Novel & Cerita Machine Learning System Design Interview Pdf Alex Xu

Nine years ago, Charlotte Green willingly bound herself to a companionship system to save her sister. The system guided her to the side of Eric Lorvis, a man adored by fate and envied by the world. Her role, as dictated, was to pursue him under the guise of being mute. Before long, everyone in their social circle knew of the mute woman who loved Eric with a fervor bordering on madness. At a gathering one evening, he finally relented. "If you make yourself look like Emily, I'll allow you to stay by my side." Without hesitation, Charlotte borrowed money to undergo plastic surgery. She reshaped herself to resemble Emily Spencer—Eric's first love. With painstaking precision, she molded her preferences to match his, learned to cook his favorite dishes, and catered to his every need. Yet to him, she was no more than a housekeeper. He neither hid his disdain nor spared her his indifference. His insults, his cold stares—she bore them all in silence. She didn't care. As long as she fulfilled her task, the day would come when she could finally leave this world behind. However, when Charlotte truly died, the cold and aloof Eric, who had always appeared so composed in front of others, lost his mind...

I've painstakingly prepared a nice feast for my son's fifth birthday. My wife, Cheryl Bennett, looks a little impatient. She complains, "You really love making things hard for yourself, huh? How are we supposed to finish everything with just the three of us?" I just smile at her. Then, I whip out a birthday cake and get my son, Jasper Ford, to make a birthday wish. After the candles are lit, I close my eyes as well and make a sincere wish in my mind. When I open my eyes again, I hear Cheryl's system exclaiming in surprise, "Congratulations, Cheryl! You've completed the quest! You and Jasper can now leave this world!" Yes, both Cheryl and Jasper have already made up their minds to abandon me so that they can return to their original world. That's great news. After all, I no longer want them by my side either.

My husband, Jonah Perry, and my son, Liam Perry, have given me a gift on my birthday. As soon as I open it, I see a silver snake hissing at me before biting me on the hand. Terrified by the ordeal, I end up getting sent to the hospital. Liam walks into my hospital room with his head bowed. I'm about to tell him that I'm fine when he tells me in disappointment, "Suz loves snakes the most. Dad and I plan on keeping a few snakes at home, too. "How's Suz going to visit us in the future if you keep this act up, Mom?" As he speaks, he lifts a snake to my face. "Will your fear disappear if you interact with snakes a lot more from now on?" Jonah chides Liam for his actions softly. But soon, he picks up a call from Suzanne Wright and walks out of the room with a wide smile on his face. I feel my heart sink to the pits of my stomach. My lips soon curl into a mocking smile. Instead of questioning the father-son duo hysterically like I always do, I summon the system, which has been asleep for a very long time. "Remember when you told me that I get to go home as long as I change my mind within two years after my mission's completion? Are you still holding up your end of that bargain?" One month later, I die right in front of Jonah and Liam. But they end up going insane.

Elijah Morris has been fooling around for four out of the five years we've been married. And from the very first month, he openly betrays me. Meanwhile, I spend my time warding people off with expensive contracts, one after another. Eventually, all that's left between us is constant fighting. One day, his younger stepsister, Abigail Wright, returns. And just like that, he finally settles down. That's when the system tells me that I can finally go home. For the next five days, I no longer ask about his schedule. I don't care if he is with Abigail, nor do I care if she is pregnant with his child. I even move out of the master bedroom myself, listening to them going at it all night. The fifth day after Abigail's return is our wedding anniversary. Elijah bursts into the room, tears up our marriage certificate in front of me, and smashes my most treasured vase into pieces. He grips my throat tightly and growls, "Why did you put mango in Abby's cake? She's allergic, and she almost died! How could you be so cruel?" For the first time, I don't argue with him. Instead, I go along with his accusations. "So what?" I then pick up a shard from the broken vase on the floor under his disbelieving gaze. Then, I draw it across my artery. Just like that, I end my life in this world.

I was working as a stunt double for a fight scene when a rising idol actor stabbed me with a real knife and sent me straight to the hospital. My actress girlfriend rushed over in a panic, fussing over me with endless concern. Before I could even feel touched, a floating comment suddenly appeared above her head. [When is Scott finally going to realize that the Best Actress linked him and Francis through a Beauty System?] [The more Scott cares about a certain part of his body, the more perfect that same part becomes on Francis!] The next second, my manager of five years hurried into the room as well. Another barrage of comments floated up. [The manager's no better. She tied them to an Achievement System. The harder Scott works, the more achievements Francis gets!] I stared at the two women in front of me and fell silent. So… my only option was to give up and do nothing?

