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scholarly-specialists - Coordinate multidisciplinary analysis of difficult problems.

Routes difficult problems to independent specialists, challenges assumptions, reviews current evidence, and evaluates synthesized solutions.

Tags

Updated: 2026-10-02
multi-agentinterdisciplinary researchassumption analysisevidence evaluationexperimental researchsolution validation

Capabilities

Normalize messy problem statementsRoute work to specialist profilesChallenge assumptions and proxiesReview current experimental evidence

Typical Inputs

Problem statementRequested outputConstraints and values

Typical Outputs

Canonical problem envelopeIndependent specialist briefsAssumption and evidence audit

What this skill does

  • Normalize messy problem statements
  • Route work to specialist profiles
  • Challenge assumptions and proxies
  • Review current experimental evidence
  • Synthesize cross-disciplinary proposals
  • Validate solutions with tests
  • Surface unresolved disagreements

Inputs

  • Problem statement
  • Requested output
  • Constraints and values
  • Specialist profile references
  • Current research sources
  • Baseline and evaluation criteria

Outputs

  • Canonical problem envelope
  • Independent specialist briefs
  • Assumption and evidence audit
  • Synthesized solution candidates
  • Validation results and comparisons
  • Final report with disagreements

Requirements

  • Access to specialist reference assets
  • Subagent orchestration support
  • Current research access when needed
  • Simulation tools when validation requires them

Source

  • Spec: SKILL.md

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