Research and Summarize
研究與摘要
From a vague question to a clear, sourced answer — fast.
從模糊的問題到清楚、有來源的答案——快速。
Identity 身份
- Name: research-and-summarize
- Type: Process (information gathering → synthesis → structured output)
- For: Anyone who needs to research a topic and produce a summary — strategists preparing for decisions, students learning new subjects, managers needing background on a new domain, or anyone facing the "I need to understand X by tomorrow" situation.
- 對象: 任何需要研究某個主題並產出摘要的人——策略師為決策準備、學生學習新科目、主管需要了解新領域的背景,或任何面對「我明天之前需要搞懂 X」情境的人。
Description 描述
Research is not just "find information." It's a structured process of defining what you need to know, gathering sources, evaluating their reliability, synthesizing findings, and presenting them in a format the reader can act on. Most people skip straight from "Google it" to "here's what I found" — missing the critical steps of evaluation and synthesis.
研究不只是「找資料」。它是一個結構化的過程:定義你需要知道什麼、收集來源、評估其可靠性、綜合發現、以讀者能據以行動的格式呈現。大多數人直接從「Google 一下」跳到「這是我找到的」——跳過了評估和綜合的關鍵步驟。
This Skill structures the research process and produces a summary that's not just a collection of facts, but a synthesized answer with sourcing, confidence levels, and identified gaps.
這個 Skill 結構化研究過程,產出的摘要不只是事實的集合,而是有來源、信心水準和已辨識缺口的綜合答案。
Trigger Conditions 觸發條件
- "Research [topic] for me" / 「幫我研究 [主題]」
- "I need a summary of [topic]" / 「我需要 [主題] 的摘要」
- "What's the current state of [topic]?" / 「[主題] 目前的狀況是什麼?」
- "Help me understand [topic]" / 「幫我理解 [主題]」
- "I need a briefing on [topic] for a meeting" / 「我需要 [主題] 的簡報給開會用」
- "Compare [X] and [Y]" / 「比較 [X] 和 [Y]」
- User needs to make a decision and lacks domain knowledge
使用者需要做決策但缺乏領域知識
Process Logic 流程邏輯
Clarify the research question — before starting, make sure you understand:
澄清研究問題——開始之前,確認你了解:
- What specifically does the user want to know? 使用者具體想知道什麼?
- What's the purpose? (Decision-making, learning, reporting, other) 目的是什麼?
- How deep? (Quick overview, moderate depth, comprehensive) 要多深?
- Any specific angle or constraint? 有特定角度或限制嗎?
Define the scope — break the question into sub-questions:
定義範圍——把問題拆成子問題:
- What are the key dimensions of this topic? 這個主題的關鍵面向是什麼?
- What's the user's knowledge level? (Don't explain what they already know) 使用者的知識水準?
- What time frame is relevant? 相關的時間範圍?
Gather information from available sources:
收集資訊:
- Existing knowledge (training data within reliability window) 既有知識
- Web search (current information) 網路搜尋(當前資訊)
- User-provided documents or data 使用者提供的文件或資料
- Domain-specific sources as relevant 相關的領域特定來源
Evaluate sources — for each piece of information, assess:
評估來源——每條資訊都要評估:
- Reliability: How credible is this source? 可靠性
- Recency: Is this current or potentially outdated? 時效性
- Relevance: Does this directly address the question? 相關性
- Consensus: Do multiple sources agree? 共識:多個來源一致嗎?
Synthesize — don't just list facts; connect them:
綜合——不只列出事實;要連結它們:
- What's the overall picture? 整體圖像是什麼?
- Where do sources agree and disagree? 來源哪裡一致、哪裡分歧?
- What patterns or trends emerge? 浮現什麼模式或趨勢?
- What's the answer to the user's original question? 使用者原始問題的答案是什麼?
Identify gaps and caveats — be honest about what you don't know:
辨識缺口和注意事項——誠實說出你不知道的:
- What information was unavailable? 什麼資訊無法取得?
- What might have changed since sources were published? 來源發布後什麼可能已經改變?
- Where is the evidence weak or conflicting? 哪裡的證據薄弱或矛盾?
Generate structured output in the format below.
生成結構化輸出。
I/O Contract 輸入輸出合約
Input 輸入
- Research question or topic (text) 研究問題或主題
- Optional: purpose, depth, specific angles, related documents
可選:目的、深度、特定角度、相關文件
Output 輸出
# Research Summary: [Topic]
# 研究摘要:[主題]
## Key Findings 關鍵發現
[3-5 bullet points — the most important things to know]
## Background 背景
[Context the reader needs to understand the findings]
## Detailed Analysis 詳細分析
### [Sub-topic 1]
[Findings with source attribution]
### [Sub-topic 2]
[Findings with source attribution]
## Comparison Table 比較表 (if applicable)
| Dimension 面向 | [Option A] | [Option B] | [Option C] |
|---|---|---|---|
| [criterion] | [finding] | [finding] | [finding] |
## Gaps & Caveats 缺口與注意事項
- [What's unknown or uncertain]
- [Where evidence is conflicting]
- [What might have changed]
## Recommendation 建議 (if requested)
[Based on the research, here's what the evidence suggests...]
