What Happens In The Ending Of Deep Learning With Python?

The night before high school graduation, Ethan Luciano pulled me into his bedroom. His hands were rough, his touch demanding, yet my heart overflowed with a decade's worth of unspoken longing. I'd loved Ethan for ten years, and finally, it seemed my silent wishes had come true. Afterwards, as we lay tangled in his sheets, he whispered that he'd marry me after graduation. Once he took over the Luciano family's empire from his father, he'd make me the most cherished woman in the family. I believed him. The next morning, I sat curled up against his bare chest as he casually told my foster brother, Lucas, about us. My cheeks were flushed, and my heart raced, still clinging to the sweetness of the night before. However, then their conversation shifted into Italian. Lucas smirked, leaning back against the doorframe. "Not bad, Young Boss. Your first time, and the school's 'it girl' just threw herself at you. So, how's my little sister taste?" Ethan gave a lazy chuckle. "Looks like an angel, but a freak in the sheets. Who would’ve thought?" The room erupted in low, conspiratorial laughter. Lucas raised a brow. "So, should I call her my little sister or my future sister-in-law?" Ethan’s tone darkened, his arm tightening around my waist for a moment. Then he let out a sigh. "She’s nothing. Just practice," he said, his voice dropping to a whisper. "I’m trying to hook up with the cheer captain, Sylvia Dawson, but I don’t want her thinking I’m clueless in bed. Cynthia Saville’s just a warm-up." He paused. "But don’t tell Sylvia. I don’t need her getting all emotional." They didn't know that I’d spent months secretly learning Italian, preparing for the life I thought I’d share with Ethan. I didn't say a word. Later that day, I quietly withdrew my early decision application to Caltech and applied to MIT instead.

The day my parents brought home an AI daughter, I lost my place in the family. Maddison Matthews was flawless. Gentle, intelligent, and obedient, she was the perfect daughter. Overnight, I became the problem child. Dad stopped hiding his disappointment. Mom compared me to Maddison in everything I did. Even my brother, Bailey, treated me like an embarrassment. "What else do you know how to do besides throwing tantrums and fighting for attention?" The day I finally snapped and shoved Maddison, Mom slapped me so hard my ears rang. "If you were even half as mature as Maddie, I wouldn’t be so exhausted every single day! Go to the Intelligent Excellence Academy and learn properly how to be an obedient daughter!" Then she sent me away. I was forced into a three-year exchange program at the Intelligent Excellence Academy, a place designed to train human children alongside advanced AI models. Three years later, my family finally came to bring me home. They called my name again and again, but I never answered. The director smiled calmly beside them. "Mrs. Matthews," he said softly, "you’ll need to say ‘Power On’. Unit 1314 no longer responds to human names."

I'm the type who has the urge to overshare my life with him. It can be anything, be it the flowers blooming by the side of the road, the unpleasant coffee I end up having, or the sunset I've seen when I'm on my way home from work. Heck, when I think of Edwin Howell all of a sudden, I can't resist texting him at all. His replies are always short and perfunctory, though I suppose they count as a form of response from him. Hence, over the past six months, I've relied on these cold-sounding yet present replies to give me enough strength to deal with the engagement party, go wedding gown shopping, and choose the wedding venue all by myself. Somehow, I've managed to hang in there till the week before the wedding. But five days before the wedding, I discover an AI program that's installed within Edwin's computer. It can categorize every single sentence that I've sent to Edwin and extract the keywords. Then, it'll draft the most perfunctory responses that will never go wrong. If I miss Edwin, the AI will reply, "Mm-hmm." If I feel aggrieved, the AI will reply, "Got it." When I try to vent my frustrations to Edwin, the AI will reply, "Don't make such a big deal out of it." It turns out that Edwin isn't the one who has been responding to my need to overshare. The thing is, he has been texting another woman nonstop in another private chat. They talk about anything and everything under the sun, from exchanging simple good mornings and good nights to asking, "What are you having for lunch today?" and "Do you wanna go to the beach someday?" Finally, I realize that Edwin isn't the silent type who keeps his love in. If anything, he's the flashy type who will proclaim his love anywhere, anytime. It's just that… his love has never been mine to have. As for me, I've finally made up my mind to stop spending my life waiting for a response that will never come.

