Atlas was an extraordinary（非常的）/ik'strɒ:dәnәri/ campus（校园）/'kæmpәs/ robot with the capacity（容量）/kә'pæsiti/ to guide disabled（残废的）/dis'eibld/ visitors. During an Asian（亚洲的）/ˈeɪʒən/ culture celebration（庆祝）/.seli'breiʃәn/ about Australia（澳大利亚）/ɔˈstreɪljə/, however, it gave an abnormal（反常的）/æb'nɒ:mәl/ response（回应）/rɪˈspɑns/. It blocked a male（男性的）/meɪl/ novelist（小说家）/'nɒvәlist/ carrying a wool（羊毛）/wul/ coat, a vase（花瓶）/veis/, and a bottle of wine（葡萄酒）/waɪn/, then tried to prohibit（禁止）/prә'hibit/ each possession（拥有）/pә'zeʃәn/. It also treated an Australian（澳大利亚的）/ɔˈstreɪljən/ interpreter（直译程序）/in'tә:pritә/ as a spy（间谍）/spai/. Despite（尽管）/dɪˈspaɪt/ the confusion, the robot barely（几乎未）/'bєәli/ offered a useful explanation.

Tariq, the student architect（设计者）/'ɑ:kitekt/ of the system, opened its reading（阅读）/'ri:diŋ/ log. A bar（条形栏）/bɑr/ on the screen linked（环）/liŋk/ each object to a label: wool became “animal,” the vase became “weapon,” and the wine bottle became “danger.” One dot（点）/dɒt/ from a dusty camera had literally（逐字地）/'litәrәli/ changed a curved lip（唇）/lip/ into a cigarette. The errors could terrify（使恐惧）/'terifai/ a child from the nursery（托儿所）/'nә:sәri/ and damage everyone's appetite（食欲）/'æpitait/. Mei gave a direct command（命令）/kә'mɑ:nd/ to stop the routine（常规）/ru:'ti:n/.

The team examined the training site（地点）/saɪt/ and found that one narrow data set could dominate（支配）/'dɒmineit/ the program. It contained prison（监狱）/ˈprɪzən/ photographs, a camel（骆驼）/ˈkæməl/ in an African（非洲的）/ˈæfrɪkɑn/ desert, and a cage（笼）/keidʒ/ beside an Australian bush（矮树丛）/buʃ/, but few ordinary indoor scenes. Confucius（孔子）/kənfˈjuʃəs/ appeared under “ancient Asia（亚洲）/ˈeɪʒə/,” while every socialist（社会主义者）/'sәuʃәlist/ poster was marked as a threat. That was not intelligence（智力）/in'telidʒәns/; it was a collection of weak associations dressed up as certainty.

Mei said, “Do not forbid（禁止）/fә'bid/ the robot to make mistakes. Make it show us why it made them.” Tariq added an explanation panel and a human-review link. They began to decorate（装饰）/'dekәreit/ a test room with a satellite（人造卫星）/'sætlait/ model, a wine glass, a wool blanket, and a toy worm（虫）/wә:m/. Atlas had to solve a riddle（谜题）/ˈrɪdəl/ about each item and track（追踪）/træk/ its source before it could raise an alarm. Unlike（不像的）/.ʌn'laik/ the old version, it recorded doubt instead of hiding it.

After the expansion（扩充）/ik'spænʃәn/, Atlas could distinguish a spiritual（有关教会的事）/'spiritʃuәl/ symbol from a security sign and a clan（支）/klæn/ badge from a prison mark. A lucky（幸运的）/ˈləki/ volunteer tested every route from the subway（地铁）/'sʌbwei/ entrance to the hall while the machine played a calm tune（歌曲）/tju:n/ instead of a frightening tale（故事）/teɪl/. The final statement（声明）/ˈsteɪtmənt/ carried Tariq's signature（签字）/'signәtʃә/: no machine should govern（统治）/'gʌvәn/ people through unexplained labels. The fix did not turn Atlas into a flawless mind, but it offered a practical solution—transparent limits, varied examples, and humans responsible for the final decision.