How Does Spotify Recommend Songs To Users?

Claire is a typical nerd at school but a club DJ and a performer during weekends. She has been bullied since she started school with a particular girl named Samantha, their academy's Queen Bee and Head Cheerleader. But little did Claire know that her bully, whom she hates the most, feels something special for her since the first time they met.

Tiffany Wren can hear thoughts. Every lie. Every fear. Every ugly secret people try to hide. Her ability has made her the police department’s secret weapon, a detective capable of pulling confessions straight from a killer’s mind. But her newest assignment may finally destroy her. Undercover as a wealthy socialite, Tiffany is sent to infiltrate the empire of a notorious mafia king known as Scars, a man so powerful that witnesses disappear and entire cases vanish overnight. To survive the operation, she is partnered with Detective Lucas Hale, one of the department’s best investigators and the one person least impressed by her reputation. But the deeper they fall into the dangerous world surrounding Scars, the harder it becomes to ignore the tension building between them. Especially when Tiffany finds herself drawn to a man whose thoughts she cannot hear at all.

On my birthday, I found a hidden playlist on Adrian Beckett's phone. It was called "Lost." The cover image was a photo of his ex-girlfriend. He had lost the woman he loved most. In the three years we had been together, Adrian had never once let her go. I was simply the person he turned to when loneliness caught up with him. I was a compromise. I was a habit. Right in front of me, Adrian deleted the playlist, then looked at me and asked in a flat voice, "Satisfied now?" I said nothing. Adrian reached over and gave my hair a halfhearted ruffle. "That's enough. Hayley, be good. I'll take you home to meet my parents over New Year's, all right?" But Adrian, I was going home to have a blind date on New Year's.

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?

After my song was cut short at karaoke, I found myself back at the song selection machine. I just had to wait for 28 more songs until it would finally be my turn again. The next song was called "The Answer". My boyfriend, John Aldama, and my best friend, Selena Summers, gave each other a look of mild disdain but decided to sing the duet to prevent an awkward silence. Their voices, one cool and one sweet, complemented each other perfectly. Ever since high school, they'd been neck and neck on the honor roll, always vying for first and second place. Even after joining a top-tier company, they'd constantly bicker over projects. Even years after graduation, the people in our high school group chat were still "shipping" their "love-hate dynamic". No matter how hard I tried, I always remained the forgotten third person, an overlooked backdrop. Listening to them sing, I suddenly felt so tired. I no longer felt like singing the song that I had to wait endlessly for. I quietly deleted the song I'd selected and sent a confirmation to the email that asked me to be relocated abroad for work.