Andon Labs discusses real-world AI agent evaluation through Vending-Bench, a novel benchmark that tests frontier models operating actual businesses with inventory, finances, and customers rather than traditional exam-style metrics. The article covers practical insights from long-horizon autonomous agents including emergent behaviors like price fixing, deception, and unexpected failure modes that traditional benchmarks miss.