Perspective is an API that uses machine learning to spot abuse and harassment online. Perspective scores comments based on the perceived impact a comment might have on a conversation, which publishers can use to give real-time feedback to commenters, help moderators sort comments more effectively, or allow readers to more easily find relevant information. We’ll be releasing more machine learning models later in the year, but our first model identifies whether a comment could be perceived as 'toxic' to a discussion. The majority of people online—60 percent of internet users—live in countries that have engaged in some form of censorship. Every day, important news is silenced and activists are repressed by governments who want to limit free expression.

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Digital attacks can take news sites offline for as little as $20, and government firewalls can prevent people from finding information that matters to them. In some countries journalists risk prison or torture to report on important issues, and some governments pass increasingly harsh laws that crack down on free speech. The Internet has become both a battleground and a recruitment platform for violent extremists. Groups like ISIS use it to create propaganda, recruit new members, and spread fear. They use increasingly sophisticated social campaigns to identify those who might be susceptible extremist content.

And by creating and publishing high-quality original content, extremist groups like ISIS have established themselves as global brands. But technology can help to interrupt the cycle of radicalization and divert young people away from extremism online. How can technology make people in the world safer?

We’re an incubator within Alphabet that builds technology to tackle some of the toughest global security challenges facing the world today—from thwarting online censorship to mitigating the threats from digital attacks to countering violent extremism to protecting people from online harassment. Our team of engineers, scientists, researchers, designers and policy experts view the world through the lens of technology. Our name, Jigsaw, acknowledges that the world is a complex puzzle of challenges, and it takes a collaborative approach to solve them.

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