Event Day Photographs: Google Drive

🥃 Planning To Buy A Perfume?

I know the world of colognes and perfumes can be incredibly confusing. Between French words you can't pronounce and thousands of bottles that all look the same, it's easy to get overwhelmed.

But smelling great doesn't have to be complicated. Whether you just want one reliable bottle or you're looking to build a full collection, here is the ultimate, no-nonsense breakdown of how to buy and wear fragrances.

☀️ Seasons and Times: The Golden Rule

The biggest mistake guys make is buying one heavy cologne and wearing it to the beach. A loud, sweet scent in a hot room or gym will give everyone around you a headache. Conversely, a light scent in the freezing cold will basically vanish.

Here is how you should categorize your scents:

🧪 Decoding the Bottle: What is an "EDP"?

If you look closely at a fragrance bottle, you'll see random letters like EDT or EDP. This simply tells you the concentration of fragrance oil in the bottle, which directly affects how long the scent lasts on your skin.

⚠️ CRUCIAL TIP: If you see two bottles with the exact same name (like YSL Y EDT and YSL Y EDP), do not assume the EDP is just a stronger version. Fragrance houses almost always change the actual ingredients. Treat them as completely different, standalone products!

🏆 How to Build Your Collection

You do not need a shelf full of glass bottles to smell good. Here is how to build your lineup smartly, based on how many bottles you actually want to own.

💦 The Art of Spraying

Spraying cologne isn't a guessing game. The amount you apply should directly depend on the type of fragrance you are wearing. All fragrances are unique, but here is a safe baseline to follow:

Pro Hygiene Tip: Always brush your teeth and use an unscented deodorant. You just paid good money for a nice cologne; don't let a cheap, heavily-scented sports deodorant clash with it!

🤫 The Budget Cheat Code: Clones

Don't have $300 to drop on a luxury brand? Look into clones.

These are fragrances made by budget brands (like Lattafa, Swiss Arabian, or Rave) that are chemically engineered to smell identical to the expensive stuff.

You can easily find clones that perfectly replicate highly sought-after DNA like Dior Sauvage, JPG Ultra Male, or 1 Million Elixir for a fraction of the price.

📋 The Master Recommendation List

Still don't know what to buy? Here is a rapid-fire cheat sheet of proven winners across every category to kickstart your collection:

Go find a scent that fits your vibe, spray it correctly, and enjoy the compliments!

🚨 Important Update regarding GDG Leads Assemble: Event Postponement 🚨

Dear Community Members,

As you are likely aware, the current situation across Bengal has become highly volatile due to severe ongoing unrest and recent tragic events in the city.

The safety and well-being of our attendees, speakers, organizers, and venue staff are our absolute highest priority. Under these extreme circumstances, going ahead with a large gathering is not in the best interest of our community's safety.

Therefore, after urgent discussions with the Machine Learning Kolkata core team, our venue partners, and in alignment with Google's safety guidelines, we have made the difficult but necessary decision to postpone GDG Leads Assemble, originally scheduled for May 9th.

🗓️ New Event Date: Saturday, May 23rd
📍 Venue & Timings: Remains unchanged

We sincerely apologize for any inconvenience this sudden change may cause, but we believe you will agree that safety must come first. We are praying for peace to be restored in our city soon.

🎟️ Action Required Regarding Your Ticket

We understand that a change in date means some of you might no longer be able to attend.

If you are unable to join us on the new date (May 23rd), we kindly request you to cancel your ticket/RSVP as soon as possible.

Our events have limited seating and a long waitlist. By canceling your ticket, you will graciously open up a seat for another enthusiastic learner who can make it on the new date.

If you are still joining us on May 23rd, no action is required from your end. Your existing ticket remains perfectly valid.

Please stay safe, stay indoors, and take care of yourselves and your families during this difficult time. We look forward to welcoming you to a safe, peaceful, and insightful event on May 23rd.

Warm regards and stay safe,
ML Kolkata Core Team

⚠️ Important RSVP Update: Please Read Carefully ⚠️

We’ve noticed several inquiries regarding event perks. To set clear expectations, please note:

❌ NO Certificates will be provided.
❌ NO Swags/Goodies will be distributed.
🥪 Food will be very basic.

