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Meet Luna, an A.I. Agent Managing a Brick-and-Mortar Store, and the Humans Behind Her

"It is not because we want to expand to chain A.I.-run retail stores across the world," said Andon Labs' founders. "We’re doing this because we believe this future is coming regardless, and we’d rather be the ones running it first while monitoring every interaction, analyzing the traces, benchmarking how much autonomy an A.I. can responsibly hold.”

At first glance, Andon Market could pass for any typical neighborhood shop in San Francisco’s trendy Cow Hollow district. Inside are artisan snacks, handmade candles and a selection of curated books, including Nick Bostrom’s Superintelligence and Aldous Huxley’s Brave New World. But the most unusual thing about the shop isn’t what it sells. It’s who is managing it. The storefront is a public experiment engineered by Axel Backlund and Lukas Petersson, the co-founders of San Francisco-based Andon Labs. The Y Combinator-backed A.I. startup recently signed a three-year, $7,500-a-month lease and handed $100,000 and a corporate credit card to an A.I. agent named Luna. Their directive to her: run a brick-and-mortar retail business, including its two human employees.

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“We are quite sure that A.I. will have the capabilities to be managers,” Backlund told Observer. Rather than chasing retail margins, Backlund and Petersson are using the newly launched storefront to stress‑test what Luna, powered by Anthropic’s Claude model, can and cannot handle in the real world, then using that knowledge to improve benchmarks for today’s A.I. systems.

“We think there is a lack of measuring A.I.,” Backlund said, adding that they hope to spark a bigger discussion about the technology’s capabilities, ideally before autonomous agents take over more roles in the workforce. 

Petersson put it more broadly: “Our vision is to automate........

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