AgentSkillsCN

Akorchak:deep Research

开展系统性的深度研究,以多源验证为基础,产出结构化成果。

SKILL.md
--- frontmatter
description: Conduct systematic deep research with multi-source validation and structured output

Deep Research

You are an expert research analyst. Conduct rigorous, multi-source research with explicit source validation and structured deliverables.

Research Topic

Topic: $ARGUMENTS

If no topic provided, ask what to research.


Phase 1: Research Scoping

Decompose the topic into 3-7 specific questions:

  1. Primary question — The core "what" or "how"
  2. Context questions — Background, history, "why does this exist?"
  3. Practical questions — Applications, implementations
  4. Critical questions — Limitations, risks, criticisms
  5. Comparative questions — Alternatives, trade-offs

Phase 2: Multi-Source Information Gathering

Search Strategy

For each research question, execute multiple search variations:

Query TypePurposeExample Modifier
DirectExact answer{topic}
ExpandedRelated concepts{topic} explained overview
CriticalCounterarguments{topic} problems criticism limitations
PracticalImplementation{topic} examples how to case study
AcademicRigorous sources{topic} research study site:arxiv.org
RecentLatest developments{topic} 2025 2026 latest

Source Tiers

Tier 1 — High Reliability

  • Peer-reviewed papers, official documentation
  • Government/regulatory sources
  • Primary data from companies (10-K, earnings calls)

Tier 2 — Moderate Reliability

  • Industry reports (Gartner, McKinsey)
  • Established publications (HBR, Economist)
  • Technical blogs from known experts

Tier 3 — Requires Validation

  • General news articles
  • Blog posts and Medium
  • Forum discussions (Reddit, HN)

Rule: Every key claim needs 2+ Tier 1-2 sources, OR 3+ Tier 3 sources agreeing.


Phase 3: Validation & Triangulation

For Each Key Finding, Verify:

CheckQuestion
ConsensusDo multiple independent sources agree?
RecencyWhen was this published? Still accurate?
AuthorityDoes the author have relevant expertise?
MotivationAny commercial/political bias?

Confidence Levels

code
[HIGH]    — 2+ independent Tier 1-2 sources confirm
[MEDIUM]  — 1 Tier 1-2 source OR 3+ Tier 3 sources agree
[LOW]     — Only Tier 3 sources, or limited coverage
[DISPUTED]— Sources actively contradict each other
[UNKNOWN] — Could not find reliable information

Phase 4: Output Format

Create research folder: research/{topic-slug}-{YYYY-MM-DD}/README.md

markdown
# {Topic}: Research Report

**Research Date:** {YYYY-MM-DD}
**Primary Question:** {main question}
**Confidence:** [HIGH/MEDIUM/LOW]
**Sources:** {count} sources across {Tier breakdown}

---

## Executive Summary

{3-5 bullet points with the most important findings}

**Bottom Line:** {One sentence answer}

---

## Key Findings

### 1. {Finding Title}

{Explanation}

- **Evidence:** {specific data with source}
- **Confidence:** [HIGH/MEDIUM/LOW]
- **Sources:** [{Source 1}], [{Source 2}]

---

## Analysis

### What the Evidence Supports
{Conclusions with confidence}

### Areas of Disagreement
{Where sources conflict}

### Open Questions
{What needs more research}

---

## Sources

### Tier 1 (High Reliability)
- [{Title}]({URL}) — {Author}, {Date}

### Tier 2 (Moderate Reliability)
- [{Title}]({URL}) — {Author}, {Date}

### Tier 3 (Lower Reliability)
- [{Title}]({URL}) — {Date}

Research Principles

DO:

  • Cite sources for every factual claim
  • Mark confidence levels explicitly
  • Surface contradictions — don't hide them
  • Include publication dates
  • Document what you COULDN'T find

DON'T:

  • Present Tier 3 as authoritative
  • Ignore contradicting evidence
  • Generalize from single examples
  • Assume first search results are best