YT · YOUTUBE// 21d agoOPENSOURCE RELEASE

ARIS Automates Overnight ML Research Workflow

Auto Claude Code Research in Sleep, also called ARIS, is an open-source set of Markdown-only Claude Code skills for autonomous ML research. The project frames the workflow as a sleep-friendly research loop: the agent can score a paper, surface weaknesses, run experiments, and rewrite the narrative before you wake up, while staying lightweight and portable across Claude Code, Codex CLI, OpenClaw, and other LLM agents.

// ANALYSIS

Hot take: this is less a single app than a sharp, opinionated research operating system, and the cross-model review loop is the most compelling part because it adds a real critic instead of letting one model self-affirm.

–Plain Markdown skills keep the system portable and easy to fork.
–Cross-model review via Codex MCP is a strong guardrail against self-review blind spots.
–The workflow covers the full research arc: idea discovery, experiment execution, review, and paper writing.
–The main risk is that autonomy can amplify bad assumptions if human checkpoints are too loose.

// TAGS

claude-codeautonomous-researchresearch-automationmcpmarkdown-skillsllmagent

DISCOVERED

21d ago

2026-03-21

PUBLISHED

21d ago

2026-03-21

RELEVANCE

8/ 10

AUTHOR

Github Awesome