first_test

Co-authored-by: Copilot <copilot@github.com>

source/output/reports/bbb.md

@@ -0,0 +1,54 @@
+# 保留关注UP主分析与分组建议
+
+- 生成时间: 2026-04-26 17:32:08
+- 来源文件: aaa.md
+- 条目数: 5
+
+## 2. 温竣岩 (mid: 2026173074)
+
+### AI分析
+
+温竣岩内容聚焦深度社会议题，涵盖存储芯片、职业教育、财税医改等硬核分析，兼具学术著作解读与产业观察，主题严肃专业，信息密度高，适合知识型观众。
+
+### 分组建议
+
+- 预设分组: A_硬核知识保留
+- 建议动作: 保留关注
+- 判断依据: 标题多涉及改革、产业、学术等深度话题，命中硬核知识规则词，内容优质但非每日必读级别，故保留而非取关。
+
+## 3. 考研英语马天艺老师 (mid: 1357612844)
+
+### AI分析
+
+马天艺老师专注于考研英语和四六级备考，内容涵盖词汇记忆、语法学习、常见误区解析等实用技巧，旨在帮助考生高效提升英语能力。视频标题多为具体学习方法指导，如单词记忆技巧、语法入门路径等，适合备考学生系统学习。
+
+### 分组建议
+
+- 预设分组: B_技能学习保留
+- 建议动作: 保留关注
+- 判断依据: 内容高度匹配技能学习主题，命中规则词如'单词背了'、'语法零基础'、'学习路径'等，提供实用备考技巧，对目标用户有价值，故建议保留。
+
+## 4. 赛博食录 (mid: 1937308559)
+
+### AI分析
+
+赛博食录专注于食品科技与饮食文化，涵盖3D打印食物、咖啡价格、帝王蟹市场等硬核分析，内容兼具专业性与趣味性，但缺乏编程或技能类干货，定位偏向知识科普。
+
+### 分组建议
+
+- 预设分组: A_硬核知识保留
+- 建议动作: 保留关注
+- 判断依据: 内容专业稳定，涉及食品科技与历史，符合硬核知识标准；但非每日必读或编程类，故归入A组。
+
+## 5. 黑毛羊驼 (mid: 475443398)
+
+### AI分析
+
+黑毛羊驼专注于古生物、人类演化、神秘生物等科普内容，标题专业性强，涵盖恐龙、哺乳动物、人类起源等硬核知识，内容稳定且深度较高。
+
+### 分组建议
+
+- 预设分组: A_硬核知识保留
+- 建议动作: 保留关注
+- 判断依据: 内容专业度高，涉及古生物和演化等硬核科普，稳定性强，符合A组对知识深度的要求，值得保留。
+

source/output/reports/up_keep_follow_only.md

@@ -0,0 +1,65 @@
+# 保留关注UP主分析与分组建议
+
+- 生成时间: 2026-04-26 17:31:39
+- 来源文件: aaa.md
+- 条目数: 5
+
+## 1. 小约翰可汗 (mid: 23947287)
+
+### AI分析
+
+小约翰可汗近期视频以历史事件、国际组织与硬核人物为主，如伊朗革命系列、神奇组织与硬核狠人系列，内容偏向知识性与稳定性，但缺乏编程或技能类干货，整体属于中高专业度。
+
+### 分组建议
+
+- 预设分组: A_硬核知识保留
+- 建议动作: 保留关注
+- 判断依据: 内容聚焦历史与国际议题，专业度较高且更新稳定，符合硬核知识保留标准，但未达核心必读级别，故建议保留。
+
+## 2. 温竣岩 (mid: 2026173074)
+
+### AI分析
+
+温竣岩内容聚焦深度社会议题，涵盖存储芯片、职业教育、财税医改等硬核分析，兼具学术著作解读与产业观察，主题严肃专业，信息密度高，适合知识型观众。
+
+### 分组建议
+
+- 预设分组: A_硬核知识保留
+- 建议动作: 保留关注
+- 判断依据: 标题多涉及改革、产业、学术等深度话题，命中硬核知识规则词，内容优质但非每日必读级别，故保留而非取关。
+
+## 3. 考研英语马天艺老师 (mid: 1357612844)
+
+### AI分析
+
+马天艺老师专注于考研英语和四六级备考，内容涵盖词汇记忆、语法学习、常见误区解析等实用技巧，旨在帮助考生高效提升英语能力。视频标题多为具体学习方法指导，如单词记忆技巧、语法入门路径等，适合备考学生系统学习。
+
+### 分组建议
+
+- 预设分组: B_技能学习保留
+- 建议动作: 保留关注
+- 判断依据: 内容高度匹配技能学习主题，命中规则词如'单词背了'、'语法零基础'、'学习路径'等，提供实用备考技巧，对目标用户有价值，故建议保留。
+
+## 4. 赛博食录 (mid: 1937308559)
+
+### AI分析
+
+赛博食录专注于食品科技与饮食文化，涵盖3D打印食物、咖啡价格、帝王蟹市场等硬核分析，内容兼具专业性与趣味性，但缺乏编程或技能类干货，定位偏向知识科普。
+
+### 分组建议
+
+- 预设分组: A_硬核知识保留
+- 建议动作: 保留关注
+- 判断依据: 内容专业稳定，涉及食品科技与历史，符合硬核知识标准；但非每日必读或编程类，故归入A组。
+
+## 5. 黑毛羊驼 (mid: 475443398)
+
+### AI分析
+
+黑毛羊驼专注于古生物、人类演化、神秘生物等科普内容，标题专业性强，涵盖恐龙、哺乳动物、人类起源等硬核知识，内容稳定且深度较高。
+
+### 分组建议
+
+- 预设分组: A_硬核知识保留
+- 建议动作: 保留关注
+- 判断依据: 内容专业度高，涉及古生物和演化等硬核科普，稳定性强，符合A组对知识深度的要求，值得保留。

