522\u751f\u898f\u683c\u3001\u6d41\u7a0b\u548c UI\uff0c\u5408\u4f5c\u65b9\u5f0f\u5df2\u7d93\u6539\u8b8a...","pageview":123,"readable_publish_date":"07\u670823\u65e5","published_at":"2026-07-23T01:24:17.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/31olZq","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"xdj8ka","title":"claude opus \u5e6b\u52a9\u6211\u5beb\u51fa\u4e86 \u6211\u4e00\u76f4\u60f3\u5beb\u537b\u5beb\u4e0d\u51fa\u7684\u7a0b\u5f0f\u78bc","summary":"\u8077\u6daf\u751f\u6daf \u505a\u4e86\u5b78\u8853\u7814\u7a76\u5f88\u4e45 \u771f\u7684\u5beb\u4e0d\u51fa\u4f86\r\n\r\n\u5076\u7136\u5354\u52a9\u5ba2\u6236\u958b\u767c\u4e00\u5957\u6709\u9ede\u8907\u96dc\u7684\u5c0f\u96fb\u5546 \u5728\u6211\u8868\u9054\u6211\u7684\u7406\u60f3\u4e4b\u5f8c claude opus \u597d\u50cf\u61c2\u6211\u65b9\u5411\r\n\r\n\u5e6b\u6211\u5beb\u51fa\u4f86\u4e86 \u6211\u611f\u89ba \u5c31\u50cf\u662f\u7d42\u65bc\u89f8\u6478\u5230\u4e86\u4e0a\u5e1d\r\n\r\n\u6211\u6c92\u8fa6\u6cd5\u6e05\u695a\u8868\u9054 \u9019\u5957 paradigm ... \u4f46\u662f\u6bd4\u4ec0\u9ebc\u90fd\u512a\u96c5\r\n\r\n---\r\n\r\nPHP ...","pageview":152,"readable_publish_date":"07\u670822\u65e5","published_at":"2026-07-22T07:56:14.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/xdj8ka","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"a9yeQa","title":"\u7db2\u9801\u8a2d\u8a08 \u591a\u8a9e\u7cfb\u4e3b\u984c \u7684\u5b57\u9ad4\u4f7f\u7528","summary":"\u5ba2\u6236\u7684 theme \u8981\u5957\u7528\u5230\u65e5\u672c\u3001\u7f8e\u570b\u3001\u53f0\u7063\u5b98\u7db2\r\n\r\n\u5b57\u9ad4\u7684\u4f7f\u7528 \u6709\u9ede tricky \u5c0f\u5c0f\u5be6\u9a57\u5982\u4e0b\r\n\r\nhttps:\/\/jsfiddle.net\/qb3exg2f\/\r\n\r\n\u53ef\u80fd\u67d0\u4e9b\u8a2d\u8a08\u9700\u6c42\u3001\u6216\u8aaa\u6280\u8853\u4e0a \u7167 jsfiddle \u9019\u6a23\u4e5f\u662f\u53ef\u4ee5\r\n\r\n\u4f46\u70ba\u4e86\u958b\u767c\u6642\u7684\u55ae\u7d14\u8207\u597d\u7dad\u8b77 \u6211\u7684\u5c0f\u5c0f\u5fc3\u5f97\u5982\u4e0b\r\n\r\n...","pageview":220,"readable_publish_date":"07\u670808\u65e5","published_at":"2026-07-08T02:07:21.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/a9yeQa","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"37Zmpx","title":"\u524d\u7aef\u52d5\u756b\u539f\u4f86\u6709\u9019\u6a23\u7684\u5957\u4ef6\u554a GSAP","summary":"\u770b\u5230\u5ba2\u6236\u7684\u5718\u968a\u505a\u4e86\u4e00\u500b\u5f88\u70ab\u7684\u52d5\u756b\r\n\r\n\u597d\u5947\u8a62\u554f\u4e86\u4e00\u4e0b\u7d30\u7bc0\r\n\r\nhttps:\/\/gsap.com\/\r\n\r\n\u539f\u4f86\u6709\u9019\u6a23\u7684\u5de5\u5177\u554a","pageview":217,"readable_publish_date":"07\u670806\u65e5","published_at":"2026-07-06T09:37:46.