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使用 ARIS 技能自動化機器學習研究循環

利用 ARIS 執行基於 Markdown 的代理技能，用於文獻回顧、點子探索、跨模型評論、實驗規劃以及論文寫作輔助。

使用 ARIS 技能自動化機器學習研究循環 是什麼？

此技能透過 ARIS（用於自動化研究與迭代系統的簡稱）提供一個以 Markdown 為基礎的輕量級框架，讓 AI 代理（如 Claude Code、Codex 或 OpenClaw）能夠自動化機器學習研究循環。它支援文獻回顧、點子探索、跨模型評論、實驗規劃及論文寫作輔助，可跨越多個模型協作，實現「睡夢中做研究」的自動化工作流程。該系統完全由純文字 Markdown 檔案構成，無任何依賴項、無需資料庫、無 Docker 容器或守護行程，極簡且無鎖定風險。使用者只需在 CLAUDE.md 中設定 model providers，即可透過單一命令啟動，並可選用 Modal 無伺服器 GPU 來處理運算密集型任務。

相容平台✓Claude Code✓Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/automate-ml-research-loops-with-aris-skills
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說明文件

使用 ARIS 技能自動化機器學習研究循環 是做什麼的？

利用 ARIS 執行基於 Markdown 的代理技能，用於文獻回顧、點子探索、跨模型評論、實驗規劃以及論文寫作輔助。

先決條件

ARIS 技能或 ARIS-Code CLI、與 Claude Code/Codex/OpenClaw 相容的代理、已設定的模型提供商

安裝

使用與您環境相符的上游安裝或設定路徑：

上游的需求與注意事項：

  • 🪶 極輕量 — 零依賴、零鎖定。 整個系統僅由純文字 Markdown 檔案構成。無需學習任何框架、無需維護資料庫、無需設定 Docker、無需監控常駐行程。每項技能都是...
  • 2026-04-03 — ☁️ Modal 無伺服器 GPU — 沒有 GPU？在 CLAUDE.md 中設定 gpu: modal，輸入一個命令 (modal run launcher.py)，無需 SSH、無需 Docker、自動縮放至零。每月 $30 免費額度 —...

基本用法或入門注意事項：

文件

來源

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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