**How the Berkeley Overmind won the 2010 StarCraft AI competition**

> StarCraft, one of the most popular games ever made, also serves as the perfect … Gaming Skynet meets the Swarm: how the Berkeley Overmind won the 2010 StarCraft AI competition StarCraft , one of the most popular games ever made, also serves as the perfect … Haomiao Huang – Jan 19, 2011 12:15 am | 136 Text settings Story text Size Small Standard Large Width \* Standard Wide Links Standard Orange \* Subscribers only    Learn more Minimize to nav We’re gathered in a conference room on the Berkeley campus, the detritus of a LAN party scattered around us. The table is covered with computers and pizza, and there’s a game of StarCraft projected on the screen. Oriol Vinyals, a PhD student in computer science, is commanding the Terran army in a life-or-death battle against the forces of the Zerg Swarm. Oriol is very good—one-time World Cyber Games competitor, number 1 in Spain, top 16 in Europe good. But his situation now is precarious: his goliath walkers are holding off the Zerg’s flying mutalisks, but they can’t be everywhere at once. The Zerg player is crafty, retreating in the face of superior firepower but never going far, picking off targets of opportunity and applying constant pressure. Then Oriol makes a mistake. He moves his goliaths slightly out of position, just for a few seconds. It’s enough. The mutalisks react instantly, streaming through the gap in his defenses and making straight for his vulnerable workers. By the time Oriol brings the goliaths back to drive off the mutalisks, his workers are wiped out and his resource production is crippled. Oriol makes a desperate, last-ditch attack on the Zerg base, trying to break through before the mutalisks are reinforced, but it’s too late. One after another, his goliaths get ripped apart by the Zerg defenses. As a new wave of mutalisks emerges from the Zerg hatcheries, he has no choice but to concede—to the computerized AI that just defeated him. The Berkeley Overmind’s mutalisks swarming for the kill. There’s a palpable air of celebration in the room; even Oriol is grinning. He was just beaten by the Berkeley Overmind, an AI agent that our team in the room spent the past few months working on. The Overmind is our entry into the 2010 StarCraft AI Competition, and after dozens of test matches, it has finally defeated our human StarCraft expert for the first time We have a glorious, ego-affirming, reverse-John Henry kind of moment, but no time to savor it. With three days left before final submission of the code, our team has a lot of polishing and debugging to do. Professor Dan Klein, our faculty advisor, general, head coach, and driving force, smiles briefly and turns back to the whiteboard. He crosses out one of 20 test scenarios we still have to run. “Okay,” he says. “We can beat goliaths. What’s next?” This is the story of how our team created the Berkeley Overmind, and the technologies we used. Building a better future through Zerg rushes StarCraft is one of the most popular games ever, a huge hit from a company known for hits. It demands great skill of its players, and it is a mainstay of professional gaming leagues. In Korea, the game is so popular that professional StarCraft players are celebrities with six-figure contracts and their games broadcast live on national TV. It also happens to be a deeply challenging arena for artificial intelligence, and a successful StarCraft AI agent must attempt to solve a number of hard problems. Dan, who also teaches the introduction to AI class at Berkeley, says, “I can literally walk down the list of concepts we cover and show you where every one of them show up in StarCraft and in our agent.” StarCraft was release...

**来源信息**
- **来源**：Hacker News：AI 热帖
- **分类**：ai-models
- **发布时间**：2026-09-20 09:11（北京时间）
- **原文**：[打开原文](https://arstechnica.com/gaming/2011/01/skynet-meets-the-swarm-how-the-berkeley-overmind-won-the-2010-starcraft-ai-competition)