第一篇 基礎(chǔ)篇
第1 章 LLM 概述 ·······················································································.2
1.1 認識LLM ······················································································.2
1.1.1 什么是LLM ··········································································.2
1.1.2 LLM 關(guān)鍵特性與核心能力 ·························································.3
1.1.3 LLM 發(fā)展歷程 ·······································································.3
1.1.4 LLM 的重要性與面臨的挑戰(zhàn) ······················································.4
1.2 LLM 選擇 ······················································································.5
1.2.1 主流LLM ·············································································.5
1.2.2 如何選擇和評估LLM 產(chǎn)品 ························································.7
1.3 Agent：讓LLM 走向行動 ··································································.8
1.3.1 Agent 核心特征及差異性 ···························································.8
1.3.2 Agent 基本構(gòu)成要素 ································································.9
1.3.3 Agent 技術(shù)原理與工作流程 ·······················································.11
1.3.4 Agent 與LLM 的關(guān)系 ······························································.12
1.4 主流Agent 平臺 ·············································································.13
1.4.1 大型科技公司Agent 平臺 ·························································.13
1.4.2 開源Agent 平臺 ·····································································.14
1.5 Agent 應用場景 ··············································································.15
第2 章 提示詞工程 ···················································································.17
2.1 什么是提示詞 ················································································.17
2.2 提示詞萬能框架 ·············································································.18
2.2.1 角色：AI 身份定位與視角設(shè)定 ··················································.18
2.2.2 工作流程：AI 任務拆解與執(zhí)行路徑 ············································.19
2.2.3 規(guī)則：AI 行為邊界與合規(guī)要求 ··················································.21
2.2.4 例子：AI 風格參照與質(zhì)量標桿 ··················································.23
2.2.5 輸出格式：AI 成果標準化與規(guī)范化呈現(xiàn) ·····································.25
2.3 提升長提示詞穩(wěn)定性的技巧 ······························································.28
第3 章 扣子平臺 ······················································································.38
3.1 扣子簡介 ······················································································.38
3.2 扣子的優(yōu)勢 ···················································································.38
3.3 扣子注冊及工作空間頁面 ·································································.39
3.3.1 注冊/登錄扣子 ······································································.39
3.3.2 扣子的用戶類型 ····································································.40
3.3.3 扣子頁面 ·············································································.41
3.4 扣子平臺架構(gòu) ················································································.44
3.4.1 扣子工作空間 ·······································································.44
3.4.2 扣子開發(fā)項目 ·······································································.44
3.4.3 扣子資源 ·············································································.45
3.4.4 平臺架構(gòu)總結(jié) ·······································································.46
3.5 扣子基本操作 ················································································.47
3.5.1 操作邏輯 ·············································································.47
3.5.2 在線學習資源 ·······································································.47
3.5.3 搭建Agent 頁面 ····································································.48
3.5.4 扣子應用 ·············································································.56
3.5.5 工作流頁面 ··········································································.65
第4 章 扣子變量及主要節(jié)點 ·······································································.74
4.1 變量 ····························································································.74
4.2 扣子工作流主要節(jié)點 ·······································································.81
4.2.1 開始節(jié)點 ·············································································.81
4.2.2 結(jié)束節(jié)點 ·············································································.82
4.2.3 大模型節(jié)點 ··········································································.82
4.2.4 插件節(jié)點 ·············································································.83
4.2.5 工作流節(jié)點 ··········································································.85
4.2.6 代碼節(jié)點 ·············································································.85
4.2.7 選擇器節(jié)點 ··········································································.86
4.2.8 意圖識別節(jié)點 ·······································································.87
4.2.9 循環(huán)節(jié)點 ·············································································.87
4.2.10 批處理節(jié)點·········································································.88
4.2.11 數(shù)據(jù)庫節(jié)點 ·········································································.89
4.2.12 知識庫檢索節(jié)點 ···································································.90
4.2.13 圖像生成節(jié)點 ······································································.90
4.2.14 畫板節(jié)點 ············································································.91
4.2.15 問答節(jié)點 ············································································.92
4.2.16 文本處理節(jié)點 ······································································.92
第5 章 5W2H 需求分析法 ··········································································.93
5.1 5W2H 分析法 ·················································································.93
