wanshuiyin/Auto-claude-code-research-in-sleep

ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.

What it solves

ARIS (Auto-claude-code-research-in-sleep) addresses the unreliability and lack of integrity in autonomous AI-driven research. It prevents common "autoresearch" failures where models forget earlier details, fabricate information, or judge their own work without critical oversight, ensuring that complex, long-form research outputs are verified and consistent.

How it works

ARIS is a methodology based on a five-step loop: planning, drafting, adversarial review, iteration, and persistence. It utilizes a "research-wiki" for memory to maintain context over long projects and employs cross-model auditing (where different models check each other's work) to eliminate self-confirmation bias. The system can be implemented as a skill-based workflow within existing AI coding tools (like Claude Code or Cursor) or used via a standalone CLI (ARIS-Code) that integrates with MCP (Model Context Protocol) servers for tool dispatch and reviewer alignment.

Who it’s for

It is designed for researchers, engineers, and analysts performing structured research in fields such as machine learning, law, investment due diligence, market research, and investigative journalism.

Highlights

  • Cross-Model Auditing: Uses separate models to audit outputs, preventing the AI from simply agreeing with its own mistakes.
  • Research-Wiki: Maintains a persistent knowledge base to prevent memory loss during long-form research tasks.
  • Integrity Guardrails: Includes "Anti-Autoresearch" to catalog and detect 61 different integrity hack-patterns and fabrication signals.
  • Flexible Integration: Works as a standalone CLI or as a set of skills for Claude Code, Cursor, Trae, and GitHub Copilot CLI.
  • Multimodal Extension: Extends the research loop to movie direction and diagram creation via ARIS-Movie-Director.