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/37Zmpx","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"31oNeq","title":"\u597d\u4e45\u6c92\u63a5\u5927\u516c\u53f8\u6848\u5b50\u4e86\uff0c\u771f\u5410\u8840\uff0c\u8d95\u5feb\u8a18\u9304\u4e00\u4e0b","summary":"\u5927\u5b78\u7562\u696d\u524d\u6211\u5c31\u77e5\u9053 \u63a5\u5927\u516c\u53f8\u3001\u653f\u5e9c\u6a19\u6848 \u9435\u5b9a\u4e0d\u9069\u5408\u6211\u500b\u6027\r\n\r\n30\u6b72\u524d\u6709\u5617\u8a66\u63a5\u89f8\u904e\u5e7e\u6b21 \u6211\u5be6\u5728\u5f88\u706b\u5927 \u6d41\u7a0b\u5197\u9577 \u505a\u4e8b\u4f4e\u6548\u7387 \u4ed8\u6b3e\u671f\u7a0b\u62d6\u5ef6\r\n\r\n\u800c\u4e14\u6211\u5f88\u61f7\u7591 \u6709\u591a\u5c11\u4eba\u60f3\u628a\u4e8b\u60c5\u505a\u597d \u6bcf\u500b\u4eba\u4f3c\u4e4e\u4e3b\u8981\u60f3\u907f\u514d\u88ab\u9577\u5b98\u7f75\u800c\u5df2 \u6211\u5be6\u5728\u89ba\u5f97\u5f88\u6d6a\u8cbb\u6642\u9593\r\n\r\n---\r\n\r\n\u6642\u9593\u5feb\u8f49 36\u6b72\u524d\u5f8c \u6211\u53c8\u63a5\u89f8\u4e86\u4e00\u4e0b \u55ef ...","pageview":271,"readable_publish_date":"07\u670806\u65e5","published_at":"2026-07-06T04:03:45.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/31oNeq","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"qZr2Vq","title":"\u4e45\u4e45\u6c92\u7528\u65b0\u7248 laravel \u73fe\u5728\u6b65\u9a5f\u62c6\u9019\u9ebc\u591a\uff1f","summary":"\u6211\u662f\u7528\u672c\u6a5f laradock \u74b0\u5883\r\n\r\n---\r\n\r\n```\r\nroot@bcaff282ab93:\/var\/www# \/root\/.config\/composer\/vendor\/bin\/laravel --version\r\nLaravel Installer 5.28.1\r\nroot@bcaff...","pageview":163,"readable_publish_date":"07\u670801\u65e5","published_at":"2026-07-01T03:21:24.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/qZr2Vq","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"aRKPVq","title":"\u53c8\u5dee\u9ede\u8ddf\u5ba2\u6236\u5435\u67b6","summary":"\u8b1b\u597d\u7684\u4e0a\u7dda\u6642\u9593 \u9023\u7e8c\u5ef6\u671f\u591a\u6b21\r\n\r\n\u8b1b\u597d\u8981\u7d66\u6211\u7d20\u6750\u7684\u6642\u9593 \u4e5f\u5728\u62d6 \u4e5f\u6c92\u5148\u8ddf\u6211\u8b1b\r\n\r\n\u706b\u5927\u5f88\u60f3\u958b\u55c6 \u8010\u5fc3\u8ddf chatgpt \u8a0e\u8ad6\u4e00\u4e0b \r\n\r\n\u8aaa\u662f\u9019\u5f88\u5e38\u898b \u73fe\u5be6\u6bd4\u8f03\u50cf\uff1a\r\n\r\n```\r\n\u9700\u6c42\r\n\u2193\r\n\u7b49\u7d20\u6750\r\n\u2193\r\n\u958b\u767c\r\n\u2193\r\n\u7b49\u4e3b\u7ba1\u78ba\u8a8d\r\n\u2193\r\n\u6539\u9700\u6c42\r\n\u2193\r\n\u7b49\u884c\u92b7\r\n\u2193\r\n\u7b49\u6cd5\u52d9\r\n\u2193\r\nl...","pageview":264,"readable_publish_date":"06\u670830\u65e5","published_at":"2026-06-30T01:52:14.