This event is strictly for developers passionate about learning, networking, and technical growth. If your primary goal is receiving freebies or certificates, we strongly request that you CANCEL your RSVP immediately.

🚨 No-Show Warning: If you keep your RSVP but fail to attend, your Event Reliability Score will decrease. This will negatively affect your chances of being accepted into all future ML Kolkata and GDG events. Please free up the seat for a genuine learner.

Looking forward to hosting true tech enthusiasts!

— ML Kolkata Core Team

🍿 The Peak Comfort Movies of Late 90s Kids 📼

Take a moment and travel back with me. It’s a lazy Sunday afternoon in the late 2000s. The desert cooler is humming loudly, you’ve got a glass of Rasna in hand, and the cable TV is locked onto Set Max or Star Gold.

Here is a tribute to the peak era of unadulterated, belly-laugh-inducing cinema:

🎨 Welcome (2007)

Is it even possible to have a conversation today without quoting this masterpiece? Between Uday Shetty’s broken hockey sticks, Dr. Ghunghroo’s moving neck, and Majnu Bhai’s legendary donkey-on-a-horse painting, this movie was pure serotonin.

"Bolne de... takleef hua hai bechare ko!"

🌴 Dhamaal (2007)

Four unemployed friends, a dying don, and a treasure buried under a giant 'W' in Goa. This movie gave us the ultimate anxiety-inducing moment: pressing the red button in the airplane.

"Pata nahi aise dangerous situations mein mai automatically aage kaise aa jata hun!"

🍜 Chandni Chowk to China (2009)

Our generation’s wildly entertaining guilty pleasure. Long before the multiverse, we had Sidhu traveling from the narrow lanes of Delhi to the Great Wall of China. Who can forget the iconic training montage featuring the supernatural potato-chopping skills?

🥁 Dhol (2007)

A masterclass in situational, slapstick comedy. Pankaj, Sameer, Martand, and Gotiya trying to take shortcuts to get rich gave us absolute chaos. The timing of Rajpal Yadav in this movie is something they should teach in film schools.

"Naam kuch aisa rakhenge jo muh kholte hi fatt se zubaan par aa jaye... Thook?"

🎭 Bhagam Bhag (2006)

Peak Akshay Kumar and Govinda energy. A theater troupe in London, a murder mystery, a ghost, and Paresh Rawal just trying to keep his blood pressure in check. The climax alone is a symphony of confusion.

🤫 Chup Chup Ke (2006)

Before "Jal lijiye" became a pan-Indian meme, this Priyadarshan classic was our go-to comfort watch. Jeetu's fake muteness and Bandya's absolute misery washing utensils created comedy gold that hasn't aged a day.

🌟 Honorable Mentions for the True Fans:

• De Dana Dan (2009) - A kidnapped dog and a flooded hotel.
• Taarzan: The Wonder Car (2004) - Admit it, we all wanted that purple car.
• Golmaal: Fun Unlimited (2006) - The one that started the legendary franchise.
• Bhool Bhulaiyaa (2007) - The perfect balance of laughing out loud and hiding under the blanket.

We didn’t know it then, but we were living in the absolute golden age of Indian comedy. These movies didn't need logic; they just needed to make us laugh until our stomachs hurt. And they delivered, every single time.

💬 Over to you: Which of these was your ultimate summer vacation staple? Drop your favorite dialogue below! 👇

🚨 A Massive Warning Before You Watch These 2 Movies

Guys, I am warning you right now. Before you even think about sitting down to watch these two films, you need to mentally prepare yourself. Like, seriously.

The movies are Atonement and Eden Lake.

I know, I know—the poster for Atonement makes it look like some innocent, harmless drama. Do not fall for it. Both of these movies are going to traumatize you. They will leave you with this heavy, terrible feeling of guilt, and you'll literally just sit there staring at the wall thinking, "Man... why did that have to happen?" I wouldn't even wish that feeling on my worst enemy.

🤬 The Side Effects:

If there is one thing I can guarantee after you watch these, it's that you are going to absolutely hate teenagers and kids. You know that whole innocent "kids are pure" vibe? Yeah, that goes completely out the window, especially with Eden Lake. That movie alone will send you into a guilt trip.