5.2 5W2H 分析法在Agent 設(shè)計中的應用 ···················································.94
5.3 5W2H 分析客服聊天質(zhì)檢需求 ····························································.96
第二篇 實戰(zhàn)篇
第6 章 直播銷冠數(shù)字分身 ··········································································.98
6.1 場景概述 ······················································································.98
6.1.1 場景描述 ·············································································.98
6.1.2 痛點分析 ·············································································.98
6.2 需求分析 ······················································································.99
6.2.1 業(yè)務分析 ·············································································.99
6.2.2 解決方案梳理 ·······································································.99
6.2.3 展現(xiàn)效果 ···········································································.100
6.3 Agent 搭建與發(fā)布 ·········································································.101
6.3.1 Agent 搭建 ·········································································.101
6.3.2 Agent 調(diào)試與發(fā)布 ································································.103
第7 章 房產(chǎn)中介電話培訓體系 ···································································.107
7.1 場景概述 ····················································································.107
7.1.1 場景描述 ···········································································.107
7.1.2 痛點分析 ···········································································.107
7.2 需求分析 ····················································································.108
7.2.1 業(yè)務分析 ···········································································.108
7.2.2 解決方案梳理 ·····································································.108
7.2.3 展現(xiàn)效果 ···········································································.109
7.3 Agent 搭建與發(fā)布 ··········································································.111
7.3.1 Agent 搭建 ··········································································.111
7.3.2 Agent 調(diào)試與發(fā)布 ·································································.120
第8 章 微信公眾號智能回復 ·····································································.122
8.1 場景概述 ·····················································································.122
8.1.1 場景描述 ············································································.122
8.1.2 痛點分析 ············································································.122
8.2 需求分析 ·····················································································.123
8.2.1 業(yè)務分析 ············································································.123
8.2.2 解決方案梳理 ······································································.123
8.2.3 展現(xiàn)效果 ············································································.124
8.3 Agent 搭建與發(fā)布 ··········································································.125
8.3.1 Agent 搭建 ··········································································.125
8.3.2 Agent 調(diào)試與發(fā)布 ·································································.133
8.4 開發(fā)避坑 ·····················································································.134
第9 章 客服質(zhì)檢員 ·················································································.135
9.1 場景概述 ·····················································································.135
9.1.1 場景描述 ············································································.135
9.1.2 痛點分析 ············································································.135
9.2 需求分析 ·····················································································.136
9.2.1 業(yè)務分析 ············································································.136
9.2.2 解決方案梳理 ······································································.136
9.2.3 展現(xiàn)效果 ············································································.136
9.3 Agent 搭建與發(fā)布 ··········································································.138
9.3.1 工作流1 搭建 ······································································.138
9.3.2 工作流2 搭建 ······································································.156
9.3.3 Agent 搭建 ··········································································.161
9.3.4 Agent 調(diào)試與發(fā)布 ·································································.165
第10 章 行業(yè)信息匯報助手 ·······································································.167
10.1 場景概述 ···················································································.167
10.1.1 場景描述 ··········································································.167
10.1.2 痛點分析 ··········································································.167
10.2 需求分析 ···················································································.168
10.2.1 業(yè)務分析 ··········································································.168
10.2.2 解決方案梳理 ····································································.168
10.2.3 展現(xiàn)效果 ··········································································.169
10.3 Agent 搭建與發(fā)布 ········································································.170
10.3.1 工作流搭建 ·······································································.170
10.3.2 Agent 搭建 ········································································.188
10.3.3 Agent 調(diào)試與發(fā)布 ·······························································.191
10.3.4 飛書App 機器人 ································································.192
10.4 注意事項 ···················································································.193
10.5 擴展：AI 寫代碼 ·········································································.193
