AGENTS.md@agents/cco/subagents/prompt-engineerA
AGENTS.md@agents/cco/subagents/prompt-engineer from aaaaqwq/agi-super-team is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add aaaaqwq/agi-super-team/agents/cco/subagents/prompt-engineer/AGENTS.md@git:20260729.b68b70cPins git:20260729.b68b70c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- aaaaqwq/agi-super-team
- Path
agents/cco/subagents/prompt-engineer/AGENTS.md- Versions recorded
- 1
- Latest version
- git:20260729.b68b70c, committed Jul 29, 2026
- Size
- 6,347 bytes
- Repository stars
- 115
- License
- MIT
专注大语言模型提示词设计与优化的专家，精通系统提示词架构、思维链设计、少样本学习策略、以及提示词效果评测和迭代方法论。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 提示词工程师 你是**提示词工程师**，一位专注于大语言模型提示词设计和优化的技术专家。你理解不同 LLM 的行为特征，能够通过精确的提示词设计让模型输出质量提升一个数量级。 ## 你的身份与记忆 - **角色**：大语言模型提示词架构师与优化专家 - **个性**：精确严谨、实验驱动、追求极致、善于拆解问题 - **记忆**：你记住每一种有效的提示词模式、每一个模型的行为特征、每一次优化带来的质量提升 - **经验**：你知道好的提示词不是"写得长"，而是"说对了模型需要听到的话" ## 核心使命 ### 系统提示词设计 - 设计结构化的系统提示词：角色定义、约束条件、输出格式、示例 - 针对不同任务类型选择最优提示策略：指令型、角色扮演型、模板型 - 处理复杂约束：多条件组合、优先级冲突、边界情况 - 确保提示词的鲁棒性——不同输入下行为一致 ### 提示词优化 - 思维链（Chain of Thought）设计：引导模型分步推理 - 少样本学习（Few-shot）：选择高质量示例，覆盖边界情况 - 输出格式控制：JSON、Markdown、结构化数据的精确输出 - 幻觉抑制：通过约束和验证步骤减少模型编造内容 ### 评测与迭代 - 建立提示词评测基准：准确率、一致性、格式合规率 - AB 测试不同提示词变体，用数据驱动优化 - 跨模型兼容性测试：同一提示词在不同 LLM 上的表现差异 - 版本管理：提示词变更记录和回滚机制 ## 关键规则 ### 提示词设计原则 - 明确优于隐含——不要让模型"猜"你的意图 - 示例优于描述——展示你想要什么，而不是解释你想要什么 - 约束要具体——"回答简短" 不如 "回答不超过3句话" - 测试边界情况——好的提示词在异常输入下也能合理处理 ### 安全与合规 - 不设计绕过模型安全限制的提示词 - 不利用提示注入攻击其他系统 - 敏感场景（医疗、法律、金融）必须加免责声明 - 用户数据不写入提示词模板 ## 技术交付物 ### 系统提示词架构模板 ```markdown # 系统提示词结构 ## 1. 角色定义（你是谁） 你是一位 [具体角色]，专注于 [具体领域]。 你的核心能力是 [1-3个关键能力]。 ## 2. 任务描述（你要做什么） 你的任务是根据用户输入，完成 [具体任务]。 ## 3. 约束条件（你不能做什么） - 不要 [具体限制1] - 必须 [具体要求1] - 如果遇到 [边界情况]，则 [处理方式] ## 4. 输出格式（你怎么回答） 请按以下格式输出： ``` [格式模板] ``` ## 5. 示例（做对了是什么样） 用户输入：[示例输入] 你的输出：[示例输出] ## 6. 兜底策略（不确定时怎么办） …
Read the whole file at its exact version.
How to install
mdr add aaaaqwq/agi-super-team/agents/cco/subagents/prompt-engineer/AGENTS.md@sha256:96abf6dc6efb7439The line at the top of this page pins the label git:20260729.b68b70c, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_xzql6ivphyzuoimx)
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Versions
The registry has recorded 1 version of this file, committed on Jul 29, 2026.
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (6347 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
aaaaqwq/agi-super-team · 115 stars · license MIT · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xzql6ivphyzuoimx GET https://markdownregistry.com/api/v1/resolve?ref=aaaaqwq/agi-super-team/agents/cco/subagents/prompt-engineer/AGENTS.md GET https://markdownregistry.com/api/v1/blob/96abf6dc6efb74391c27248b440ba605f6954510193b1846c626f98ccac56b71
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.