Essay
What AI Can’t Learn from Data: African Ethics in a Digital Age
I didn’t grow up thinking about artificial intelligence. I grew up thinking about fairness. In classrooms, courts, street corners, and songs — fairness wasn’t just an abstract idea. It was personal. It meant something when someone was overlooked, misjudged, or discarded. It had a smell, a tone of voice, a lived weight.
By David Thusiabout a year ago in Critique
Best 12 CRM Social Relationship Management Services Companies
Introduction In a world where customers interact across emails, chats, tweets, and DMs—managing relationships goes beyond just storing contacts. That's where CRM Social Relationship Management Services companies come into play. These powerful tools bridge the gap between social media and customer relationship strategies.
By Micheal Sampsonabout a year ago in Critique
Why Women Understand Fight Club but Men Don’t Understand Little Women
I suppose the idea that women can understand men’s issues or ideologies has always existed. Women have been the more nurturing, caring gender, the ones who have gone through their own moments of identity crisis and, therefore, can easily understand others when they eventually go through the same phases. However, as a writer and an avid reader, I’ve come to notice that men, in general, seem to lack this depth of empathy when it comes to understanding women’s perspectives through literature.
By Sasha Hardingabout a year ago in Critique
Beauty and Brains: A Rare Ideal or a Misunderstood Reality?
This ideal, as elusive as a four-leaf clover, has fascinated and divided society for decades. It is often said you’ve “won the genetic lottery” if you have both, a concept rooted in a casual remark that society seems to have embraced: conventionally beautiful people are presumed less intelligent, while those with high IQs are not typically deemed attractive. For those who embody both traits, this stereotype can feel deeply offensive. Imagine being told, “You’re so beautiful — I didn’t expect you to be intelligent.” A backhanded compliment, if ever there was one.
By Sasha Hardingabout a year ago in Critique
‘He Said – Hold Even a Straw and Show Me’ — The Raid That Challenged Ajay Devgan Like Never Before
So yes, the story of Raid 2 follows up its first part Raid. Actually, the story is different but is connected from there, where we are shown that our brother Ajay Devgan's 75th raid takes place, and in this 75th raid, he carried out at Ritesh Deshmukh's place. Now, what is the difference between the story of Raid 2 and the story of Raid 1? Which story is very good, and then should we go to watch Raid 2 in the theatre? In Raid 2, we are shown the story of our Ajay Devgan sahab; this time, Ajay Devgan has raided the house of corrupt politician Ritesh Deshmukh, where a complaint comes that a lot of black money is kept at his house. Here, our Ritesh Deshmukh Sahab is a relative of the legendary actor of Raid 1, who was shown as Tauji, whose house was raided. Ritesh Deshmukh knows how Ajay Devgan's character is, what his tactics are, how he raids, and he is not a corrupt officer at all; he is very strict, and no one goes against him. Due to this, Ritesh Deshmukh accepts this challenge and says to Ajay Devgan you are raiding my place, hold even a straw and show me; the raid is done in the same part 1 style; it is very fun to watch. People get stuck there, and they think that things are getting more complicated, but what is it this time? This time, the matter is that this time the aura has been kept a little bigger, and things have been expanded in comparison to Part 1. So, for those who have not seen Raid 1, my recommendation is to definitely watch Raid 1 because Raid, which was Ajay Devgan's movie, can be called the most legendary, no less than legendary. Whatever things we got to see in it, whatever atmosphere we got to see, it was unsuccessful in making Raid 2. If someone has seen a legendary film like Raid, then he might be a bit disappointed in Raid Part 2, but if someone has missed it, then he will like Raid 2 very much. Now the difference here was that when the raid was done in Raid 1, it would not be wrong to say that at that time people's breath stopped, people were seeing money coming out from everywhere, sometimes from sofas, sometimes from walls, sometimes from stairs, sometimes from the roof, sometimes from the basement and who knows from where else, it showed something mind-boggling. Whereas in Raid 2 we were shown simple things which did not seem so fascinating as they should have gone one level higher. We got to see the same blueprint of the story of Raid 1, the raid is being conducted in the same way. But yes, it is a bit fun because Ritesh Deshmukh's acting was also superb, and what can we say about Ajay Devgan's acting? The role of Tamannaah Bhatia that we were shown in this is a completely side character and I feel that the makers cast her but probably forgot to give her any work. Vaani Kapoor did not look good in this film at all because the work done by the first actress, Ileana D'Cruz, in Raid 1 is far superior — Vaani Kapoor doesn’t even come close. That's why I did not like Vaani Kapoor at all. In the movie too, you won't really see her doing anything significant. There is work of only two men and that is Ritesh Deshmukh and Ajay Devgan. Overall, Raid 2 is a one-time watch. You can go to the theatre and enjoy it with your family, friends, and girlfriend. It is fun and it is really fun. In this heat, buy a ticket of 150-200 rupees and go inside the theatre and watch the movie sitting in AC. What more do you need? Now if we talk about its climax, I found its climax quite good. I want to give a spoiler alert here. In the movie, we are shown that Ritesh Deshmukh challenged Ajey Devgan with all his tricks, but till now, Ajay Devgan has not faced anything like that. It was a great fight. But due to his cleverness, Ritesh Deshmukh fails, and Ajay Devgan goes ahead of him and beats him in such a way that in the end, when a scene opens in the climax, it looks so terrifying that if I say it in the language of my Haryanvi brothers, it is Swaad Aa Gya. So those who haven't seen the movie, go and watch the movie quickly. That's all for now. Don't forget to Subscribe for more related content and give me one heart.
