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ARISスキルでML研究ループを自動化

ARISを使用して、文献レビュー、アイデア発見、モデル間批評、実験計画、論文執筆サポートのためのMarkdownベースのエージェントスキルを実行します。

ARISスキルでML研究ループを自動化 とは？

このスキルは、ARIS（Auto Research In Sleep）フレームワークを使用して、機械学習研究のワークフローを完全に自動化するためのエージェントスキルを提供します。Markdownファイルのみで構成された超軽量設計により、フレームワークの学習やデータベース、Dockerの設定が不要で、Claude Code、Codex、OpenClawなどのエージェントと連携して動作します。主な機能として、文献レビュー、アイデア発見、モデル間批評、実験計画、論文執筆支援をサポートし、クロスモデル協調（Claude Codeが研究を主導し、外部モデルが補完）を実現します。さらに、ModalサーバーレスGPUと連携することで、GPUリソースがなくても自動スケーリングで実験を実行でき、月額30ドルの無料枠も利用可能です。ストリーム信頼性の向上やマルチプロバイダ価格設定もv0.4.10でサポートされています。

対応✓Claude Code✓Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/automate-ml-research-loops-with-aris-skills
オリジナルを見る→すべてのスキルを見る

お気に入りのAIに質問する

このエージェントスキルを事前に読み込んだ状態で新しいチャットを開きます。

OpenAIChatGPTClaudeClaudeGeminiGeminiGrokGrokPerplexityPerplexityDeepSeekDeepSeek

ドキュメント

ARISスキルでML研究ループを自動化 は何をしますか？

ARISを使用して、文献レビュー、アイデア発見、モデル間批評、実験計画、論文執筆サポートのためのMarkdownベースのエージェントスキルを実行します。

前提条件

ARISスキルまたはARIS-Code CLI、Claude Code/Codex/OpenClaw互換エージェント、設定済みモデルプロバイダ

インストール

環境に合わせてアップストリームのインストールまたはセットアップパスを使用します：

アップストリームの要件と注意事項：

  • 🪶 非常に軽量 — 依存関係ゼロ、ロックインゼロ。 システム全体がプレーンなMarkdownファイルです。学習すべきフレームワーク、管理すべきデータベース、設定すべきDocker、監視すべきデーモンは一切ありません。すべてのスキルは...
  • 2026-04-03 — ☁️ ModalサーバーレスGPU — GPUがない場合：CLAUDE.mdで gpu: modal を設定し、1つのコマンド（modal run launcher.py）を実行するだけ。SSH不要、Docker不要、自動スケール・ツー・ゼロ。月額30ドルの無料枠...

基本的な使用方法または開始手順：

  • v0.4.10（2026-05-17）— ストリーム + MCP信頼性 + マルチプロバイダ価格設定。Anthropic MessageStream + OpenAI SSEループにおけるチャンクデコード失敗/早期EOF時のC6ストリーム全体再起動（ARIS_STREAM_RETRY、デフォルト2）...

  • 🌙 睡眠中にClaude Codeに研究を任せましょう。 目覚めると、あなたの論文が採点され、弱点が特定され、実験が実行され、ナラティブが自動的に書き換えられています。

  • 自律的なML研究ワークフローのためのカスタムClaude Codeスキル。これらのスキルはクロスモデル協調を指揮します — Claude Codeが研究を主導し、外部モデルがそれを補完します。

  • ソース: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep

  • アップストリームドキュメントから抽出: https://raw.githubusercontent.com/wanshuiyin/Auto-claude-code-research-in-sleep/HEAD/README.md

ドキュメント

ソース

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

Academic Paper Citation Network Mapper

Builds citation networks from Semantic Scholar API and CrossRef DOI metadata. Visualizes paper influence graphs using NetworkX, identifies seminal works, and tracks research lineage across fields.

ACF Custom Fields REST Exposer

Exposes Advanced Custom Fields data through the WordPress REST API using register_rest_field and acf_format_value. Handles repeater fields, flexible content layouts, and gallery fields with proper serialization.

ACF Extended for Advanced Custom Fields Workflows

An ASE skill built around ACF Extended, the WordPress enhancement suite for Advanced Custom Fields that adds field types, admin improvements, front-end forms, options pages, and developer tooling. It is a practical fit for agents working inside complex WordPress content models and custom field workflows.

ACF to Gutenberg Block Migrator

Converts Advanced Custom Fields field groups into native Gutenberg blocks using the ACF Block API v2 and @wordpress/scripts build pipeline. Maps ACF repeaters, groups, and flexible content to InnerBlocks and block attributes with server-side rendering via acf_register_block_type().

Activepieces Open Source Workflow Automation

Activepieces is an open-source, self-hostable workflow automation platform with 200+ integrations. It provides a visual builder for creating automated workflows and exposes all its connectors as MCP servers for AI agent use.

ActivityWatch Cross-Platform Automated Time Tracker and Producti

ActivityWatch is a privacy-first, open-source automated time tracker that records application usage, browser activity, and AFK status across Windows, macOS, and Linux. With 16k+ GitHub stars, it provides detailed productivity analytics without sending data to external servers.

act Local GitHub Actions Runner

act is an open-source CLI tool that runs GitHub Actions workflows locally using Docker, enabling fast feedback on workflow changes without pushing to GitHub. It is a standard tool for local Actions development and testing.

Add a browser review checkpoint before risky agent actions with

Use AgentClick when an agent should pause before risky commands, plans, drafts, or code changes so a human can inspect, edit, approve, or reject them in a purpose-built browser UI.

Add Claude design-system and accessibility workflows with UX/UI

Use UX/UI Agent Skills when Claude should generate tokens, component specs, accessibility audits, and framework-specific UI code from a repeatable design workflow.

Add executable smoke tests for shell scripts and CLIs before ref

Use Bats-core when an agent needs to turn fragile shell scripts or command-line workflows into something it can verify repeatedly after edits. The agent writes focused Bash tests for success paths, failure paths, and output contracts, then runs them locally or in CI before a refactor, release, or incident fix goes out.

Add graph-backed memory and context retrieval to agent workflows

Use Cognee to ingest project knowledge into graph and vector memory so agents can retrieve durable context across sessions and workflows.

Add IDE-style semantic code navigation and symbol-safe refactors

Give a coding agent symbol-aware lookup, cross-file rename, and structural edit tools before it starts making brittle text-only changes.

Add managed long-term memory to LangGraph agents with LangMem

Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions.

Add multimodal lifelong memory to MCP and Python agents with Sim

Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.

Add persistent project memory and hook-driven synthesis with Cla

Keep Claude Code sessions grounded in prior decisions, project context, and daily handoff notes instead of starting from zero every time.

Add Postgres-native vector retrieval to agent and RAG workflows

Store embeddings beside application data in Postgres, create vector indexes, and query nearest neighbors for semantic search, RAG, recommendations, or agent memory retrieval.

Address GitHub PR review comments from the current branch with g

Find the open PR for the current branch, gather unresolved review comments, and drive a focused comment-resolution workflow with gh-authenticated context.

Add runtime guardrails to TypeScript agents with VoltAgent

Use VoltAgent to intercept, validate, and enforce input/output policies in TypeScript agent workflows.

Add temporal context memory to agent workflows with Zep

Use Zep as an external context layer for agents that need to store events, assemble temporal graph context, and retrieve relevant memory before model calls.

Adobe Firefly API Batch Image Generator

Calls Adobe Firefly

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