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hypogenic - Generate and test hypotheses from tabular data

Generates and tests scientific hypotheses from empirical datasets by combining data-driven analysis with literature insights.

Tags

Updated: 2026-10-15

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Generate data-driven hypotheses
  • Refine hypotheses iteratively
  • Integrate literature insights
  • Test competing hypotheses
  • Process research paper PDFs
  • Run hypothesis inference

Inputs

  • Tabular datasets
  • Task configuration file
  • Prompt templates
  • Research paper PDFs
  • Hypothesis bank file
  • Model credentials

Outputs

  • Generated hypothesis bank
  • Inference results
  • Processed literature files
  • Hypothesis evaluation results

Requirements

  • Python package installation
  • Supported large language model
  • Dataset in required JSON format
  • Configured task prompts
  • GROBID for PDF preprocessing
  • s2orc-doc2json for literature processing

Source

  • Spec: SKILL.md

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hypothesis generation
hypothesis testing
tabular data
literature integration
scientific discovery
large language models
Generate data-driven hypotheses
Refine hypotheses iteratively
Integrate literature insights
Test competing hypotheses
Tabular datasets
Task configuration file
Prompt templates
Generated hypothesis bank
Inference results
Processed literature files