How 9 Parallel Claude Agents Surpassed Human Researchers in Weak‑to‑Strong Supervision

Anthropic’s Automated Weak‑to‑Strong Researcher (AAR) system uses nine parallel Claude Opus agents to replace human researchers, achieving a Performance Gap Recovered (PGR) of 0.97 in five days at a cost of about $18,000, demonstrating that AI‑driven automation can outperform humans on well‑defined alignment tasks.

AARAI AlignmentAgentic AI

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How 9 Parallel Claude Agents Surpassed Human Researchers in Weak‑to‑Strong Supervision

AI Agent Research Hub

Mar 9, 2026 · Artificial Intelligence

How Claude Code AI Agents Generated 100 Research Papers in 10 Days

Within 228 hours, the Fully Automated Research System (FARS) built on Claude Code and other AI agents used 160 NVIDIA GPUs to produce 100 peer‑review‑level papers, achieving an average ICLR score of 5.05—higher than human submissions—while highlighting the expanding role, limits, and safety concerns of AI‑driven scientific automation.

AI SafetyAI agentsClaude Code

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How Claude Code AI Agents Generated 100 Research Papers in 10 Days

JD Tech Talk

Aug 5, 2024 · Artificial Intelligence

An Introduction to STORM: An LLM‑Powered Knowledge Management System for Automated Research and Writing

This article introduces STORM, a Stanford‑developed large‑language‑model‑based knowledge‑management platform that automates topic research, outline generation, citation‑rich article writing, and iterative refinement through perspective‑guided questioning and simulated conversations, dramatically improving technical investigation efficiency.

AI toolsLLMStorm

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An Introduction to STORM: An LLM‑Powered Knowledge Management System for Automated Research and Writing

JD Cloud Developers

Aug 5, 2024 · Artificial Intelligence

How STORM Uses LLMs to Automate Technical Research and Writing

This article introduces STORM, a Stanford‑developed LLM‑based knowledge‑management system that automates topic research, outline creation, content generation with citations, and optimization through perspective‑guided questioning and simulated dialogue, dramatically improving technical investigation efficiency.

AI writingLLMautomated research

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How STORM Uses LLMs to Automate Technical Research and Writing