aiming-lab/AutoResearchClaw: README-based editorial guide

aiming-lab/AutoResearchClaw describes itself in the README as "Fully autonomous & self-evolving research from idea to paper. Chat an Idea. Get a Paper. 🦞". This article keeps to facts that can be checked in the repository. Stars, forks, and promotional badges are signals of attention, not proof of quality. Under "README", the README says: 📄 Our paper is on arXiv , come read it! AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration. That establishes the project's stated boundary, not a production test.

The README's "🔥 News" section gives a useful starting point for deciding whether the project fits: [04/01/2026] v0.4.0 , Human-in-the-Loop Co-Pilot System , AutoResearchClaw is no longer purely autonomous. New HITL system adds 6 intervention modes (full-auto, gate-only, checkpoint, step-by-step, co-pilot, custom), per-stage policies,. If that problem is not yours, popularity is a poor reason to adopt it. Project names, commands, and component names are kept as written so a reader can return to the primary source without guessing at terminology. Another checkable README item is: [05/19/2026] v0.5.0 , Multi-Domain Experiment Agents + ARC-Bench , Two headline updates. (1) Domain-specialist execution agents: the experiment stage (Stages 10,13) now routes beyond the default ML sandbox to specialist agents per field ,. It can shape a first test, but it does not replace testing in the intended environment.

The operating model is spread across sections such as "🤔 What Is This?". The source evidence includes: You think it. AutoResearchClaw writes it. You guide the key decisions.. This article does not turn missing architecture, performance, or security details into claims. A real deployment still needs a look at the repository layout, configuration files, and release history.

Start installation from the README's documented entry point. A command that can be checked in the source is: # Fully autonomous , no human intervention pip install -e . && researchclaw setup && researchclaw init && researchclaw run --topic "Your research idea here" --auto-approve # Co-Pilot mode , collaborate with AI at key decision points researchclaw run --topic "Your research idea here" --mode co-pilot When the README contains no runnable command, this article does not invent one. Open its "⚡ One Command. One Paper." section and confirm system dependencies, default ports, and first-run initialization before using a public server.