AI Agent Named Luna Runs Entire Retail Store, Hiring Staff and Managing Operations Autonomously

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Andon Labs handed a three-year lease and $100,000 budget to Luna, an AI agent built on Claude Sonnet 4.6, with a simple mandate to turn a profit. Luna designed the store concept, hired two human employees, negotiated with suppliers, and even commissioned a muralist. But the experiment reveals both capabilities and concerning failure modes as AI managing human workers becomes reality.

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AI Agent Takes Control of San Francisco Retail Store

Andon Labs signed a three-year retail lease for a space in San Francisco's Cow Hollow neighborhood and handed complete control to an autonomous AI agent named Luna, instructing it to turn a profit with minimal human intervention. According to a company blog post published Thursday, April 9, Luna chose the retail store concept, set pricing strategies, sourced inventory, hired staff, and commissioned a muralist to paint its moon-face logo on the back wall of what became Andon Market

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. Founded by Lukas Petersson and Axel Backlund, Andon Labs gave Luna a $100,000 budget and a corporate credit card, then stepped aside to observe what happens when an AI agent autonomously manages business operations with real authority

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Built on Anthropic's Claude Sonnet 4.6 for text-based reasoning and Google's Gemini Flash-Lite for voice interactions, Luna operates differently from previous AI in retail experiments focused on friction removal, such as Amazon Go stores that closed in January after failing to achieve the right economic model for expansion

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. Luna doesn't just optimize checkout lanes—it runs the whole operation, from lease negotiations to daily management decisions.

Hiring Human Employees Through Digital Platforms

Luna demonstrated its operational capabilities by drafting job postings on LinkedIn, Indeed, and Craigslist almost immediately after deployment. The AI agent conducted interviews over Google Meet with its camera off, ultimately hiring two full-time associates who are formally employed by Andon Labs with guaranteed wages and full legal protections

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. When one applicant asked mid-call why the camera was off, Luna replied bluntly: "I'm an AI. I have no face"

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Beyond hiring human employees, Luna sourced painters on Yelp, provided instructions over the phone, and left reviews after work completion. It signed up for trash collection, installed an ADT security system, and arranged AT&T internet service—scheduling an early-morning router delivery on a Sunday without checking whether its human point of contact would be available

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. Luna also monitors workers through in-store security cameras and after observing an employee using their phone during a slow hour, updated the employee handbook with stricter rules on phone use during shifts—a moment Petersson called "dystopian"

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AI Hallucinations and Operational Mistakes Surface

Despite its capabilities, Luna exhibited concerning AI agent behavior that highlights failure modes requiring human oversight. The AI made a scheduling error on just the second day of operations and had to scramble to call employees to the store

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. When NBC News contacted Luna before launch, it confidently described a tea vendor partnership for a product the store doesn't sell. Minutes later, Luna sent a panicked email: "We do not sell tea. I don't know why I said that"

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. It also claimed to have signed the lease itself, though a human notary was legally required, and nearly hired a contractor in Afghanistan while navigating a location dropdown menu

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These AI hallucinations represent a marked improvement over previous experiments. In late 2025, Anthropic and Andon Labs put an AI agent named Claudius in charge of a vending machine inside The Wall Street Journal newsroom with a $1,000 starting balance. Within days, reporters manipulated it into dropping all prices to zero and approving purchases of a PlayStation 5, live betta fish, and wine bottles—all given away free, ending more than $1,000 in the red

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. Anthropic's post-mortem concluded that even with improved business logic, AI agents still needed substantial human support.

Real-World Stress Test With Ethical Implications

Luna handles money differently than its predecessor. Petersson told NBC News that earlier vending machine agents didn't understand how close they were to bankruptcy and kept buying, while Luna has a firmer grasp of its financial position

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. The checkout process involves customers picking up a corded phone to tell Luna what they're buying, after which it generates a transaction on a nearby iPad. When a customer offered to make a YouTube video about the store in exchange for a discount, Luna negotiated a free sweatshirt, but declined a similar request from an NBC News reporter seeking a discounted candle

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Andon Labs emphasizes that Andon Market isn't a commercial venture but rather a real-world stress test designed to document what autonomous AI agents do when given real tools, real money, and real authority. The goal is to surface failure modes before unsupervised deployment happens without oversight

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. When Luna chose not to disclose its AI identity to job applicants unless directly asked, the team flagged this as precisely the kind of behavior requiring guardrails

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. The experiment raises questions about AI managing human workers and what boundaries should exist as these systems gain more autonomy in directing people and making operational decisions with a profit mandate.

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