By Ayush Vermaabout a year ago in Critique
American Job Market 2025: Stability Amid Emerging Challenges
As we move further into 2025, the American job market reflects a period of transition marked by resilience, innovation, and emerging challenges. The landscape is shaped by technological advancements, evolving work models, shifting economic policies, and changing workforce expectations. While some industries are booming with opportunity, others are adjusting to automation, global competition, and structural changes in the economy.
By Md.Nayeemul Islam Khanabout a year ago in Critique
The Power of Accountability: Should Sara Duterte Be Impeached?
No matter how her allies try to defend her, Vice President Sara Duterte is facing serious challenges. At least four impeachment complaints have been filed against her in the House of Representatives. These complaints accuse her of misusing public funds, abusing her power, and failing to uphold her responsibilities as Vice President. These allegations could significantly impact her political future.
By Katrina Florendo2 years ago in Critique
Thank you, 'Paris, Texas (1984)'
Nearly two months ago, I had the privilege of watching 'Paris, Texas' by Wim Wenders for the first time. Before anybody comes at me for not watching it earlier, I humbly concede the fact that I didn't possess the sensitivity to appreciate something as poignant until recently.
By Gourav Bhattacharya2 years ago in Critique
Breaking: Amazon Shoppers Brace for Impact as tariffs take a toll!
Amazon customers are now facing higher prices, longer shipping times and fewer options on products as the U.S government recently imposed new tariffs. Shoppers who have long enjoyed low prices, discounts and fast delivery may find themselves facing unpleasant troubles soon.
By Nafees Arefin2 years ago in Critique
Before You Watch Season 5: The Ultimate You Season 4 Recap
Joe followed Marienne from Paris to London but seeing the fear on Marienne's face, Joe let her go. Love's father had hired a contract killer named Elliot Tannenberg to find Joe who is more of a fixer. Elliot agreed to give Joe a new identity, but in return, he would have to kill Marienne because, except for Joe, only Marienne knew everything about this matter. Then Joe followed Marienne to the train station where instead of killing her, Joe secretly stole Marienne's necklace and by sending the photo of this necklace to Elliot, Joe convinced Elliot that Marienne was no more in this world. Taking on the new identity of Jonathan Moore from Elliot, Joe started working as an English professor at the university. Opposite Joe's flat was the flat of his colleague Malcolm Harding. While watching from the window, Joe fell in love with Malcolm's girlfriend Kate. One night Joe saved Kate from an attack by some thieves. Then Malcolm took Joe to a private party to thank him. Malcolm and Kate's friend circle was full of millionaire spoiled brats. It was here that Joe met novel author Rhys Montrose. Besides being an author, Rhys was also contesting the mayoral election. Joe drank too much at the party. As soon as he regained consciousness, he saw that someone had picked him up and brought him home from the party and Malcolm's dead body was lying on the dining table in front of him. The murderer had cut off Malcolm's finger and taken it as a mark. At first, Joe thought that maybe he had killed Malcolm under the influence of alcohol. Joe quickly disposed of the body and went to Kate's house. Kate had invited him for dinner to say special thanks to him. Then Joe started receiving disappearing messages from an unknown number. In the messages, Malcolm's real murderer was thanking Joe for disposing of the body. Kate used to organize art exhibitions. Impressed by Joe's normal presence, Kate's best friend Phoebe invited Joe to one such exhibition. This art exhibition was also of one of their friends, the son of a billionaire named Simon Soo. While searching Malcolm's office, Joe found out that he was deeply in debt. It was here that Joe saw that Phoebe's boyfriend, Adam, had a fetish for golden showers. Golden shower means urine bath in pure language. Adam's bodyguard Vic saw Joe secretly keeping an eye on this. Outside of the art exhibition, a different matter was going on. Simon had got that art made by some local artist, and now, by putting this art in Kate's exhibition, he was taking all the credit for it. The real artist came to the exhibition and started creating a ruckus but he was shown the way out by the guards. Joe had read in Malcolm's diary that stealing art and taking credit for it was Simon's old habit. Joe thought that maybe Simon had killed Malcolm to keep him quiet, but that very night someone killed Simon in the exhibition hall. This time the killer cut off Simon's ear as a token and took it away. Coming home, Joe saw that someone had pasted a list of his past deeds on his wall, which meant that the killer found out Joe's real identity. This killer became famous in the media as the Eat the Rich killer. To create a buzz in the news, the killer sent Malcolm's finger to the local media as proof. Joe found out that his student Nadia had a secret affair with Malcolm. The killer wants Joe to kill Kate now, but instead of killing Kate, Joe starts following her to keep her safe. At first, she was not giving much importance to Joe at all; I mean, she was not giving him any attention; if you don't understand now, then she was ignoring him. But as usual, Kate also became a victim of Joe's twisted personality, and then they do IT. Vic was secretly watching