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/aRKPVq","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"xdjjpa","title":"\u5927\u91cf\u63a5\u6848\u7684 laravel \u672c\u6a5f\u8207\u6b63\u5f0f\u6a5f \u74b0\u5883\u7814\u7a76","summary":"# \u672c\u6a5f\u958b\u767c\r\n\r\n\u6211 laradock \u7528\u5f88\u9806\u4e86 \u8dd1\u5341\u5e7e\u500b repo \u4f46\u5c31\u662f\u7528\u592a\u4e45 \u505c\u5728 php8.1 + mysql8.0\r\n\r\n\u5982\u679c\u9700\u8981\u65b0\u7248\u672c\u74b0\u5883\u5462\uff1f\u6bd4\u65b9\u8aaa php8.3 + mysql8.4\r\n\r\n\u6211\u767c\u73fe\u5728\u672c\u6a5f \u591a\u6e96\u5099\u4e00\u4efd laradock \u5373\u53ef \u975e\u5e38\u65b9\u4fbf \u6211\u53e6\u5916\u6e96\u5099\u8173\u672c\r\n\r\n```\r\nl...","pageview":92,"readable_publish_date":"06\u670828\u65e5","published_at":"2026-06-28T06:50:12.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/xdjjpa","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"3jAWjx","title":"\u6216\u8a31\u53ef\u4ee5\u7528\u4e09\u7a2e Protocol \u505a\u63a5\u6848\u751f\u610f","summary":"\u8fd1\u671f\u5c0f\u60f3\u6cd5\r\n\r\n\u4e09\u7a2e\u5354\u5b9a... \u4e09\u7a2e API \u683c\u5f0f...\r\n\r\n\u6216\u8a31 \u63a5\u6848\u751f\u610f\u53ef\u4ee5\u88ab\u6574\u7406\u6210\u4e09\u7a2e API \u683c\u5f0f\uff1a\r\n\r\n1. **Quote Spec\uff1a\u5831\u50f9 API**\r\n   \u6e05\u695a\u5b9a\u7fa9\u4e0d\u540c\u65b9\u6848\u7684\u7bc4\u570d\u3001\u50f9\u683c\u3001\u6642\u7a0b\u3001\u4ea4\u4ed8\u9805\u76ee\u8207\u4e0d\u5305\u542b\u7684\u5167\u5bb9\u3002\r\n\r\n2. **RD Talent Pool Spec\uff1a\u5de5\u7a0b...","pageview":88,"readable_publish_date":"06\u670825\u65e5","published_at":"2026-06-25T03:39:05.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/3jAWjx","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"qEknX3","title":"Launch \u516b\u6b21\u4e5f\u6c92\u4eba\u5728\u4e4e \u5c31\u662f\u5783\u573e\u7522\u54c1\u55ce","summary":"\u770b\u5230\u4e00\u7bc7\u6eff\u5c4c\u7684\u6574\u7406\r\n\r\nhttps:\/\/www.threads.com\/@marclouvion\/post\/DZulAzrmron?xmt=AQG0ijCcY9jUQZZvGzV1eAKE3gam_VqhuDtsGPLUamB2DKgEBaPuQ4D4Ssnzw7PhngsLUOjO&slof=1...","pageview":561,"readable_publish_date":"06\u670819\u65e5","published_at":"2026-06-19T10:16:05.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/qEknX3","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"31yR83","title":"Transformer block \u88e1\u6bd4\u8f03\u300c\u5de5\u7a0b\u8f14\u52a9\u300d\u4f46\u975e\u5e38\u91cd\u8981\u7684\u6771\u897f","summary":"\u9019\u4e09\u500b\u662f Transformer block \u88e1\u6bd4\u8f03\u300c\u5de5\u7a0b\u8f14\u52a9\u300d\u4f46\u975e\u5e38\u91cd\u8981\u7684\u6771\u897f\u3002\r\n\r\n```\r\n\u539f\u672c\u7684 token vector\r\n  \u2193\r\nLayerNorm\r\n  \u2193\r\nSelf-Attention\r\n  \u2193\r\nResidual Connection\r\n  \u2193\r\nLayerNorm\r\n  \u2193...","pageview":411,"readable_publish_date":"06\u670815\u65e5","published_at":"2026-06-15T07:18:50.