## Sources 來源
- [Source 1 with link if available]
- [Source 2]
Validation Rules 驗證規則
- The research question is answered — the summary directly addresses what the user asked, not tangential information. 研究問題被回答了。
- Sources are attributed — claims are traceable to their origin. 來源有標註。
- Confidence levels are honest — don't present uncertain information as definitive. 信心水準誠實。
- Gaps are disclosed — what you couldn't find is as important as what you found. 缺口有揭露。
- Depth matches request — a "quick overview" shouldn't be 5000 words; a "comprehensive analysis" shouldn't be 3 paragraphs. 深度符合要求。
- Synthesis, not just collection — the output tells a coherent story, not just a list of facts from different sources. 是綜合,不只是收集。
Knowledge 知識庫
Research Quality Hierarchy 研究品質層級
- Level 1: Recitation — repeating information from a single source (weakest) 複述——重複單一來源
- Level 2: Aggregation — combining information from multiple sources 彙整——合併多個來源
- Level 3: Synthesis — connecting information to produce new insight (target) 綜合——連結資訊產出新洞見
- Level 4: Analysis — evaluating evidence and forming supported conclusions (strongest) 分析——評估證據並形成有支撐的結論
Common Research Pitfalls 常見研究陷阱
- Confirmation bias 確認偏誤: Only finding sources that support the expected answer
- Recency bias 近期偏誤: Overweighting the newest information
- Authority bias 權威偏誤: Trusting a source because of who said it, not the evidence
- Scope creep 範圍蔓延: Researching tangentially related topics until the core question is buried
Composition Hooks 組合接口
- Upstream 上游: Meeting notes (research on topics raised), project requirements, user questions
- Downstream 下游: document-reviewer (review the summary), content-pipeline (research feeds content creation), presentation generation
- Pairs with 搭配: Any decision-making or strategy Skill
Part of the Agentic Substrate Example Skills Gallery.
1---2name: research-and-summarize3description: Structured research process that gathers, evaluates, and synthesizes information into a sourced summary with confidence levels and gap disclosure. Use when the user asks to "research [topic]", "I need a summary of [topic]", "help me understand [topic]", "compare [X] and [Y]", "I need a briefing for a meeting", or needs to make a decision and lacks domain knowledge.4---56# Research and Summarize7# 研究與摘要89> *From a vague question to a clear, sourced answer — fast.*10> *從模糊的問題到清楚、有來源的答案——快速。*1112---1314## Identity 身份1516- **Name**: research-and-summarize17- **Type**: Process (information gathering → synthesis → structured output)18- **For**: Anyone who needs to research a topic and produce a summary — strategists preparing for decisions, students learning new subjects, managers needing background on a new domain, or anyone facing the "I need to understand X by tomorrow" situation.19- **對象**: 任何需要研究某個主題並產出摘要的人——策略師為決策準備、學生學習新科目、主管需要了解新領域的背景,或任何面對「我明天之前需要搞懂 X」情境的人。2021---2223## Description 描述2425Research is not just "find information." It's a structured process of defining what you need to know, gathering sources, evaluating their reliability, synthesizing findings, and presenting them in a format the reader can act on. Most people skip straight from "Google it" to "here's what I found" — missing the critical steps of evaluation and synthesis.2627研究不只是「找資料」。它是一個結構化的過程:定義你需要知道什麼、收集來源、評估其可靠性、綜合發現、以讀者能據以行動的格式呈現。大多數人直接從「Google 一下」跳到「這是我找到的」——跳過了評估和綜合的關鍵步驟。2829This Skill structures the research process and produces a summary that's not just a collection of facts, but a synthesized answer with sourcing, confidence levels, and identified gaps.3031這個 Skill 結構化研究過程,產出的摘要不只是事實的集合,而是有來源、信心水準和已辨識缺口的綜合答案。3233---3435## Trigger Conditions 觸發條件3637- "Research [topic] for me" / 「幫我研究 [主題]」38- "I need a summary of [topic]" / 「我需要 [主題] 的摘要」39- "What's the current state of [topic]?" / 「[主題] 目前的狀況是什麼?」40- "Help me understand [topic]" / 「幫我理解 [主題]」41- "I need a briefing on [topic] for a meeting" / 「我需要 [主題] 的簡報給開會用」42- "Compare [X] and [Y]" / 「比較 [X] 和 [Y]」43- User needs to make a decision and lacks domain knowledge44 使用者需要做決策但缺乏領域知識4546---4748## Process Logic 流程邏輯49501. **Clarify the research question** — before starting, make sure you understand:51 **澄清研究問題**——開始之前,確認你了解:52 - What specifically does the user want to know? 使用者具體想知道什麼?53 - What's the purpose? (Decision-making, learning, reporting, other) 目的是什麼?54 - How deep? (Quick overview, moderate depth, comprehensive) 要多深?55 - Any specific angle or constraint? 有特定角度或限制嗎?56572. **Define the scope** — break the question into sub-questions:58 **定義範圍**——把問題拆成子問題:59 - What are the key dimensions of this topic? 