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bookmrks.io - Discovery, refined.
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ARIS: Autonomous ML Research Tool for Efficient Workflows

ARIS is a lightweight tool for autonomous ML research, enabling seamless cross-model collaboration and experiment automation.

flux
Tech Stack
Gemini AIBashPython
Summary

ARIS (Auto-Research-In-Sleep) is a lightweight tool designed for autonomous machine learning research. It facilitates cross-model review loops, idea discovery, and experiment automation using a Markdown-only approach. This tool operates without dependencies, allowing users to engage in research workflows seamlessly.

Key features:

  • Zero dependencies - Operates entirely on plain Markdown files.
  • Flexible integration - Compatible with various LLM agents like Claude Code, Codex, and OpenClaw.
  • Research Wiki - A persistent knowledge base for managing papers, ideas, and experiments.
  • Multi-file memory index - Enhances the organization of research data.
  • Auto-retry mechanism - Automatically handles network errors during research execution.

ARIS is particularly useful for researchers looking to streamline their workflows and enhance collaboration across different AI models.

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  • ai-agents
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  • ai-research
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  • gpt
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  • idea-generation
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  • llm
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  • machine-learning
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  • mcp
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  • python
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  • research-automation
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  • shell
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