# AutoResearchClaw | AIMING Lab | Knowledge Base | Instagit

Fully autonomous & self-evolving research from idea to paper. Chat an Idea. Get a Paper. 🦞

GitHub Stars: 12.9k

Repository: https://github.com/aiming-lab/AutoResearchClaw

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## Articles

### [Configuring Knowledge Base Backend in AutoResearchClaw: Markdown vs Obsidian](/aiming-lab/AutoResearchClaw/configuring-knowledge-base-backend-markdown-vs-obsidian)

Configure your AutoResearchClaw knowledge base backend: choose Obsidian for wikilinks and tags or default Markdown. Learn how to set it up in .arc.yaml.

- Tags: configuration
- Published: 2026-05-28

### [How to Set Up BenchmarkAgent for Automated Dataset Selection in AutoResearchClaw](/aiming-lab/AutoResearchClaw/setting-up-benchmarkagent-for-automated-dataset-selection)

Learn how to set up BenchmarkAgent in AutoResearchClaw for automated dataset selection. Automate data loading with this powerful four-stage pipeline and streamline your research workflow.

- Tags: how-to-guide
- Published: 2026-05-28

### [Configuring CodeAgent v2 with Hard Validation in AutoResearchClaw: A Complete Guide](/aiming-lab/AutoResearchClaw/configuring-codeagent-v2-with-hard-validation)

Learn to configure CodeAgent v2 with hard validation in AutoResearchClaw. Enable AST syntax checks and LLM repair for robust code analysis before sandbox execution. Get the complete guide.

- Tags: how-to-guide
- Published: 2026-05-28

### [How to Set Up Incremental HEP Physics Experiments in AutoResearchClaw](/aiming-lab/AutoResearchClaw/setting-up-incremental-hep-physics-experiments)

Learn to set up incremental HEP physics experiments in AutoResearchClaw using the --incremental-experiment flag or config setting. Build upon versioned simulation artifacts.

- Tags: how-to-guide
- Published: 2026-05-28

### [Setting up Figure Generation with FigureAgent and Nano Banana in AutoResearchClaw](/aiming-lab/AutoResearchClaw/setting-up-figure-generation-with-figureagent-and-nano-banana)

Effortlessly set up figure generation in AutoResearchClaw with FigureAgent and Nano Banana. Learn to enable automated chart and diagram creation for your research.

- Tags: how-to-guide
- Published: 2026-05-28

### [How to Set Up Web-Augmented Literature Search Using Tavily and Google Scholar in AutoResearchClaw](/aiming-lab/AutoResearchClaw/setting-up-web-augmented-literature-search-tavily-google-scholar)

Learn to set up web-augmented literature search with Tavily and Google Scholar in AutoResearchClaw. Enrich your research in real-time and generate BibTeX entries automatically.

- Tags: how-to-guide
- Published: 2026-05-28

### [How to Configure the Skills Library and Load Custom Skills in AutoResearchClaw](/aiming-lab/AutoResearchClaw/configuring-skills-library-and-custom-skill-loading)

Learn how to configure the AutoResearchClaw skills library and load custom skills efficiently. Inject domain-specific knowledge into LLM prompts programmatically.

- Tags: how-to-guide
- Published: 2026-05-28

### [Customizing Citation Verification Layers (arXiv, CrossRef, DataCite) in AutoResearchClaw](/aiming-lab/AutoResearchClaw/customizing-citation-verification-layers-arxiv-crossref-datacite)

Learn to customize citation verification layers like arXiv, CrossRef, and DataCite in AutoResearchClaw. Improve BibTeX entry accuracy with our powerful validation pipeline.

- Tags: how-to-guide
- Published: 2026-05-28

### [Setting Up Cost Guardrails and Budget Monitoring for AutoResearchClaw Projects](/aiming-lab/AutoResearchClaw/setting-up-cost-guardrails-and-budget-monitoring)

Set up cost guardrails and budget monitoring for AutoResearchClaw projects. Automatically monitor LLM API costs and halt the research pipeline at spending thresholds.

- Tags: how-to-guide
- Published: 2026-05-28

### [Configuring ACP-Compatible Agent Backends (Claude Code and Codex CLI) in AutoResearchClaw](/aiming-lab/AutoResearchClaw/configuring-acp-compatible-agent-backends-claude-code-codex-cli)

Easily configure ACP-compatible agent backends like Claude Code and Codex CLI in AutoResearchClaw using CodeAgentProvider. Learn how to set up your coding agents effortlessly.

