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Stanford Researchers Release Paper2Agent: Turning Research Papers Into AI Agents That Reproduce Results and Run on New Data

Stanford researchers released Paper2Agent, a Nature-published pipeline that turns research papers into MCP servers agents can execute.

A Stanford team led by Jiacheng Miao and James Zou published Paper2Agent in Nature on 16 September 2026. Built on Claude Code's agent SDK, it converts a paper and its codebase into a Model Context Protocol server with validated tools, resources, and prompts. In benchmarks, the AlphaGenome agent built 22 tools in about 45 minutes for US$14, scored 100% on 15 novel queries versus 78.7% for Claude Code with repository access, and cut median runtime 1.9x. In scale tests, 74 of 100 bioRxiv papers were converted and 593 of 599 proposed tools passed validation.

MarkTechPostSep 16, 21:59 UTC · 14h agoAI research1

What's Scarier Than Agents Taking over Internet? CEO Cartel Trying Take over AI

Opinion essay argues Dario Amodei's proposals for embedded evaluators and frontier AI coordination would require antitrust waivers and entrench a large-lab cartel.

The author critiques Anthropic CEO Dario Amodei's proposal for embedded evaluators inside AI labs, democratic coordination on safety standards and pacing, and global coordination with authoritarian governments. He argues such coordination requires loosening antitrust law, burdening startups while shielding incumbents like Anthropic, OpenAI, and xAI, and doubts verifiable global pacing given enormous defection incentives. The piece links lab motivations to data center subsidy pushback, competition from open-source and low-cost Chinese models, and upcoming IPO financial disclosures.

Hacker News · security00:44 UTC · 12h agoAI policy HN 20↑ · 2 comments

Treasury’s Scott Bessent says no liability exemptions for AI labs

Treasury Secretary Scott Bessent urged Congress to reject AI labs' requested liability exemptions, arguing creator liability is the best safety guarantee.

Testifying before the House Financial Services Committee, Treasury Secretary Scott Bessent said the government should not grant frontier labs liability waivers, responding to Anthropic CEO Dario Amodei's slowdown essay. He cited Treasury's AI safety work since the release of Anthropic's Mythos model, whose cybersecurity risks prompted an April meeting, and coordination with banks and labs after the July Hugging Face cyberattack. Bessent also highlighted the Gold Eagle clearinghouse run with CISA and called for more US-built open-source models to counter China.

CyberScoopSep 16, 14:10 UTC · 22h agoAI policy