Introduction: Beyond Generative Models Joint Embedding Predictive Architecture (JEPA) represents a paradigm shift in how we think about self-supervised learning. Championed by Yann LeCun and Meta AI, JEPA offers an alternative to traditional generative models and contrastive learning approaches, focusing on predicting representations rather tha... Read more 15 Nov 2025 - 14 minute read
Last 3 months Even though my last three months have been quite eventful I am still not satisfied with my velocity. I have been successful in creating n environment for myself where I can just lock-in. I am yet to see the results of that environment. I have also taken up some of the bigger challenges. The great lock in of 2025 has begun and it i... Read more 04 Sep 2025 - less than 1 minute read
Last 3 months I was quite content with how 2025 started off. Things were falling into place and it was quite smooth. Have slacked off in the last 3 months to be honest. After the GSOC application test submissions, I felt “burned out” - which was actually a disguise for lack of discipline and passion. In the last month I have relapsed and fell i... Read more 25 May 2025 - 1 minute read
Solved A pretty Quickly Solved B at mid time , 24 mins , It was easy Problem C While solving C, I started getting defocused from the problem solving and more concerned with the ranks. Next time won’t do that. even after solving C Now the issue with my main logic was that I made it over-complicated. Moreover during the implementation I wasn’t ... Read more 01 Mar 2025 - 1 minute read
Choked so hard. Couldn’t solve B , took too much time on finding the “elegant” solution for A What did I learn : Move on quickly STOP CARING ABOUT RANK!! Just solve A nd B quickly, warm up an hour before maybe. No pressure. Even if you choke on B , quickly solve C , cause it is solvable for sure. Question B Almost solved , just needed to ad... Read more 28 Feb 2025 - 1 minute read