My best friend, Aria Sinclair, develops amnesia after killing my parents in a drunk-driving accident. Somehow, everyone forgives her. My own brother signs a letter of forgiveness on her behalf. The son I nearly died bringing into this world affectionately calls her "Ari". Even my lawyer husband of eight years stands in front of her and defends her. Because I insist on taking her to court, they join forces and have me committed to a psychiatric facility for an entire year. On the day I'm released, Grant Berton comes to pick me up. He says, "Aria has lost her memory. She's changed and turned over a new leaf. Do you really have to demand a life for a life? Can't we forget the past and move on together?" Voices rise around me from every direction, all urging me to let go and forcing me to forgive. I look at the people who are supposedly the closest and dearest to me. Then, I calmly utter one word. "No." This time, I don't scream and rage about sending her to prison. Even when I catch Grant and her together in the bedroom, I don't pick up a knife and drive them out. Instead, I silently speak to the system in my mind. "I give up on the mission." I don't want the wreckage of the past, and I have no interest whatsoever in a future without light.

When I open my eyes again, I notice that I'm lying on the bed of my archnemesis, Ashton Ford. Ashton calmly puts on his clothes before tossing a card at me, telling me to get out. He then looks at the caretaker stationed by the door and asks helplessly, "Is Sunny still throwing a tantrum? Tell her that we're going to be engaged soon. She can't leave women in my bed just because she's angry." I'm about to say something when a stream of comments appears before my eyes. "Here comes another one hoping to sleep her way into a prestigious position. Mr. Ford only loves Sunny. If she didn't comfort him, he might have taken his own life after what happened to Elizabeth a long time ago." "Can the author stop trying to force these flings onto him? It wasn't easy for Sunny to achieve success after taking over as the female lead. I want to see them live a sweet married life." "Unless Mr. Ford's dead first love, Elizabeth Miller, comes back to life, no one can possibly touch Sunny's position in Mr. Ford's heart." Confusion is written all over my face. I'm Elizabeth Miller. Since when did I become Ashton's first love?

I'm the human shield Daniela Falcone—the underworld queen—personally chose to protect her first love, Luca Bianchi. We're three years into our marriage, and this is already the eighth time her rivals have kidnapped me. Daniela arrives with her men to rescue me, but we're not even five minutes into negotiations when Luca calls. "Dani, I lost at Truth or Dare. I'm supposed to kiss some woman here, but I want to save my first kiss for you. Can you come over?" The second Daniela turns and walks away without a single backward glance, a knife plunges deep into my stomach, and blood splatters everywhere. Just like the last seven times, her right-hand man, Carlo Marino, tosses some cash around to clean up the mess. Then, he has me sent to the hospital. In the ambulance, I hear Daniela's men guessing whether I'll live long enough to see Luca stand on his own two feet. They roar with laughter. I'm the only one crying. The mission to save the underworld queen has failed, which means the System will wipe me out soon. I think to myself, "Daniela, I won't live to see that day."

On our third wedding anniversary, Kent gave me a gift. A black metal wristband. Cold. Sleek. He called it a new product from his company—a pain-sharing system. The other user was Violet. His "girl bro." The person he was closer to than his own sister. Kent brushed a hand over my cheek, his gaze soft. "Clara, you're too coddled. You should learn from Violet. She's tough." Then he snapped the wristband onto my wrist. So while Violet got a full-back tattoo and an entire sleeve, I felt every single needle. When Violet went wingsuit flying, I collapsed at home. Every bone in my body felt shattered. I threw up blood. While she soaked up attention online as the "extreme sports queen," I was drowning in nonstop pain. Kent sat beside me, holding my hand as he cared. "Just hang in there. Violet's just being herself. As my wife, you should be more understanding." To finally push me over the edge, Violet decided to livestream herself jumping into the ocean to make me die in her place. Their friends couldn't wait to watch. Later, I watched calmly from a hospital room as the system slowly drained the life out of her. Kent looked deranged as he demanded to know why I wasn't dead. Because I had already reversed the system. All her vitality had become the nourishment that sustained me.

Mila is a fierce, resilient woman who doesn’t back down from challenges. She fell deeply in love with Alex, only to have her world shattered when he betrayed her with his mistress, Lily. Alex, obsessed with having a son, had divorced Mila after learning she supposedly couldn’t conceive. When Lily became pregnant, she secured her place by Alex’s side, leaving Mila devastated. Yet Mila, with her signature sass, decided to rebuild her life, throwing herself into her career with newfound strength. Just as Mila’s life starts to stabilize, she discovers something shocking: she’s one month pregnant. Reluctant to believe it, she re-tests, only to confirm the news. Soon, Mila learns the original claim of infertility was all part of Lily’s scheme to steal Alex and secure his wealth. Fueled by the betrayal, Mila sets out to reveal Lily’s deceit. But Lily is always one step ahead, twisting each of Mila’s moves to her advantage. Now, Mila faces her greatest challenge: outsmarting Lily and taking back control of her life, her dignity, and her future. Will Mila expose the truth before Lily’s schemes destroy everything?