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一 |     WASHINGTON -- A multimillion-dollar conspiracy trial that stretched across the worlds of politics and entertainment is now touching on the tech world with arguments that a defense attorney for a Fugees rapper bungled closing arguments by using an artificial intelligence program.Prakazrel “Pras” Michel argued that the use of the “experimental” generative AI program was one of a number of errors made by his “unqualified, unprepared and ineffectual" trial attorney before his conviction earlier this year, according to a motion for new trial his new lawyers filed this week. The company behind the program, on the other hand, said it was a tool used to help write closing statements, and a harbinger of major changes in the field. Generative AI programs are capable of creating realistic text, images and video. They're raising tough questions about misinformation and copyright protections as well as industry calls for regulations in Congress. Programs like ChatGPT have already had ripple effects across professions like writing and education. The arguments in the Michel case could preview issues to come as the technology makes a rapid advance. The Grammy-winning rapper's trial was touted as the first time generative AI was used in a federal trial in a news release from the startup company that designed the system. Defense attorney David Kenner, well known for his previous representation of rappers like Suge Knight and Snoop Dogg, also gave a quote calling the system a “game changer for complex litigation."But in his last words to the jury, Kenner appeared to mix up key elements of the case and misattributed the lyric “Every single day, every time I pray, I will be missing you,” to the Fugees, the 1990s hip-hop group his client co-founded, when actually it is a well-known line from a song by the rapper Diddy, then known as Puff Daddy, court documents from Michel’s new attorney, Peter Zeidenberg, stated.Kenner did not respond to a phone call and email seeking comment from The Associated Press. The company, EyeLevel.AI, said the program wasn't “experimental” but instead trained using only facts from the case, including court transcripts, not musical lyrics or anything found online. It's intended to provide fast answers to complex questions to help, not replace, human lawyers, said co-founder and COO Neil Katz. “We think AI technology is gong to completely revolutionize the legal field by making it faster and cheaper to get complex answers to legal questions and research,” Katz said. He denied an allegation from Michel's new lawyers that Kenner appeared to have a financial interest in the program.The case will likely be closely watched as more law firms adopt the technology, said Sharon Nelson, president of Sensei Enterprises, a digital forensics, cybersecurity and information technology firm. A substantial number of firms are using it now, and surveys indicate more than 50% of lawyers expect to within the next year, she said. “It's gone much faster than we thought,” she said. “The problem is, if you don't work with it, you're going to be left behind.”Michel was found guilty in April on all 10 counts he was charged with, including conspiracy and acting as an unregistered agent of a foreign government. He faces up to 20 years in prison on the top counts. He is free ahead of sentencing, which has not yet been set. “At bottom, the AI program failed Kenner, and Kenner failed Michel. The closing argument was deficient, unhelpful, and a missed opportunity that prejudiced the defense,” wrote Zeidenberg. His other arguments for a new trial included the jury being prejudiced by being allowed to hear references to the “crime fraud exception” and “co-conspirators."Michel was accused of funneling money from a now-fugitive Malaysian financer through straw donors to Barack Obama’s 2012 reelection campaign, then trying to squelch a Justice Department investigation and influence an extradition case on behalf of China under the Trump administration. His trial included testimony ranging from actor Leonardo DiCaprio to former U.S. Attorney General Jeff Sessions.Kenner had argued during the trial the Grammy-winning rapper simply wanted to make money and got bad legal advice as he reinvented himself in the world of politics.It wasn't immediately clear when a judge might rule on the motion for a new trial. Use of generative AI in the legal profession is in the early stages, but it could see much more widespread adoption as products improve, said John Villasenor, a professor of engineering and public policy at the University of California, Los Angeles. The American Bar Association does not yet have any guidelines on the use of AI in the legal profession, though there is a new task force studying the issue, a spokeswoman said. Using it for closing arguments is complicated because of the many factors that develop over the course of a trial, he said. Generative AI, meanwhile, also sometimes produces “hallucinations,” statements that initially read as if they are accurate but are not.“A good attorney coming up with closing arguments will be mindful of basic goals of the case but also of the specific ways in which the trial has played out,” he said. Even as products improve, “attorneys that use AI should make sure they very carefully fact check anything they are going to use.”。

二 |     你是不是也有过这样的时刻:心血来潮想打场羽毛球,翻开微信通讯录不知道找谁;好不容易拉了个群,几个人的时间对不上,最后球还是没打成。这曾是陈硕最大的痛点。7年前,他在互联网大厂做技术研发,下班想打球,找不到场地、约不到人。于是,他自己做了个运动科技平台——“闪动”。从2022年上线至今,几乎没在消费者端花过一分钱推广费,却积累了数千万用户,单日新增一度突破10万人。羽毛球群群主、跑团团长、飞盘俱乐部发起人……闪动把这群人叫“主理人”。平台给主理人做了一个免费的SaaS(软件即服务)工具,活动发布、报名接龙、费用结算、成员管理、财务对账,一条链接全搞定。“过去在微信群里接龙,信息乱、没法跨群同步、统计全靠手动;现在链接一发,报名情况和费用都会自动统计。”官政希是羽宙联盟俱乐部创始人,两年内,他用闪动发布了4600多场活动,在全国俱乐部里排第四、杭州第一。据官政希估算,俱乐部约四分之一的长期成员是通过闪动沉淀下来的。而闪动的用户增长逻辑就藏在这里——主理人用顺手了,俱乐部成员跟着用,成员再拉朋友进来。“我们一分钱投放不做,现在日均新增用户也有几万人。”陈硕说,平台为主理人提供免费服务,盈利来自广告、保险等增值服务。目前闪动已聚集30多万家俱乐部,接入了超15万家运动场馆,覆盖60多个运动品类,还延伸到了桌游、读书会、英语角等同城生活品类。

三 | “本来没想做社交。”他笑了笑,“但运动天然就有搭子文化,一不小心成了国内头部的线下兴趣社交平台。”大学生小浩是学长把他拉进本地羽毛球群的。让他觉得这个平台“不一样”的,是一个小细节——“鸽子费”。“以前熟人约球,有人临时爽约,费用分摊就很尴尬。

四 | 闪动直接扣违约费,规则透明,谁也不欠谁人情。”小浩说。打球还怕一个事,水平悬殊。“参加线下局最怕遇到水平差太多的,‘菜鸟’怕被虐、高手怕无聊。”在滨江互联网公司上班的佳佳说。佳佳的困扰,闪动最近在内测的AI运动健康模块恰好能解决。陈硕形容它像一个“体育一站式服务顾问”。用户上传一段打球视频,AI通过纯视觉算法就能判断出水平等级,再根据你的时间、地点和运动能力,推荐水平相当的活动搭子或专业教练。

五 | 这背后则是平台积累的十几万条真实运动视频作为训练素材。这恰好也是闪动选择把公司搬到杭州上城区闸弄口街道的原因。今年3月,公司通过参加上城区“金靴奔跑”创新创业大赛拿到了政策扶持。“杭州的互联网创业氛围,特别是在智能体研发和算力供给上,优势很明显。”陈硕透露,落地上城后,上城区委组织部人才办和区科技经信局主动上门对接了具体政策。更关键的是一些隐性便利,比如闪动与浙大团队计划开展的智能运动硬件合作,因为地理距离拉近,推进变得更顺畅。国务院日前印发的《全民健身计划(2026-2030年)》提出,到2030年经常参加体育锻炼人数比例达到40%左右——那是超5亿人的市场。陈硕认为:“全民健身的关键是让人动起来并且坚持下去。

六 | 闪动在做的就是降低运动的门槛和成本,把中间的麻烦事解决掉。

七 |

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