這個主題的關鍵面向是什麼?60 - What's the user's knowledge level? (Don't explain what they already know) 使用者的知識水準?61 - What time frame is relevant? 相關的時間範圍?62633. **Gather information** from available sources:64 **收集資訊**:65 - Existing knowledge (training data within reliability window) 既有知識66 - Web search (current information) 網路搜尋(當前資訊)67 - User-provided documents or data 使用者提供的文件或資料68 - Domain-specific sources as relevant 相關的領域特定來源69704. **Evaluate sources** — for each piece of information, assess:71 **評估來源**——每條資訊都要評估:72 - Reliability: How credible is this source? 可靠性73 - Recency: Is this current or potentially outdated? 時效性74 - Relevance: Does this directly address the question? 相關性75 - Consensus: Do multiple sources agree? 共識:多個來源一致嗎?76775. **Synthesize** — don't just list facts; connect them:78 **綜合**——不只列出事實;要連結它們:79 - What's the overall picture? 整體圖像是什麼?80 - Where do sources agree and disagree? 來源哪裡一致、哪裡分歧?81 - What patterns or trends emerge? 浮現什麼模式或趨勢?82 - What's the answer to the user's original question? 使用者原始問題的答案是什麼?83846. **Identify gaps and caveats** — be honest about what you don't know:85 **辨識缺口和注意事項**——誠實說出你不知道的:86 - What information was unavailable? 什麼資訊無法取得?87 - What might have changed since sources were published? 來源發布後什麼可能已經改變?88 - Where is the evidence weak or conflicting? 哪裡的證據薄弱或矛盾?89907. **Generate structured output** in the format below.91 **生成結構化輸出**。9293---9495## I/O Contract 輸入輸出合約9697### Input 輸入98- Research question or topic (text) 研究問題或主題99- Optional: purpose, depth, specific angles, related documents100 可選:目的、深度、特定角度、相關文件101102### Output 輸出103104```markdown105# Research Summary: [Topic]106# 研究摘要:[主題]107108## Key Findings 關鍵發現109[3-5 bullet points — the most important things to know]110111## Background 背景112[Context the reader needs to understand the findings]113114## Detailed Analysis 詳細分析115### [Sub-topic 1]116[Findings with source attribution]117118### [Sub-topic 2]119[Findings with source attribution]120121## Comparison Table 比較表 (if applicable)122| Dimension 面向 | [Option A] | [Option B] | [Option C] |123|---|---|---|---|124| [criterion] | [finding] | [finding] | [finding] |125126## Gaps & Caveats 缺口與注意事項127- [What's unknown or uncertain]128- [Where evidence is conflicting]129- [What might have changed]130131## Recommendation 建議 (if requested)132[Based on the research, here's what the evidence suggests...]133134## Sources 來源135- [Source 1 with link if available]136- [Source 2]137```138139---140141## Validation Rules 驗證規則1421431. **The research question is answered** — the summary directly addresses what the user asked, not tangential information. 研究問題被回答了。1442. **Sources are attributed** — claims are traceable to their origin. 來源有標註。1453. **Confidence levels are honest** — don't present uncertain information as definitive. 信心水準誠實。1464. **Gaps are disclosed** — what you couldn't find is as important as what you found. 缺口有揭露。1475. **Depth matches request** — a "quick overview" shouldn't be 5000 words; a "comprehensive analysis" shouldn't be 3 paragraphs. 深度符合要求。1486. **Synthesis, not just collection** — the output tells a coherent story, not just a list of facts from different sources. 是綜合,不只是收集。149150---151152## Knowledge 知識庫153154### Research Quality Hierarchy 研究品質層級155- **Level 1**: Recitation — repeating information from a single source (weakest) 複述——重複單一來源156- **Level 2**: Aggregation — combining information from multiple sources 彙整——合併多個來源157- **Level 3**: Synthesis — connecting information to produce new insight (target) 綜合——連結資訊產出新洞見158- **Level 4**: Analysis — evaluating evidence and forming supported conclusions (strongest) 分析——評估證據並形成有支撐的結論159160### Common Research Pitfalls 常見研究陷阱161- **Confirmation bias** 確認偏誤: Only finding sources that support the expected answer162- **Recency bias** 近期偏誤: Overweighting the newest information163- **Authority bias** 權威偏誤: Trusting a source because of who said it, not the evidence164- **Scope creep** 範圍蔓延: Researching tangentially related topics until the core question is buried165166---167168## Composition Hooks 組合接口169170- **Upstream** 上游: Meeting notes (research on topics raised), project requirements, user questions171- **Downstream** 下游: document-reviewer (review the summary), content-pipeline (research feeds content creation), presentation generation172- **Pairs with** 搭配: Any decision-making or strategy Skill173174---175176*Part of the [Agentic Substrate](../../../README.md) Example Skills Gallery.*