together 11 Prompting techniques 13 General prompting / zero shot 13 One-shot & few-shot 15 System, contextual and role prompting 18 System prompting 19 Role prompting 21 Contextual prompting 23 Table contents Step-back prompting 25 Chain of Thought (CoT) 29 Self-consistency 32 Tree of Thoughts (ToT) 36 ReAct (reason & act) 37 Automatic Prompt Engineering 40 Code prompting 42 Prompts for writing Prompts for translating code 46 Prompts for debugging and reviewing code 48 What about multimodal prompting? 54 Best Practices 54 Provide examples 54 Design with simplicity 55 Be specific about the output

两种模型对比 V3 R1 如何提问？两种模型的提示语差异 • 基础模型（V3）：“过程-结果”清晰（指令） • 深度思考（R1）：目标清晰，结果可以模糊（推理） RTGO提示语结构 Role（角色） 定义AI的角色： 经验丰富的数据分析师 具备十年销售经验的SaaS系统商务 …… Task（任务） 具体任务描述： 写一份关于XXX活动的小红书宣推文案 写一份关于XX事件的舆论分析报告 另一种路径：DeepSeek R1 作为智能体 ü 角色 ü 功能 ü 技能 ü 约束 ü 工作流程 ü 输出格式 "全维度智能体提示框架" (Comprehensive Agent Prompting Framework, CAP Framework) 核心层: 1.身份定义 (Identity) •角色属性 •专业背景 •交互特征 执行层: 2. 能力矩阵 (Capability

is still available to signed-in users, in cases where uncertainty about the translation arises, prompting other translators to review it. The suggestions are scanned on a daily basis to remove duplicates Form Parameters 90 Chapter 1. User docs The Weblate Manual, Release 4.6.2 • string role_id – The unique role ID POST /api/groups/(int: id)/components/ Associate components with a group. Parameters /api/roles/ Creates a new role. Parameters • name (string) – Role name • permissions (array) – List of codenames of permissions GET /api/roles/(int: id)/ Returns information about a role. Parameters • id

is still available to signed-in users, in cases where uncertainty about the translation arises, prompting other translators to review it. The suggestions are scanned on a daily basis to remove duplicates Form Parameters 1.12. Weblate’s REST API 91 The Weblate Manual, Release 4.7 • string role_id – The unique role ID POST /api/groups/(int: id)/components/ Associate components with a group. Parameters /api/roles/ Creates a new role. Parameters • name (string) – Role name • permissions (array) – List of codenames of permissions GET /api/roles/(int: id)/ Returns information about a role. Parameters • id

is still available to signed-in users, in cases where uncertainty about the translation arises, prompting other translators to review it. The suggestions are scanned on a daily basis to remove duplicates ID Form Parameters 90 Chapter 1. User docs The Weblate Manual, Release 4.6 • string role_id – The unique role ID POST /api/groups/(int: id)/components/ Associate components with a group. Parameters /api/roles/ Creates a new role. Parameters • name (string) – Role name • permissions (array) – List of codenames of permissions GET /api/roles/(int: id)/ Returns information about a role. Parameters • id

is still available to signed-in users, in cases where uncertainty about the translation arises, prompting other translators to review it. The suggestions are scanned on a daily basis to remove duplicates Form Parameters 90 Chapter 1. User docs The Weblate Manual, Release 4.6.1 • string role_id – The unique role ID POST /api/groups/(int: id)/components/ Associate components with a group. Parameters /api/roles/ Creates a new role. Parameters • name (string) – Role name • permissions (array) – List of codenames of permissions GET /api/roles/(int: id)/ Returns information about a role. Parameters • id

is still available to signed-in users, in cases where uncertainty about the translation arises, prompting other translators to review it. The suggestions are scanned on a daily basis to remove duplicates Form Parameters 90 Chapter 1. User docs The Weblate Manual, Release 4.5.3 • string role_id – The unique role ID POST /api/groups/(int: id)/components/ Associate components with a group. Parameters /api/roles/ Creates a new role. Parameters • name (string) – Role name • permissions (array) – List of codenames of permissions GET /api/roles/(int: id)/ Returns information about a role. Parameters • id

is still available to signed-in users, in cases where uncertainty about the translation arises, prompting other translators to review it. The suggestions are scanned on a daily basis to remove duplicates Form Parameters 90 Chapter 1. User docs The Weblate Manual, Release 4.5.2 • string role_id – The unique role ID POST /api/groups/(int: id)/components/ Associate components with a group. Parameters /api/roles/ Creates a new role. Parameters • name (string) – Role name • permissions (array) – List of codenames of permissions GET /api/roles/(int: id)/ Returns information about a role. Parameters • id

is still available to signed-in users, in cases where uncertainty about the translation arises, prompting other translators to review it. The suggestions are scanned on a daily basis to remove duplicates Parameters: Form Parameters: Parameters: Parameters: Form Parameters: Parameters: string role_id – The unique role ID POST /api/groups/(int: id)/components/ Associate components with a group. id (int) new role. name (string) – Role name permissions (array) – List of codenames of permissions GET /api/roles/(int: id)/ Returns information about a role. id (int) – Role ID name (string) – Role name

is still available to signed-in users, in cases where uncertainty about the translation arises, prompting other translators to review it. The suggestions are scanned on a daily basis to remove duplicates Parameters: Form Parameters: Parameters: Parameters: Form Parameters: Parameters: string role_id – The unique role ID POST /api/groups/(int: id)/components/ Associate components with a group. id (int) new role. name (string) – Role name permissions (array) – List of codenames of permissions GET /api/roles/(int: id)/ Returns information about a role. id (int) – Role ID name (string) – Role name