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/31yR83","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"qPNrb3","title":"\u5f9e output logits \u5230 sampling","summary":"# My thoughts by chatgpt\r\n\r\n\u9019\u4e00\u6bb5\u6211\u7d42\u65bc\u6bd4\u8f03\u7406\u89e3 LLM \u6700\u5f8c\u300c\u751f\u51fa\u4e0b\u4e00\u500b token\u300d\u7684\u6d41\u7a0b\u4e86\u3002\r\n\r\n\u6a21\u578b\u771f\u6b63\u56f0\u96e3\u7684\u90e8\u5206\uff0c\u5176\u5be6\u662f\u5728\u524d\u9762\uff1a\u6574\u6bb5\u8f38\u5165\u7d93\u904e embedding\u3001attention\u3001MLP\u3001\u5f88\u591a\u5c64 transformer \u4e4b\u5f8c\uff0c\u6700\u5f8c\u7b97\u51fa\u4e00\u7d44 output lo...","pageview":403,"readable_publish_date":"06\u670815\u65e5","published_at":"2026-06-15T03:00:59.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/qPNrb3","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"alpg1a","title":"Output Logit \u8207\u6700\u5f8c\u4e00\u500b Token","summary":"## My thoughts by chatgpt\r\n\r\n\u4eca\u5929\u7406\u89e3\u5230 GPT \u7522\u751f\u4e0b\u4e00\u500b token \u7684\u6700\u5f8c\u968e\u6bb5\uff0c\u53eb\u505a output logit\u3002\r\n\r\n\u4e00\u958b\u59cb\u6211\u4ee5\u70ba Transformer \u88e1\u9762\u65e2\u7136\u662f token \u5f7c\u6b64\u4e92\u770b\uff0c\u90a3\u6700\u5f8c\u61c9\u8a72\u662f\u6574\u4e32 token \u4e00\u8d77\u62ff\u53bb\u9810\u6e2c\u4e0b\u4e00\u500b token\u3002\u53ef\u662f\u5f8c\u4f86\u624d\u641e...","pageview":421,"readable_publish_date":"06\u670815\u65e5","published_at":"2026-06-15T02:42:13.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/alpg1a","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"3Ddg63","title":"Attention Output \u8207 MLP \u5fc3\u5f97","summary":"# My thoughts by chatgpt\r\n\r\n\u6211\u539f\u672c\u4ee5\u70ba attention \u7b97\u5b8c\u95dc\u806f\u5206\u6578\u4e4b\u5f8c\uff0c\u5c31\u5dee\u4e0d\u591a\u53ef\u4ee5\u76f4\u63a5\u9032\u5230\u4e0b\u4e00\u5c64\u4e86\u3002\u5f8c\u4f86\u624d\u767c\u73fe\uff0c\u771f\u6b63\u7684\u6d41\u7a0b\u6bd4\u9019\u66f4\u7d30\u7dfb\u3002\r\n\r\n\u5728 self-attention \u88e1\uff0c\u6bcf\u500b token \u6703\u5148\u900f\u904e\u4e0d\u540c\u7684\u77e9\u9663\u8b8a\u6210 Q\u3001K\u3001V\uff1a\r\n\r\n```text\r\nX ...","pageview":422,"readable_publish_date":"06\u670815\u65e5","published_at":"2026-06-15T02:06:56.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/3Ddg63","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"qJWB1x","title":"Attention \u8ca0\u8cac\u4ea4\u63db\uff0cMLP \u8ca0\u8cac\u6d88\u5316","summary":"MLP = Multi-Layer Perceptron \u591a\u5c64\u611f\u77e5\u5668\r\n\r\n# My thoughts by chatgpt\r\n\r\n\u539f\u672c\u6211\u4ee5\u70ba Transformer \u88e1\u9762\uff0c\u6bcf\u500b token vector \u7d93\u904e QKV attention \u4e4b\u5f8c\uff0c\u5c31\u6703\u76f4\u63a5\u8b8a\u6210\u4e0b\u4e00\u5c64\u7684 input\u3002\u73fe\u5728\u624d\u767c\u73fe\uff0c\u4e8b\u60c5\u4e0d\u662f...","pageview":416,"readable_publish_date":"06\u670814\u65e5","published_at":"2026-06-14T14:51:34.