Parallel research

Parallel Research Skill

A multi-perspective research methodology where 3-5 agents (or research threads) simultaneously investigate different angles of a topic. By dividing perspectives (not just workload), you achieve comprehensive coverage with minimal overlap and diverse insights.

When to Use

Invoke when:

• Complex, multi-perspective questions need answering
• Comprehensive topic coverage required quickly
• Limited time for deep research (parallel > sequential)
• Need diverse viewpoints on same topic
• Research question has multiple valid angles

Do not use when:

• Single clear domain (a single specialist is more efficient)
• Need sequential depth on one angle
• Research requires dependent discoveries (each step needs prior)
• Simple factual lookup

Prerequisites

Roles Needed:

• External researcher -- Industry context, market data, published sources
• Pattern analyst -- Structural/architectural patterns
• Historical researcher -- Prior art, evolution, context
• Risk analyst -- Security, risk, vulnerability angle
• Synthesizer -- Consolidates all perspectives

Context Needed:

• Clear research question
• Angle assignments (who researches what aspect)
• Synthesis criteria (what makes a good combined answer)

Procedure

Step 1: Angle Assignment (~5 minutes)

Divide the research into non-overlapping angles:

1. Decompose question into 3-5 distinct perspectives
2. Assign each perspective to an appropriate researcher
3. Ensure perspectives are complementary, not redundant
4. Brief each researcher on their specific angle

Example Angles:

• Technical implementation
• Industry precedent
• Security implications
• User experience impact
• Historical context

Deliverable: Angle assignment matrix

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Step 2: Parallel Investigation (~30-60 minutes, all run simultaneously)

All researchers work in parallel:

1. Each focuses ONLY on their assigned angle
2. Gather evidence, examples, insights
3. Note confidence levels
4. Flag cross-cutting discoveries for synthesis
5. Produce angle-specific report

Deliverable: 3-5 specialist research reports

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Step 3: Synthesis (~15-20 minutes)

Consolidate perspectives:

1. Read all angle-specific reports
2. Identify cross-perspective themes
3. Note contradictions or tensions
4. Create unified answer that honors all angles
5. Produce confidence-weighted synthesis

Deliverable: Synthesized research findings

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Step 4: Quality Check (~5 minutes)

Verify coverage and quality:

1. Calculate overlap percentage (target: <15%)
2. Assess coverage completeness
3. Rate overall quality
4. Document any gaps

Deliverable: Quality assessment

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Parallelization

Can run in parallel:

• Step 2 (the heart of this method) -- All research happens simultaneously
• This is where the 4x speedup comes from

Must be sequential:

• Step 1 before 2 (assignments needed)
• Step 2 before 3 (reports needed for synthesis)
• Step 3 before 4 (synthesis needed for quality check)

Success Indicators

• 3-5 specialist research reports completed
• <15% overlap between reports (truly different perspectives)
• Synthesis addresses all angles coherently
• Quality rating 8.5+ across all reports
• Comprehensive coverage achieved (no major gaps)
• 3-4x faster than sequential research would have been

Example

Scenario: Research "AI agent coordination patterns" across perspectives

Step 1 (Assign):
  - External researcher: Industry examples and academic papers
  - Pattern analyst: Structural patterns and architectures
  - Historical researcher: Historical approaches and evolution
  - Risk analyst: Security implications of multi-agent systems

Step 2 (Research) - all parallel:
  External: Found 7 industry implementations, 3 papers
  Pattern: Identified 4 core patterns (hub, mesh, hierarchy, swarm)
  Historical: Traced 15-year evolution from simple scripts
  Risk: Flagged 3 attack vectors, 2 mitigations

Step 3 (Synthesize):
  Unified finding: "Effective coordination requires..."
  Cross-theme: All reports emphasized trust/verification
  Tension: Hierarchy (efficient) vs. Mesh (resilient)

Step 4 (Quality):
  Overlap: 8% (excellent - truly different perspectives)
  Coverage: Comprehensive
  Quality: 9.2/10 average
  Speed: 4x faster than sequential

Result: Comprehensive answer from 4 perspectives

Key Insights

• Divide PERSPECTIVES, not just workload -- this is what makes parallel research better than simply splitting work
• The "<15% overlap" metric validates truly different angles
• Error handling: If one angle fails, others still provide value
• Scale: Can extend to 6-8 researchers for very complex topics
• When NOT to use: Single-domain questions where a single specialist is more efficient

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