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ARIS 스킬로 ML 연구 루프 자동화

ARIS를 사용하여 문헌 검토, 아이디어 발굴, 교차 모델 비평, 실험 계획 및 논문 작성 지원을 위한 마크다운 기반 에이전트 스킬을 실행합니다.

ARIS 스킬로 ML 연구 루프 자동화란 무엇인가요?

이 스킬은 ARIS(Automated Research in Sleep) 시스템을 활용하여 ML 연구 워크플로우를 완전히 자동화합니다. 문헌 검토, 아이디어 발굴, 교차 모델 비평, 실험 계획, 논문 작성 지원 등의 작업을 마크다운 기반 에이전트 스킬로 오케스트레이션합니다. Claude Code, Codex, OpenClaw 호환 에이전트와 함께 작동하며, 별도의 종속성 없이 마크다운 파일만으로 동작하는 초경량 설계가 특징입니다. 특히 Claude Code가 연구를 주도하고 외부 모델이 비평과 검증을 담당하는 교차 모델 협업을 지원하며, 사용자가 잠자는 동안 자율적으로 연구를 진행할 수 있습니다. Modal 서버리스 GPU를 통한 비용 효율적인 실험 실행, 스트리밍 안정성 개선, 다중 제공자 가격 책정 등 최신 기능을 포함하고 있습니다.

지원 대상✓Claude Code✓Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/automate-ml-research-loops-with-aris-skills
원본 보기→모든 스킬 둘러보기

즐겨 사용하는 AI에게 물어보기

이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

OpenAIChatGPTClaudeClaudeGeminiGeminiGrokGrokPerplexityPerplexityDeepSeekDeepSeek

문서

ARIS 스킬로 ML 연구 루프 자동화은(는) 무엇을 하나요?

ARIS를 사용하여 문헌 검토, 아이디어 발굴, 교차 모델 비평, 실험 계획 및 논문 작성 지원을 위한 마크다운 기반 에이전트 스킬을 실행합니다.

사전 요구 사항

ARIS 스킬 또는 ARIS-Code CLI, Claude Code/Codex/OpenClaw 호환 에이전트, 구성된 모델 제공자

설치

환경에 맞는 업스트림 설치 또는 설정 경로를 사용하세요:

업스트림의 요구 사항 및 주의 사항:

  • 🪶 매우 가벼움 — 종속성 없음, 종속 고정 없음. 전체 시스템은 일반 마크다운 파일입니다. 배울 프레임워크도, 유지할 데이터베이스도, 구성할 Docker도, 관리할 데몬도 없습니다. 모든 스킬은 단순한...
  • 2026-04-03 — ☁️ Modal 서버리스 GPU — GPU 없음? CLAUDE.md에 gpu: modal, 하나의 명령어(modal run launcher.py), SSH 없음, Docker 없음, 자동 축소. 월 $30 무료 티어 —...

기본 사용법 또는 시작하기 참고:

  • v0.4.10 (2026-05-17) — Stream + MCP 안정성 + 다중 제공자 가격 책정. 청크 디코딩 실패/조기 EOF 시 Anthropic MessageStream + OpenAI SSE 루프에서 C6 전체 스트림 재시작(ARIS_STREAM_RETRY, 기본값 2,...)

  • 🌙 Claude Code가 당신이 잠자는 동안 연구를 수행하도록 하세요. 일어나면 논문이 평가되고, 약점이 식별되고, 실험이 실행되고, 서사가 자율적으로 재작성된 것을 확인하세요.

  • 자율 ML 연구 워크플로우를 위한 맞춤형 Claude Code 스킬. 이 스킬들은 교차 모델 협업을 오케스트레이션합니다 — Claude Code가 연구를 주도하고 외부 모델이...

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

  • 업스트림 문서에서 추출: https://raw.githubusercontent.com/wanshuiyin/Auto-claude-code-research-in-sleep/HEAD/README.md

문서

출처

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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