- Tags: how-to-guide
- Published: 2026-05-28

### [Setting Up OpenClaw Bridge Adapters for Messaging Platforms](/aiming-lab/AutoResearchClaw/setting-up-openclaw-bridge-adapters-for-messaging-platforms)

Easily set up OpenClaw bridge adapters to send real-time status updates from AutoResearchClaw to Discord, Slack, Telegram, or WeChat. Enable openclaw_bridge and configure MessageAdapter for seamless notifications.

- Tags: how-to-guide
- Published: 2026-05-28

### [How to Troubleshoot Experiment Self-Healing and Repair Cycles in AutoResearchClaw](/aiming-lab/AutoResearchClaw/troubleshooting-experiment-self-healing-and-repair-cycles)

Troubleshoot experiment self-healing and repair in AutoResearchClaw. Learn how AutoResearchClaw detects failures, generates repairs with LLM or OpenCode, and scores results for quality.

- Tags: how-to-guide
- Published: 2026-05-28

### [Setting Up a Docker Sandbox with GPU Passthrough for AutoResearchClaw: Complete Configuration Guide](/aiming-lab/AutoResearchClaw/setting-up-docker-sandbox-with-gpu-passthrough)

Accelerate AutoResearchClaw experiments with GPU passthrough in Docker. This guide shows configuration for NVIDIA Container Toolkit and effortless GPU integration.

- Tags: how-to-guide
- Published: 2026-05-28

### [Configuring SSH Remote Sandbox Execution with GPU Support in AutoResearchClaw](/aiming-lab/AutoResearchClaw/configuring-ssh-remote-sandbox-execution-with-gpu-support)

Configure SSH remote sandbox execution with GPU support in AutoResearchClaw. Accelerate experiments on remote hosts by mapping GPU indices to CUDA_VISIBLE_DEVICES or Docker --gpus arguments.

- Tags: how-to-guide
- Published: 2026-05-28

### [Customizing Per-Stage Policies in AutoResearchClaw's Co-Pilot Mode: A Complete Configuration Guide](/aiming-lab/AutoResearchClaw/customizing-per-stage-policies-in-co-pilot-mode)

Master customizing per stage policies in AutoResearchClaw's co-pilot mode. Configure CoPilotConfig and StagePolicy for granular human-in-the-loop controls and optimize your 23-step pipeline. Get the complete guide.

- Tags: how-to-guide
- Published: 2026-05-28

### [Integrating MetaClaw Bridge for Cross-Run Learning in AutoResearchClaw](/aiming-lab/AutoResearchClaw/meta-claw-bridge-integration-for-cross-run-learning)

Learn how to integrate the MetaClaw bridge in AutoResearchClaw for cross-run learning. Capture failure lessons, create reusable skills, and enhance LLM requests for improved research.

- Tags: deep-dive
- Published: 2026-05-28

### [How to Configure Domain-Specific Execution Agents (ColliderAgent and COBRApy) in AutoResearchClaw](/aiming-lab/AutoResearchClaw/configuring-domain-specific-execution-agents-collideragent-cobrapay)

Learn to configure domain-specific execution agents like ColliderAgent and COBRApy in AutoResearchClaw. Set Config mode and supply agent configurations for specialized sandboxes and efficient research.

- Tags: how-to-guide
- Published: 2026-05-28

### [Setting Up OpenCode Beast Mode for Complex Experiment Generation in AutoResearchClaw](/aiming-lab/AutoResearchClaw/setting-up-opencode-beast-mode-for-complex-experiment-generation)

Unlock OpenCode Beast Mode in AutoResearchClaw for advanced experiment generation. Easily configure the CLI and ARC to automate complex research tasks and boost your workflow.

- Tags: how-to-guide
- Published: 2026-05-28

### [How to Configure HITL Intervention Modes in AutoResearchClaw for Different Research Stages](/aiming-lab/AutoResearchClaw/how-to-configure-hitl-intervention-modes-for-different-research-stages)

Learn to configure HITL intervention modes in AutoResearchClaw. Master pipeline pauses for human feedback during research stages using HITLConfig and stage_policies.

- Tags: how-to-guide
- Published: 2026-05-28