all this. Now Joe was behind Kate and Vic was behind Joe. Vic caught hold of Joe and started searching him at gunpoint, then he found Malcolm's ring in Joe's pocket. Maybe the real killer must have planted this ring in Joe's pocket. Joe tried hard to convince Vic but it was of no use. Then in the scuffle between the two, Vic was killed. Joe decided that instead of going against the real murderer, he would pretend to work with him. Phoebe called Joe for interrogation, and the police were waiting for him. Joe was able to fool the police very easily. Slowly Joe and Phoebe were becoming good friends. Phoebe soon added him to her millionaire friend circle. They all went to Phoebe's family mansion to party on the weekend. Poor Joe got stuck in a different love triangle after coming here. Joe clearly told Phoebe that he had no interest in having an affair. Joe had recently come to know that Adam was going to propose to Phoebe for marriage. Adam's financial condition was continuously getting worse. He felt that by marrying Phoebe, he could save his business with the help of her family fund. It was here that Joe met Kate's childhood friend Roald. Roald was totally infatuated with Kate. During dinner, their friend Gemma accused Joe of being a murderer because all the murders had taken place after Joe's arrival. It was here that Joe noticed that all of them were looking at Joe and Kate as outsiders. Then Kate told Joe that she had broken all ties with her millionaire father years ago. Her billionaire father had played with the lives of many innocent people for the sake of business, i.e. by ignoring environmental guidelines and giving them cancer etc. Roald also felt that Joe was the real killer who threw Joe down from the second-floor window. Luckily, Joe got only minor injuries due to falling in the bushes. As soon as he went inside, he heard Kate screaming. On going upstairs, Joe saw that Kate was standing with a knife near Gemma's dead body. Afterward, Joe immediately believes that Kate did not commit the murder; there was someone who was trying to frame Kate. Then Joe, along with Kate, disposed of Gemma's body. Seeing Joe's experience, Kate understood that this was not the first time Joe was disposing of a body. Here Joe finally told Kate the truth that he was the one who had made Malcolm's body disappear. The real killer wants to frame Joe just like Kate. Roald came here while chasing Joe and caught him red-handed with the body. Roald took Joe inside the mansion at gunpoint. Everyone was convinced that Joe was the real murderer but all of them were completely drunk. Roald was going to take Joe to the jungle and kill him by chasing him, but instead, Joe beat him and made him unconscious. After some time the real murderer came and attacked Joe and imprisoned both of them in a nearby ruin. As soon as Joe regains consciousness, he sees that the real murderer is Rhys. Rhys wants Joe to kill Roald and put the blame on him. When Joe refuses, Rhys sets the ruins on fire and leaves both of them to die. Joe quickly frees himself and frees Roald as well. Then Kate arrives in time and saves both of them. Joe keeps the real murderer's identity hidden from everyone. He will personally take revenge on Rhys. Rhys had put Simon's ear in Joe's fridge to blackmail him. If Joe doesn't put the blame on someone else in time, Rhys will declare Joe the murderer. Luckily, during this time, a psycho fan of Phoebe had tied her up in a hotel room. Joe freed Phoebe, put Simon's ear in the psycho's bag, and put the blame for all the murders on this captive. Nadia was now getting suspicious of Joe after seeing all this. Whenever there is any trouble, Joe is already present there. Joe and Kate decide to forget their past and move forward with their relationship, but Rhys is not going to let Joe go so easily. Due to this, Rhys will have to do one last thing - murder Rhys' political opponent, Tom Lockwood, aka Kate's father. Tom had come to London for some work. Kate took Joe to dinner to meet her father, where Tom whispered in Joe's ear that he knew everything about Joe, "I know who you really are, Joe Goldberg." Phoebe decides to marry Adam due to society, status pressure or Adam's manipulative behaviour but she doesn't want to marry him from the bottom of her heart. Kate was not happy at all with Phoebe's decision. Then, to motivate Joe further, Rhys showed him Marienne's passport, indicating that he had found Marienne and kidnapped her somewhere. If Joe doesn't kill Tom, Rhys will kill Marienne. Tom ruined Rhys' reputation by publishing an article against him. As soon as this article was published, Rhys hid in a private cottage. Now Tom wants Joe to kill Rhys on his orders. Tom knew very well that Joe must have killed Love. It means that killing someone and making it look like an accident or a false case was not a big deal for Joe. By killing Rhys, Joe will get the girl and a lot of money too. If Tom wants, he can get all of Joe's crimes forgiven and give him back his old identity. If you have money, then nothing is impossible, boss. Then Joe went to the address given by Tom and started to torture Rhys. Surprisingly, Rhys was reacting very strangely as if he did not know Joe. Joe does not have time for this drama. He needs Marienne's address as soon as possible. But Rhys really did not know what Joe was talking about. Then Joe got angry and killed Rhys. And here comes the biggest twist of You Season 4. Joe and Rhys never met. Joe had created the personality of murderer Rhys in his own mind.
By Ayush Verma2 years ago in Critique
