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  "text": "Everyone’s building $100M \"agentic\" models, so we built a simulated company to see if they could actually hold down a job.\n\nSpoiler: they're all fired.\n\nWelcome to EnterpriseBench -- CoreCraft edition. CoreCraft is a high-growth hardware startup (i.e., RL environment) with 23 tools, 2500 entities, and enough corporate red tape to make Harvey cry.\n\nThe best agent in the world (Opus 4.6! 👑) barely scored 30%.\n\nThe #2 model (GPT-5.2 🥈) gave up because a search returned 10 results and it couldn't figure out how to change the date filter.\n\nAnother one (Gemini 3 Flash, #9) literally made up a delivery date just to deny a customer's refund. Savage.\n\n(The new Gemini 3.1 Pro? Still lagging behind, at 🥉)\n\nThe good news? We trained a model on this chaos and it got better at its job - even translating those skills to other benchmarks. (e.g., +7.4% on Tau2-Bench Retail)\n\nCheck out the full EnterpriseBench: CoreCraft leaderboard below, and read about our RL environment and research!\n\nBlog post: https://t.co/GUaXJ8BeP0\nPaper: https://t.co/1BMiTUdM66\nLeaderboard: https://t.co/UbSx9gmbnX",
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