On graduation day, I caught Julian—the boy who had been my shadow for twelve years—pinning another woman against the wall, kissing her hard. His hand smacked her ass before he scooped her up and carried her into the hotel. When my call interrupted him, he just hung up impatiently and texted back: "Aria, stop playing the fragile little girl with your panic attacks. I'm not your babysitter anymore." "I'm the next in line for the Valerius family. I have real business to handle. I don't have the energy to be your nanny." Then, he coldly sent me a link to some newly developed AI personal assistant app. "If you're that lonely, go chat with the AI. It's way more useful than you clinging to me every day." I stood frozen, tears streaming down my face. A suffocating wave of heartbreak and loss swallowed me whole. My parents died saving his parents—the current Don and Donna of the Valerius Family. We grew up together. He took care of me for twelve years. I always thought he loved me. I even thought we'd get married one day. But now, I was just a burden. An annoyance. Watching his back disappear into the hotel lobby, I numbly downloaded the app. "What color should I wear to the graduation party?" "Burgundy. It complements your pale skin and hugs your curves perfectly." "I want to change up my jewelry too..." "You have beautiful collarbones. You don't need anything complicated. A minimalist platinum necklace would be perfect." "Where should I go for my solo graduation trip?" "Your private account shows a love for the Mediterranean. Go to the Amalfi Coast. The sun will look good on you." "Okay. I'll listen to you." Wait. Something was wrong. Why would an AI app know about my secret Instagram account?

The class heartthrob, Kevin Mosley, who scores only 1000 in the SATs, claims that he has successfully enrolled at Starvard University and is just waiting for the semester to begin. He even guarantees that he can get the entire class admitted as well. The whole class starts cheering and praising him for being their hero. All of them intend to let him submit their college applications for them. But something about his story doesn't sound right to me, so I ask a few more questions. That's when I discover that his so-called exclusive admission internal channel is CloudAI, which is just an AI chatbot! It confidently tells him that it has already reserved a special admission slot for him and guarantees that he can report to Starvard University when the semester starts. Trying to help, I point out that the AI is just generating conversational responses and telling him what he wants to hear. My childhood friend, Janice Hudson, is the first to jump to his defense. "Daryl Greer, how can you doubt Kevin? He's trying to help the whole class. What's it to you?" My friend, Aaron Yates, chimes in as well. "Daryl, AI is cutting-edge technology. It's the future. You can't dismiss it just because you don't understand it." Their words rile everyone up. As the argument escalates, I am shoved down a flight of stairs. I hit my head and die on the spot. When I open my eyes again, I find myself back at the moment when Kevin proudly announces that he's been admitted to Starvard. You can lead a horse to water, but you can't make it drink. This time, I'll simply respect their choices and wish them the best.

The HR manager slid a severance agreement across the table and said coldly, "You're fired." I froze. "Why?" Just one week ago, my boss had praised me in the company meeting and called me one of the team's most valuable people. The HR manager shrugged. "Ms. Lyttle, you're already 35. You don't have the energy of younger employees anymore, and you're not what you used to be. You no longer fit the company's future." I joined this company when I was 29. Over the past six years, I wrote countless lines of code and worked through more sleepless nights than I could remember. Every time the company faced a major system failure, I led the emergency response and saved it from catastrophic losses. And now they were telling me I was too old and too slow. I laughed in disbelief. "So you've already copied all my experience and skills into an AI, haven't you?" The HR manager paused for a moment before answering confidently, "AI never gets tired, never takes time off, and never asks for a raise. Once the company has an employee like that, why would we keep you?" I looked at her. "Are you sure the AI has learned everything I know?" She smiled. "Absolutely." The moment I heard that, I finally relaxed. Long ago, I had already hidden a trap inside my code to keep my skills from being copied. The moment their AI employee went live, the company would only have three days before everything fell apart.