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Master Queue & Deque Problems in Python

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  Queues look simple on paper, but they quietly decide how real systems behave under pressure. ⏱️ Estimated reading time: 12 minutes Generally accepted, queuing (queue) is a first-in-first-out ( FIFO ) data structure. In reality, queues are used in many non-academic contexts as a means of survival. All systems that deal with any kind of traffic, task, request, or data at scale eventually face this same fundamental problem: it is impossible for everything to be processed simultaneously. When traffic arrives at a system faster than it can be processed or handled, that system needs to determine what stays in the queue, what is dropped, and the order in which it will process traffic. At this point, we begin to view queues as more than just a structure for storing data; they also represent the design of a system. In large-scale systems (i.e., an e-commerce site selling out of an item due to demand and the associated product returns and replacement orders; an online video platf...
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WTC Final 2025: South Africa Beats Mighty Australia to Become World Test Champions

🏏 South Africa Crowned WTC Champions — Calm. Gritty. Glorious. 🏆 They’ve finally done it. South Africa are the ICC World Test Champions , and this time, no chokes, no chaos — just pure, clinical cricket. It took years of heartbreaks and “almosts”... but this team came in focused, played like a unit, and finished the job. And yes, the wait is over. 🌟 Markram’s 2nd Innings Century — The Knock That Broke the Game When the pressure was at its peak , South Africa needed someone to stand up — and Aiden Markram did exactly that . His 2nd innings century wasn’t just about runs — it was about grit. He didn’t just play shots; he soaked up pressure, frustrated the bowlers, and turned the momentum completely in South Africa’s favour . It was the kind of knock you remember in Test history — composed, clutch, and classy. 🧠 Temba Bavuma — The Captain Who Kept It Cool Temba Bavuma’s captaincy was on point from Day 1. He read the pitch right, used his bowlers smartly, rotated fields sharpl...
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Ahmedabad Plane Crash 2025 : Air India Flight Crashes After Takeoff, 241 Dead

  The Ahmedabad Plane Crash: A Costly Reminder That We Can’t Afford to Ignore On June 12, just minutes after taking off from Ahmedabad airport, an Air India Boeing 787-8 crashed into the BJ Medical College hostel mess — barely 5 km from the runway. Out of 242 passengers on board, 241 didn’t survive. The only survivor, Vishwakumar Ramesh, was on his way to London with his brother — who didn’t make it. Among the victims was the Chief Minister of Gujarat, along with hundreds of other innocent lives, including students in the hostel building. It’s a devastating event — not just because of the number of lives lost, but because it exposes something deeper: a brutal example of systemic negligence. This wasn’t bad luck. A plane doesn’t just fall out of the sky without warning. Something failed — whether in maintenance, checks, or basic responsibility. And this time, that failure cost lives. A lot of them. The Directorate General of Civil Aviation (DGCA) has launched an investigation into t...
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Jee Honest Journey

 I Dreamt of IIT Bombay – This Is What Really Happened after 10th, I had just one dream in mind — IIT Bombay. Right after my board exams, I joined coaching classes in Pune. My father used to talk about IIT Bombay every single day. The goal was clear, the ambition strong — but the journey turned out to be very different from what I expected.Coming from a state board background, my basics were not strong. I struggled to understand theory, and as a result, I couldn’t solve many questions. Still, I used to complete all module exercises before anyone else. People were surprised by the speed, but the truth was, I couldn’t make it beyond the third batch. Some of my friends kept moving to higher batches. I felt jealous, frustrated, and often questioned my own capabilities. Then came May — I gave my first full portion test. The result was a shocker. I wasn’t even qualifying for Mains. That’s when I changed gears. I stopped focusing on Advanced and started preparing specifically for Mains — ...
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The hidden price of starting late for the exams like JEE

Dangerous Delay: Why Starting Late in Competitive Exams Can Be a Huge Mistake :- In our previous blog, we explored the raw and personal story of a student who gave everything for JEE — clearing Mains but falling short in Advanced. It wasn't a lack of effort, but a gap in timing and strategy that led to regret. But what about the students who never even get the chance to push that far? After publishing the first blog, some readers opened up about their own struggles - and their stories revealed a deeper truth : failure doesn't always come at the end of the race. Sometimes, it begins right at the starting line.  ⏳ When the Clock Starts Too Late :- Competitive exams like JEE aren’t just about how hard you work — they’re about when you begin. There’s a misconception that one can start preparing seriously in Class 12 and still make it. A few might pull it off, but for most, that delay proves costly. Several viewers shared how they began their serious preparation during Class 12, whi...
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Brace Yourself: The Coming Wave Is Closer Than You Think

  What if the next major threat to humanity isn’t a weapon… but intelligence itself? What happens when ideas spread faster than governments can regulate them? And what do you do when the system you’re trying to control… becomes smarter than you? We’re stepping into an era where power is shifting from physical strength to informational strength. Technology is no longer a tool; it’s becoming an independent force, one that learns, adapts, and evolves. 1. Technology Isn’t Helping Us Anymore, it’s Overtaking Us Every day, a new system absorbs a part of human intelligence. We automate decisions, outsource creativity, and delegate thinking to machines. But here’s the real shift: Technology is now improving faster than humans can understand it. Example: In 2022, Meta released an advanced language model (LLaMA). Within days, it leaked online. Thousands of developers worldwide modified it, improved it, and redistributed it outside any corpor...
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