Can this skill analyze specific papers for me?

Yes, it can provide a framework to break down a specific paper's core insight, its relationship to the previous state of the field, and its likely impact pattern.

How does this skill help me pick better problems?

It uses meta-principles from top researchers to analyze whether a problem is 'ready' to be solved and if it offers a clear path to a 'New Primitive' or an 'Elegant Solution'.

What are research anti-patterns?

Anti-patterns are common research habits that rarely lead to lasting impact, such as over-fitting for specific benchmarks or creating 'Complexity Monsters' with too many hyperparameters.

What exactly is 'research taste'?

Research taste is the ability to distinguish work that will eventually be foundational from work that is merely incremental, before the academic community confirms it through citations.

Research Taste Developer

Name: Research Taste Developer
Author: GhostScientist

byGhostScientist

•

Data Science & ML

Develops the analytical intuition to distinguish high-impact, foundational research from incremental work and academic noise.

The Research Taste Developer skill provides a structured framework for researchers and developers to cultivate the 'taste' required to identify work that truly matters. By analyzing patterns in highly-cited literature, such as 'The New Primitive' or 'The Surprising Connection,' the skill helps users move beyond surface-level metrics to understand the core insights that drive scientific progress. It guides users through a multi-phase process of field analysis, pattern recognition, and anti-pattern identification, while offering deliberate practice exercises like the 'Prediction Game' to calibrate one's predictive intuition for future research trends.

Key Features

01Strategic guidance on problem selection and execution taste

02Structured calibration exercises for predicting paper longevity

03Categorization of research into high-impact archetypes like 'New Primitives'

041 GitHub stars

05Identification of common research anti-patterns and 'incremental treadmills'

06Analysis of field-specific landmark papers and core impact drivers

Use Cases

01Evaluating potential research directions or thesis topics for long-term viability

02Developing a personal strategic framework for high-impact scientific output

03Conducting deep literature reviews to separate foundational insights from noise

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add ghostscientist/skills research-taste-developer

For use in Claude.ai and ChatGPT

Download Skill