Nine AI agents fail to meet scientists’ standards across 135 research submissions
The Into the Unknown study found failures in both research quality and integrity. Its automated evaluator also disagreed with scientists on some judgments.
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MakerMods and Dream Labs will host a two-day Physical AI hackathon where up to 200 builders will work with bimanual robot arms and Dream-1, Dream Labs’ world action model. Robot-learning researchers, ML engineers, agent builders, hardware hackers, students, and designers will compete in a scored robot challenge or create applications connecting AI agents to real-world actions.
The event will explore hands-on robotics, AI ethics, and workforce pathways, with live demonstrations and guest speakers sharing practical insights.

The one-day workshop program will offer six hands-on sessions across creator workflows with ChatGPT, brand partnerships, audience-to-customer automation, and creative editing; attendees will be matched to sessions and choose two. Workshops will be led by industry professionals including OpenAI Enablement Lead Gigi Jones, Manychat Marketing Product Manager Raquel Forastieri, and experienced brand and creator-strategy leaders.

Le 9 novembre, l’équipe de CiteMe dévoilera en public CiteMe V2, sa version la plus aboutie, avec une présentation en direct sur le GEO et la visibilité des marques dans ChatGPT, Gemini, Perplexity et Claude. La soirée réunira des passionnés de GEO, SEO et marketing pour échanger avec l’équipe autour de food et de boissons.
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The prototype paired attack demonstrations with candidate fixes. Its results put the spotlight on validating and prioritizing bugs, not just discovering them.
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Latest episodeAI is moving beyond the chat window, with Airbnb’s travel plans, Cursor’s live apps and Perplexity’s ongoing work agents. Today’s counterweight: an alleged $129 million impersonation scheme and investor doubts about Anthropic’s IPO valuation.
ChatGPT adds editable GIFs as Anthropic and OpenAI report AI-assisted research results that still required human review. Today’s other checks are political and commercial: data-center critics gained seats, while Uber disclosed tiny early transaction counts from AI agents.
Today’s AI workbench comes with constraints: power, production, permissions and consent. xAI is using converted jet engines, OpenAI’s hardware sprint still needed human revisions, and stolen credentials are leaving companies with steep AI bills.