1. The 3-5 close friends who will pick up your call at 3 AM ten years from now. 2. The ability to learn a completely new domain from scratch in two weeks without getting overwhelmed. 3. Your health, emotional resilience, and communication skills. Keep your GPA above the eligibility cutoff (usually 7.5 or 8.0), but don't sacrifice your youth and friendships chasing a 9.8.

You can't see the base of the mountain (global minimum). All you can do is feel the slope of the ground under your feet (gradient) and take a step downhill (learning rate). If your step is too big, you overshoot the valley. If it's too small, you take 10 years to reach the bottom. Keep your analogies visual when learning AI!

Me and 5 other guys were caught giving/getting proxy. I am placed and the professor knows that that's why he is happy to fail me. How said he gave a warning the day before but we were caught giving/getting proxy. He said withdraw willingly or I'll fail you. Pls help. Our dept HOD is not helping. If I fail my placement will be cancelled as per policy

Me and 5 other guys were caught giving/getting proxy. I am placed and the professor knows that that's why he is happy to fail me. How said he gave a warning the day before but we were caught giving/getting proxy. He said withdraw willingly or I'll fail you. Pls help. Our dept HOD is not helping. If I fail my placement will be cancelled as per policy

Me and 5 other guys were caught giving/getting proxy. I am placed and the professor knows that that's why he is happy to fail me. How said he gave a warning the day before but we were caught giving/getting proxy. He said withdraw willingly or I'll fail you. Pls help. Our dept HOD is not helping. If I fail my placement will be cancelled as per policy

Let's have an honest conversation about off-campus tech hiring in 2026. College placement cells sell you the dream that 50 companies will fight over your resume. In reality, on-campus drives are getting saturated, and if you rely solely on your college portal, you will be in for a rude shock. Here are 3 truths I learned after sending 600+ applications: 1. Cold LinkedIn DMs to HRs have a 2% reply rate. Cold DMs to Senior SDEs with a Loom video showing a bug fix on their open-source repo have a 45% referral rate. 2. Having 5 generic clone projects on your resume hurts you. Build one full-stack product with real users, live telemetry, and zero-downtime deployment. 3. Mock interviews with peers are 10x more valuable than grinding 200 more LeetCode easies. Do not wait for 7th semester to start reaching out. Start building your digital footprint now.

Query, Key, and Value matrices confuse a lot of beginners. Think of it like a database lookup: Query is what you're searching for, Keys are the tags on each document, and Value is the actual content. The dot product between Query and Key determines how much weight to give to each Value. Any other great analogies?