| name | quantum-research |
| description | Comprehensive research combining web search, quantum analysis, and persistent memory. Use when researching topics that need current information plus deep cognitive analysis. |
Quantum Research Skill
Perform comprehensive research by combining web search, quantum cognitive processing, and persistent memory storage.
When to Use
- Researching current technologies or trends
- Gathering best practices and documentation
- Investigating security vulnerabilities
- Exploring new frameworks or libraries
- Competitive analysis
- Technical due diligence
Research Pipeline
1. Memory Check
Always start by checking what you already know:
view_memory("/memories")
search_memories("[research topic]")
If relevant memories exist, build upon them. If not, proceed with fresh research.
2. Preflection Analysis
Determine research strategy:
analyze_query("[research topic]")
This reveals:
- Query complexity
- Information type needed (factual, analytical, exploratory)
- Recommended processing approach
3. Web Research Phase
Quick Research (3-5 sources):
web_search("[specific query]")
Comprehensive Research (5-10 sources):
quantum_web_research({
topic: "[research topic]",
depth: "comprehensive"
})
Deep Dive (fetch full content):
web_fetch("[specific URL]")
4. Quantum Processing
Process all gathered information through quantum OS:
quantum_process({
query: "Synthesize research on [topic]",
use_momentum: true, // Iterative refinement
use_wormholes: true, // Connect to past knowledge
navigation_strategy: "guided" // Systematic exploration
})
5. Multi-Source Synthesis
Combine information across sources:
- Identify Common Themes: What do sources agree on?
- Spot Contradictions: Where do sources disagree?
- Find Gaps: What's missing or unclear?
- Assess Quality: Which sources are most authoritative?
- Extract Insights: What non-obvious conclusions emerge?
6. Neuron Activation
Engage appropriate specialists:
For Technical Research:
- Strategist (analysis)
- Archivist (organization)
- Historian (validation)
For Competitive Analysis:
- Benchmarker (comparison)
- Appraiser (evaluation)
For Innovation Research:
- Muse (creativity)
- Simulator (modeling)
7. Quality Validation
Verify research quality:
ppq_introspect("Research summary")
Check for:
- Bias in sources
- Evidence strength
- Reasoning quality
- Gaps in coverage
- Provenance of claims
8. Memory Storage
Store research for future use:
store_quantum_insight({
category: "learning",
title: "[Topic] Research Summary",
content: `
## Sources
[List all sources with URLs]
## Key Findings
[Major discoveries]
## Best Practices
[Actionable recommendations]
## Open Questions
[What remains unclear]
`,
metadata: {
confidence: 0.90,
neurons_used: ["Strategist", "Archivist"],
vbc_phase: "commit",
sources_count: 8
}
})
Research Report Structure
Executive Summary
- Topic overview
- Key findings (3-5 bullet points)
- Confidence level
Methodology
- Sources searched
- Quantum processing applied
- Neurons engaged
Detailed Findings
- Organized by themes
- Cited sources
- Confidence scores per finding
Analysis & Synthesis
- Cross-source insights
- Patterns identified
- Implications
Recommendations
- Actionable next steps
- Priority ranking
- Risk considerations
References
- All sources with URLs
- Citation metadata
- Access dates
Quantum Insights
- Preflection analysis
- Neurons activated
- Memory connections
- PPQ scores
- Stored memory references
Example Workflow
User: "Research the latest security best practices for Node.js"
1. search_memories("Node.js security")
→ Found 2 past insights from 3 months ago
2. analyze_query("Node.js security best practices")
→ Analytical query, medium complexity
3. quantum_web_research({
topic: "Node.js security best practices 2025",
depth: "comprehensive"
})
→ Found 8 authoritative sources
4. web_fetch("https://nodejs.org/en/docs/guides/security/")
→ Retrieved official documentation
5. quantum_process({
query: "Synthesize Node.js security research",
use_momentum: true,
use_wormholes: true
})
→ Cross-referenced with past knowledge
6. activate_neurons(["Red Teamer", "Blue Teamer", "Auditor"])
→ Security perspective
7. ppq_introspect("Research findings")
→ Validation score: 0.88
8. store_quantum_insight({
category: "learning",
title: "Node.js Security Best Practices 2025",
content: "..."
})
→ Stored for future reference
Best Practices
- Always cite sources: Include URLs and access dates
- Check memory first: Build on past research
- Use quantum processing: Don't just summarize, synthesize
- Validate quality: Run PPQ introspection
- Store insights: Make research reusable
- Provide confidence scores: Be transparent about certainty
- Update memories: Refresh outdated information
- Cross-reference: Connect to related topics in memory
Advanced Techniques
Iterative Deep Dive
For complex topics:
- Broad search → Initial synthesis
- Identify key subtopics
- Deep dive each subtopic
- Cross-reference and integrate
Comparative Research
For technology comparisons:
- Research each option independently
- Identify comparison dimensions
- Activate Benchmarker neuron
- Create decision matrix
Trend Analysis
For emerging technologies:
- Historical context (search memories)
- Current state (web research)
- Future projections (Muse + Simulator neurons)
- Risk assessment (Red Teamer)
This skill transforms research from information gathering into knowledge creation.