source/output/uids/unfollow_mids_list.txt

@@ -0,0 +1 @@
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source/output/uids/unfollow_mids_list_1.txt

@@ -0,0 +1 @@
+1044673687,1481344732,1858861103,444728505,23947287,35807625,111714204,1587138171,440798355,33291981,11914415,436700803,3493282273299102,612593877,2125857107,2000819931,507448807,505935166,14524124,385200931,1769820463,1562896062,3493285194632125,3493264275540254,479424216,604710494,1016523517,1428318343,700817047,543931674,1590538073,1574721168,432752294,3494376355400290,1795221360,4848323,495224316,3493258518858434,379247856,32360194,381653678,274928598,475656605,365212208,3546378525477862,35339643,1747335,1263990139,3493263038220393,251642119,387412319,1212367465,589747109,1025542770,23770618,3494350482836026,54091976,599449178,1715594148,3493127266503448,1767282898,487505057,630874464,1264711195,3537118481615036,319358609,518742534,385172962,4401694,474803476,525382468,3546595513600180,295993972,476819048,21435789,1725223092,2114928296,174471602,1480366563,17095888,295100453,1305776725,25694274,14797570,166828,385126080,3461582166166488,3537120815745590,489302782,73674032,1500074803,68134500,1047158092,3546571071293861,124806013,26055664,441631812,243680430,601300995,108526737

source/output/uids/unfollow_mids_list_2.txt

@@ -0,0 +1 @@
+2100151539,3546603229023143,1749224369,3493133887211865,56300844,255139870,23244398,3493291869866324,3494354444355822,3546593938639500,1098004826,94577838,21849780,35105301,423319981,535023713,224560702,3546637651675315,3494361759221832,1640934198,1710911403,14342271,2031277323,603430640,3546568640694467,1741962246,1304346514,283389925,3461575868418125,3546622413768823,3494364269513335,185549749,502539494,73528331,510767506,3461579156752681,238171381,3546627212052911,448165099,1975692083,542824499,16243913,3494354016537425,316627722,1944667205,1433031509,3546387566299549,496787581,3546643550963789,382423121,600428973,430426421,325848853,735958,35162124,668794433,3546390949005555,478548163,3546672034482563,250584301,485234598,1555665460,6776617,108709998,437840703,28378491,67079745,1606682745,629101318,452161580,3493089637305282,374377163,213845897,323713206,272107494,622986240,1773278179,3546656899336980,67141499,318331,285027361,114366178,203983793,1283676771,1965933018,470624011,3546583482239276,3493281239402498,1475977561,2016676980,1209319826,1335124945,416206486,129860965,1780480185,1809567655,245645656,1937416537,1060544882,1335713025

source/output/uids/unfollow_mids_list_3.txt

@@ -0,0 +1 @@
+3546617688886097,3546752326044595,3546613148551357,652060948,2116071253,97407861,3546908731639909,3546693165386233,278761367,323588182,486989780,3494353494345852,96609715,264869770,478849208,1679822121,19414347,3493127314737312,702915816,482867012,3546969421122388,3546590214097572,501642082,458165375,3546662484052067,481153145,1159873315,3546857594685834,1508100119,111900,1732848825,3546606469123022,106685726,490494088,1511660367