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hypogenic

Category: ideation-and-design · License: MIT · Version: 1.2 · Includes scripts Tags: hypothesis generation, LLM, text datasets, research automation

When to use it

Plans and audits use of ChicagoHAI HypoGeniC/HypoRefine for LLM-assisted hypothesis generation from labeled text datasets. Use for the hypogenic package, its task configs, hypothesis banks, or HypoBench datasets—not for manual hypothesis formulation or scientific validation.

Example requests

Ask your agent in plain language, for example:
  • “I want to try hypogenic on my review-classification data. Where do I start?”
  • “I’ve got a hypogenic task config at configs/deceptive_reviews.yaml and the HypoBench deceptive-review train/val/test JSONs. Before I spend anything on OpenAI, can you check the splits for leakage and estimate the worst-case cost for 20 iterations with gpt-4o-mini?”
  • “I have a few thousand labeled tweets about whether people are sarcastic. I’d like an LLM to automatically propose textual patterns that predict the label, keep the ones that score well on held-out data, and then give me the ranked list as JSON. Is there an existing open-source tool for that, and how do I run it reproducibly?”

Install

In Claude Code you can also add the marketplace with /plugin marketplace add KalarisLabs/research-agent-skills and install the whole ideation-and-design category with /plugin install ideation-and-design@research-agent-skills.

Full playbook

Read SKILL.md for the complete workflow, references and any scripts. The agent installer copies the full skill folder.
Last modified on October 19, 2026