第11 章 作文批改助手 ·············································································.195
11.1 場景概述 ···················································································.195
11.1.1 場景描述 ··········································································.195
11.1.2 痛點分析 ··········································································.196
11.2 需求分析 ···················································································.196
11.2.1 業(yè)務分析 ··········································································.196
11.2.2 解決方案梳理 ····································································.197
11.2.3 展現(xiàn)效果 ··········································································.198
11.3 Agent 搭建與發(fā)布 ········································································.199
11.3.1 工作流搭建 ·······································································.199
11.3.2 Agent 搭建 ········································································.211
11.3.3 Agent 調(diào)試與發(fā)布 ·······························································.212
第12 章 多媒體古詩詞卡片 ·······································································.214
12.1 場景概述 ···················································································.214
12.2 需求分析 ···················································································.214
12.2.1 場景分析 ··········································································.214
12.2.2 解決方案梳理 ····································································.215
12.3 Agent 搭建與發(fā)布 ········································································.216
12.3.1 工作流搭建 ·······································································.216
12.3.2 Agent 搭建與卡片綁定 ·························································.226
12.4 結(jié)果展現(xiàn) ···················································································.231
第13 章 小紅書卡片 ················································································.232
13.1 場景概述 ···················································································.232
13.1.1 場景描述 ··········································································.232
13.1.2 痛點分析 ··········································································.232
13.2 需求分析 ···················································································.233
13.2.1 業(yè)務分析 ··········································································.233
13.2.2 解決方案梳理 ·····································································.233
13.3 Agent 搭建與發(fā)布 ········································································.233
13.3.1 工作流搭建········································································.234
13.3.2 Agent 搭建 ········································································.250
13.3.3 Agent 調(diào)試與發(fā)布································································.252
第14 章 爆款圖文制作 ·············································································.253
14.1 場景概述 ···················································································.253
14.1.1 場景描述 ··········································································.253
14.1.2 痛點分析 ··········································································.254
14.2 需求分析 ···················································································.254
14.2.1 場景分析 ··········································································.254
14.2.2 解決方案梳理 ·····································································.254
14.2.3 輸出結(jié)果展現(xiàn) ·····································································.256
14.3 Agent 搭建與發(fā)布 ········································································.256
14.3.1 工作流搭建與調(diào)試 ·······························································.256
14.3.2 Agent 搭建與調(diào)試································································.268
第15 章 短視頻創(chuàng)作 ················································································.274
15.1 場景概述 ···················································································.274
15.1.1 場景描述 ··········································································.274
15.1.2 痛點分析 ··········································································.274
15.2 需求分析 ···················································································.275
15.2.1 場景分析 ··········································································.275
15.2.2 解決方案梳理 ·····································································.275
15.3 工作流搭建與發(fā)布 ·······································································.278
15.3.1 工作流搭建········································································.278
15.3.2 工作流調(diào)試········································································.297
第三篇 展望篇
第16 章 Agent 發(fā)展趨勢之MCP ································································.300
16.1 扣子空間 ···················································································.301
16.1.1 扣子空間頁面介紹 ······························································.301
16.1.2 扣子空間案例一：圖文分析總結(jié) ············································.303
16.1.3 扣子空間案例二：小紅書博主數(shù)據(jù)自動分析及展現(xiàn) ····················.311
16.2 納米AI ·····················································································.323
16.2.1 納米AI 介紹 ·····································································.323
16.2.2 納米AI 案件一：AI 搜索Agent ··············································.324
16.2.3 納米AI 案例二：深度思考大模型+MCP 熱榜可視化 ···················.326
16.2.4 納米AI 案例三：納米Agent ·················································.328
16.3 Manus ·······················································································.332
16.3.1 Manus 頁面介紹 ·································································.332
16.3.2 案例：小紅書對標賬號分析與建議 ·········································.333
后記：踏上Agent 構(gòu)建之旅，開啟AI 高手的智慧人生 ·······································.336