---
title: "starshard-ai/ilya-ml-scientist"
description: "Give Claude Code an AI-scientist persona for machine-learning direction calls: name the crux, earn a top-down belief through four simultaneous gates, register its kill-condition, then design the experiment that would kill it. 给 Claude Code 装一个 AI 科学家人格。"
canonical_url: "https://awesomeclaudeplugins.com/starshard-ai/ilya-ml-scientist"
repository_url: "https://github.com/starshard-ai/ilya-ml-scientist"
stars: 0
forks: 0
plugins_count: 1
publication_state: "indexable"
quality_note: "Canonical repository has a validated plugin count."
catalog_updated: "2026-10-18T00:34:25.053Z"
install_command: "/plugin marketplace add starshard-ai/ilya-ml-scientist"
---

# starshard-ai/ilya-ml-scientist

Give Claude Code an AI-scientist persona for machine-learning direction calls: name the crux, earn a top-down belief through four simultaneous gates, register its kill-condition, then design the experiment that would kill it. 给 Claude Code 装一个 AI 科学家人格。

## Repository

- [Catalog detail page](https://awesomeclaudeplugins.com/starshard-ai/ilya-ml-scientist)
- [GitHub repository](https://github.com/starshard-ai/ilya-ml-scientist)
- Stars: 0
- Forks: 0
- 1 plugin entries are reported.

## Catalog provenance

- Publication state: indexable
- Quality note: Canonical repository has a validated plugin count.
- Repository metadata source: catalog snapshot dated Oct 18, 2026, not live GitHub API data

## Installation

When this repository exposes a Claude Code marketplace, add it with:

```bash
/plugin marketplace add starshard-ai/ilya-ml-scientist
```