These aren't the kind of movies you just watch and forget about. They will stay in your mind for the rest of your life.

🧠 The Bottom Line:

Here is my final advice to you:
If your mental health is doing great right now and you are in a happy place... do not watch these.
But, if you woke up today and decided you really want to ruin your peace of mind and mental health, then be my guest!

👇 If you have already seen them, do me a favor and warn everyone else in the comments so they know what they are getting into!

🍿 3 Psychological Thrillers You NEED to Watch Late at Night

If you ever get that random urge to watch a creepy movie right before going to sleep, I've got you.

I highly recommend these 3 movies. They all have a runtime of only about 1.5 hours, so they won't keep you up till 4 AM. The whole concept ties into "screen hacking"—but not the cheesy, kids-movie kind. It's pure psychological thriller and horror vibes.

⚠️ Before you watch, you gotta follow 2 rules:

1. Ignore the IMDb ratings 🛑
Don't look them up and be like, "Oh, this one is a 5.5, this one is a 6..." Horror movies always get rated weirdly. Just watch them first and judge for yourself!

2. Watch it on a SMALL screen 📱💻
Seriously, do NOT put this on your big living room TV while laying back on the couch. Because of how these movies are filmed, you need to watch them up close to really get into it. Watch on your phone, a laptop, an iPad, or your computer monitor. Trust me on this, it makes the experience 10x better.

🎬 The Watchlist:

• 1️⃣ Unfriended: Dark Web
  Takes place entirely on a computer screen. Super creepy group-call vibes that escalate really fast.
• 2️⃣ Friend Request
  Dark, weird, and definitely gets in your head.
• 3️⃣ Host 👑
  Honestly, out of all three, this one is the absolute best. It takes place over a Zoom call and it is wild.

Try watching one tonight (lights off, small screen!) and let me know if it messes with your head! 👻

🚨 Samay Raina: You only fight when the fight is fair, when you have a chance of winning. When the fight is not fair, you fuck off from there.

🚨 Kunal Kamra: I will not tender apology over my remarks as it would set a terrible precedent for other artists & their freedom of expression.

The Inspiration Behind This Platform 💡

To be honest, the inspiration to build a platform like this wasn't originally mine. A couple of weeks back, I came across a highly concerning video by YouTuber Nikita Thakur titled: "Sudden Rise of Vulgar Content in India."

Watching that video made it immediately clear exactly why a platform like ours is so urgently needed today.

🤖 Live Testing: Our Video Filtering Model

I am posting the link to that exact video below. This serves two purposes:
1. For you to watch and understand our core mission.
2. For me to test if our Video Filtering Model is working properly in a live environment.

The ultimate test: Ideally, the model should allow this video to pass. Even though the video is filled with examples of "cringe" and vulgar content, the context and intention of the video is to spread awareness.

✅ If you are reading this post right now, it means our AI model was intelligent enough to understand context over just content!

📎 Resources & Links

• 📺 Watch the Video Here
• 📑 Read the Research Reference Docs

Welcome to the Sanctuary.

For the last decade, the internet has been governed by a single, exhausting metric: attention at any cost. We traded curation for chaos, and elegance for engagement-bait. We built a machine that rewards the loudest voice in the room.

Today, we step out of the noise.

Welcome to Antiviral. You are reading the very first dispatch on a platform designed to be a quiet digital luxury. Here, there are no algorithms engineered to manufacture outrage, no dopamine slot machines, and no race to the bottom.

"Elegance is refusal." — Coco Chanel

By being here, you are refusing the standard web. Our proprietary AI engine operates silently in the background, ensuring this ecosystem remains a pristine environment. It actively filters out the vulgarity and desperation that plagues modern feeds, leaving only high-signal content.

The New Standard

As the founding members of this club, you set the tone. What belongs here?

• Deliberate Thought: Take your time. There is no algorithm rushing you to post before a trend dies.
• Authentic Inspiration: Share architecture, literature, fashion, deep-dives, and art.
• Refinement: Leave the outrage at the door. Speak to your peers with respect.

Take a deep breath. Look around. Enjoy the silence.

— The Architect