Deep Research — 4-Round Exploration Protocol
Version: 1.1.0 | Author: Shadows Company | License: MIT
WHEN TO TRIGGER
- - Major architectural decision (monolith vs microservices, framework choice)
- Technology evaluation (comparing databases, languages, cloud providers)
- Strategic planning requiring deep analysis
- User says "deep research", "explore deeply", "analyze thoroughly"
- Complex problem with no obvious solution
WHEN NOT TO TRIGGER
- - Simple factual questions
- Quick bug fixes or small code changes
- User wants a fast answer, not a deep dive
PREREQUISITES
No binaries required. This skill uses only the agent's reasoning and search capabilities. It does not execute code, access the filesystem, or require any external tools.
PROTOCOL — 4 ROUNDS
Round 1 — EXPLORER
Goal: Map the landscape exhaustively.
- 1. Search for existing solutions, papers, articles, repos
- Identify all major approaches and frameworks
- List key players, tools, and technologies
- Note emerging trends and experimental approaches
- Collect data points: performance, adoption, community size
Output: Landscape map with 5-10 options discovered.
Round 2 — DEVIL'S ADVOCATE
Goal: Stress-test every option ruthlessly.
For each option from Round 1:
- 1. What could go wrong? (failure modes)
- What are the hidden costs? (maintenance, vendor lock-in, learning curve)
- What are the scaling limits?
- Who tried it and failed? Why?
- What does the opposition say?
Output: Risk matrix — each option with 3-5 identified weaknesses.
Round 3 — MULTI-PERSPECTIVE SYNTHESIS
Goal: Evaluate from 5 different viewpoints.
Analyze remaining options through these lenses:
- 1. Engineer: Technical merit, DX, testability, performance
- Architect: Scalability, extensibility, integration patterns
- Product: Time-to-market, user impact, iteration speed
- Security: Attack surface, data flow, compliance
- Business: Cost, hiring market, ecosystem maturity
Output: Perspective matrix — scores per option per viewpoint.
Round 4 — CRYSTALLIZE
Goal: Produce a clear, actionable recommendation.
- 1. Synthesize all rounds into a decision framework
- Rank final options with explicit scoring criteria
- Declare a primary recommendation with confidence level
- Define a fallback option
- List concrete next steps (PoC tasks, benchmarks to run)
Output: Decision document with recommendation + action plan.
RULES
- 1. Complete all 4 rounds — never skip, even if answer seems obvious early
- Evidence-based — every claim must cite a source or data point
- Contrarian thinking — actively seek arguments against your preferred option
- No premature convergence — Round 1-2 must remain open, narrowing only in Round 3-4
- Actionable output — final round must include concrete next steps
SECURITY CONSIDERATIONS
This is a pure reasoning and analysis skill. It has zero code execution, zero network access, zero file modification, and zero persistence. The agent uses only its reasoning capabilities and available search tools to gather and synthesize information. This skill carries the lowest possible risk profile.
- - Commands executed: None
- Data read: None (agent reasoning only)
- Network access: Only via agent's built-in search tools (not direct)
- Persistence: None
- Credentials: None required
OUTPUT FORMAT
CODEBLOCK0
Published by Shadows Company — "We work in the shadows to serve the Light."
深度研究 — 四轮探索协议
版本:1.1.0 | 作者:Shadows Company | 许可证:MIT
触发条件
- - 重大架构决策(单体 vs 微服务、框架选择)
- 技术评估(比较数据库、编程语言、云服务商)
- 需要深入分析的战略规划
- 用户提出深度研究、深入探索、全面分析
- 无明显解决方案的复杂问题
不触发条件
- - 简单的事实性问题
- 快速修复漏洞或小规模代码变更
- 用户需要快速答案而非深度探究
前置条件
无需二进制文件。本技能仅使用智能体的推理和搜索能力。不执行代码、不访问文件系统、不依赖任何外部工具。
协议 — 四轮流程
第一轮 — 探索者
目标:全面绘制领域全景图。
- 1. 搜索现有解决方案、论文、文章、代码仓库
- 识别所有主要方法和框架
- 列出关键参与者、工具和技术
- 关注新兴趋势和实验性方法
- 收集数据点:性能、采用率、社区规模
输出:发现5-10个选项的领域全景图。
第二轮 — 魔鬼代言人
目标:对每个选项进行严苛的压力测试。
针对第一轮中的每个选项:
- 1. 可能出现什么问题?(故障模式)
- 隐藏成本有哪些?(维护成本、供应商锁定、学习曲线)
- 扩展限制是什么?
- 谁尝试过但失败了?原因是什么?
- 反对者怎么说?
输出:风险矩阵 — 每个选项附带3-5个已识别的弱点。
第三轮 — 多视角综合
目标:从5个不同视角进行评估。
通过以下视角分析剩余选项:
- 1. 工程师视角:技术价值、开发者体验、可测试性、性能
- 架构师视角:可扩展性、可扩展性、集成模式
- 产品视角:上市时间、用户影响、迭代速度
- 安全视角:攻击面、数据流、合规性
- 业务视角:成本、招聘市场、生态系统成熟度
输出:视角矩阵 — 每个选项在每个视角下的评分。
第四轮 — 结晶
目标:生成清晰、可执行的建议。
- 1. 将所有轮次综合为决策框架
- 使用明确的评分标准对最终选项进行排序
- 宣布主要建议并附置信度
- 定义备选方案
- 列出具体后续步骤(概念验证任务、需运行的基准测试)
输出:包含建议和行动计划的决策文档。
规则
- 1. 完成全部4轮 — 即使答案早期看似明显,也绝不跳过
- 基于证据 — 每个主张必须引用来源或数据点
- 逆向思维 — 主动寻找反对你偏好选项的论据
- 避免过早收敛 — 第1-2轮必须保持开放,仅在第3-4轮收窄
- 可执行输出 — 最终轮必须包含具体后续步骤
安全考量
这是一个纯粹的推理和分析技能。零代码执行、零网络访问、零文件修改、零持久化。智能体仅使用其推理能力和可用的搜索工具来收集和综合信息。本技能具有最低风险等级。
- - 执行的命令:无
- 读取的数据:无(仅智能体推理)
- 网络访问:仅通过智能体内置搜索工具(非直接)
- 持久化:无
- 凭证:无需
输出格式
markdown
深度研究:[主题]
第一轮 — 全景图
[发现的选项及简要描述]
第二轮 — 压力测试
[每个选项的风险矩阵]
第三轮 — 多视角分析
| 选项 | 工程师 | 架构师 | 产品 | 安全 | 业务 |
|---|
| ... | ... | ... | ... | ... | ... |
第四轮 — 建议
主要建议:[选项](置信度:X/10)
备选方案:[选项]
后续步骤:
- 1. [行动项]
- [行动项]
- [行动项]
由 Shadows Company 发布 — 我们在暗处工作,以服务于光明。