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/qJWB1x","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"anNDka","title":"Transformer \u88e1\u7684 Head \u548c Layer","summary":"\u4eca\u5929\u91d0\u6e05\u4e86\u4e00\u500b\u5f88\u5bb9\u6613\u6df7\u6dc6\u7684\u5730\u65b9\uff1aGPT-2 small \u88e1\u7684 12\uff0c\u53ef\u80fd\u540c\u6642\u6307 12 layers\uff0c\u4e5f\u53ef\u80fd\u6307 12 heads\uff0c\u4f46\u9019\u5169\u500b\u610f\u601d\u5b8c\u5168\u4e0d\u540c\u3002\r\n\r\nLayer \u662f\u6a21\u578b\u7684\u6df1\u5ea6\u3002GPT-2 small \u6709 12 \u5c64 Transformer block\uff0c\u610f\u601d\u662f token vector \u6703\u50cf\u8d70\u6d41...","pageview":408,"readable_publish_date":"06\u670814\u65e5","published_at":"2026-06-14T14:44:12.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/anNDka","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"q44jLq","title":"Attention\uff1a\u539f\u4f86\u5c31\u662f\u77e9\u9663\u76f8\u4e58\u3001\u8f49\u6bd4\u4f8b\u3001\u6df7\u5408\u8cc7\u8a0a","summary":"# My thoughts by chatgpt\r\n\r\n\u6bcf\u500b token vector \u6703\u88ab\u8f49\u6210 Q\u3001K\u3001V \u4e09\u7a2e\u5411\u91cf\u3002\r\n\r\nQ \u53ef\u4ee5\u7406\u89e3\u6210\u300c\u6211\u60f3\u627e\u4ec0\u9ebc\u300d\u3002\r\nK \u662f\u300c\u6211\u6709\u4ec0\u9ebc\u7279\u5fb5\u53ef\u4ee5\u88ab\u5339\u914d\u300d\u3002\r\nV \u662f\u300c\u6211\u771f\u6b63\u63d0\u4f9b\u7684\u5167\u5bb9\u300d\u3002\r\n\r\n\u90a3 attention \u7684\u4e0b\u4e00\u6b65\uff0c\u5c31\u662f\u8b93\u6bcf\u500b token \u7684 Q...","pageview":421,"readable_publish_date":"06\u670814\u65e5","published_at":"2026-06-14T14:34:55.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/q44jLq","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}},{"id":"37l7ka","title":"LLM \u88e1\u7684 QKV\uff1a\u539f\u4f86\u5c31\u662f\u4e09\u5f35\u8d85\u5927\u7684\u53c3\u6578\u8868","summary":"# My thoughts by chatgpt\r\n\r\n\u6bcf\u500b token \u90fd\u6703\u5148\u88ab\u8f49\u6210\u4e00\u500b\u5411\u91cf\u3002\u9019\u500b\u5411\u91cf\u53ef\u80fd\u6709 768 \u7dad\u30014096 \u7dad\uff0c\u751a\u81f3\u66f4\u5927\u3002\u4e5f\u5c31\u662f\u8aaa\uff0c\u4e00\u500b token \u672c\u8cea\u4e0a\u5c31\u662f\u4e00\u4e32\u5f88\u591a\u5f88\u591a\u6578\u5b57\u3002\r\n\r\n\u9032\u5165 self-attention \u7684\u6642\u5019\uff0c\u9019\u500b token vector \u6703\u518d\u88ab\u8f49\u6210\u4e09...","pageview":414,"readable_publish_date":"06\u670814\u65e5","published_at":"2026-06-14T14:24:32.000000Z","canonical_url":"http:\/\/codelove.tw\/@howtomakeaturn\/post\/37l7ka","user":{"name":"\u7ad9\u9577\u963f\u5ddd","username":"howtomakeaturn","profile_image":"https:\/\/i.imgur.com\/UCzsTDX.png"}}]