One of the underrated papers this year: "Small Batch Size Training for Language Models: When Vanilla SGD Works, and Why Gradient Accumulation Is Wasteful" (arxiv.org/abs/2507.07101) (I can confirm this holds for RLVR, too! I have some experiments to share soon.)

Kept my sauce promise! 🌿 Mint chutney with German twist—mango yogurt instead of curd. Just ONE chili but unbelievably sharp! Sweet mango notes underneath = perfect sweet-sharp burst. Never buying supermarket sauces again! 🔥✨

This page in randomly chosen book reminded me of a pet project of mine. holiday brain: "should actually finish that" dec 28: code done, paper submitted live at kapoorlabs.fr/Entra/ & huggingface.co/spaces/vkapo.... Take theorems, derive corollaries, implement, then you understood it #FunnyBrain

Skip India Movement, I never go there. If you want the Indian experience just visit London UK, there are some regions offering authentic food, clothing n cultural experience sans bad air, water, roads, tobacco stains n ill mannered people, well last bit can still be. www.bbc.com/news/article...

Just submitted "entra" to JOSS! 🚀 Entropy-conserving transformations using divergence-free vector fields for Gaussianization. From code to paper in 2 days. ✅ PyPI package ✅ Streamlit demo ✅ HuggingFace space ✅ Full docs Info theory meets differential geometry. github.com/Kapoorlabs-C...

Just deployed our entropy-conserving transformation app on kapoorlabs.fr/Entra 🚀 Transforms uniform→Gaussian distributions while preserving entropy using Levenberg-Marquardt optimization. Live demo available (DM for credentials). Looking for clients with real data challenges. #DataScience #Python

Just released Entra 🚀: transform any distribution to Gaussian while conserving entropy using divergence-free vector fields 📊✨ Try it now 👉: huggingface.co/spaces/vkapoor/Entra No data? Click "Generate Uniform Distribution" → "Run Transformation" → watch the magic happen! 🪄

After 10 years, finally ported my C++ divergence-free transformation algorithm to Python! 🎉 Transforms any distribution → Gaussian while preserving entropy. Mixed physics/CS/math challenge. Claude helped with docs, flowcharts & viz. Holiday coding wins! #MachineLearning #Python #PetProjects

There must be a way to compute internal room pressure & temperature by analyzing this video of escaping heat (hot air molecules). The angle of escape wrt the horizontal table shadow must mean something, does anybody know what and how to do such a Christmassy thermodynamic calculation? Merry X-mas

Holiday weekend setup: ☑️ Cozy blankets ☑️ Hot drinks ☑️ One very thick nanoelectronics textbook Made my first pick from the book pile based on a bit of market logic - DRAM prices up 30% has me wondering what all the fuss is about 😄 #HolidayWeekendReading #Semiconductors

1 year testing AI coding tools: ❌ ChatGPT - disconnected from our code ❌ Claude Chat - manual context every time ❌ Custom RAG - we built it ourselves lol ✅ Claude Code (Opus 4.5) - THE ONE Runs in terminal. Knows our codebase. Writes code that looks like ours.

New hobby unlocked: Learning Sanskrit... through German 🇩🇪 Why? To create the most niche fusion genre ever: Varuna-Purana-Techno - ancient Vedic verses meet Berlin's hardest techno. This is either genius or madness. Probably both. #Sanskrit #Techno #Berlin #MusicalExperiments

Man of my word, ever since our longest term paper was submitted as a pre-print I locked the doors of KapoorLabs office for this year to focus on my hobbies and proof of it can be found in my Github contributions map. Life is not that short, you just have to know how to manage time.

Sundays are for working all the muscles - arms, legs, brain cells,tubules mRNA and doing things with your hands (fingers included). Like how to derive Taylor series for real and complex variables? 16 pages to do it right handwritten, no screens. building from first principles is meditation 📐✨

November 6th has made itself an auspicious day, all good things happen at an angular frequency of 2π/4. 2021: KAPOORLABS founded 2025: Morphodynamics preprint drops Quelle coïncidence 🎯 See you in 2029. 2021: annuaire-entreprises.data.gouv.fr/entreprise/k... 2025: www.biorxiv.org/content/10.1...

A novel recipe, battered bread with tea, start your Sunday spicy.

Six years of work, and we've finally connected microscopy images to physics in ways that actually work. That foundation is solid now. Next move: cell behavior and drug discovery through physics principles. It's the hard problem, but we've got the right pieces in position. Time to play. 🧡

If Cramer says it's a buying opportunity for Nvidia stock, it means don't buy www.cnbc.com/2025/11/25/j.... My take: open AI uses broadcom for internal model training, Google uses it's TPU internally and externally. SO I would stay away from it for those logical reasons too 😊

And we have added a new tier to it, a research patron for 5000 €/month that is interested in sponsoring us to apply non-equilibrium statistical mechanics to decode how cells make decisions, respond to environments, and how diseases emerge.

Thanks to our recent publication we have revised our sponsorship costs. Our revised monthly project sponsorship is just 1200 € (minimum three month duration) or take advantage of our yearly discounted sponsorship price of just 12K € (Compute and storage included). github.com/sponsors/Kap...

Schneegestöber. Feels like home! #Kashmir

Ich bin erstaunt aufgrund einer unerwarteten Schnee situation. No physical exercise today!

Germany has so many kartoffel recipes, there is even a restaurant called kartoffel house and yet the lack this dum aloo recipie which is art of making kartoffel absorb sweet n sharp spicy oil. Germany has so many breads yet no Naan bread. Germany has so many ice creams, yet no butterscotch. #poem

Always, Always do the opposite of Jim Cramer's investment advice, zum Beispiel: Cramer's advice on Cerence: 'I am not touching it' finviz.com/news/232233/... Two days later, after the company released it's earnings: Of course I had bought it because Cramer said not to do it, my (anti)Guru 😁

Pursuit of happiness: Sanskrit style essentially tells us that the path to that is through knowledge, that is what the Sanskrit Shloka of our school, written on our ties meant. I look at this movie with those 4 lines of Sanskrit and go, WoW. Google 'vidya dadati vinayam' does/finds it for you.

Another great way to eat spices with your food. Edamame kapoor style, the ginger hits at the back of your throat first with chilies, and then the oil spreads on your tongue with the next bites spreading the flavor waves. No soya sauce makes it acceptable breakfast.

My Fav papaer was by Danuser Lab converting 2D segmentations to 3D segmentations for non-convex shaped objects. Code is nicely done too but alas is in Matlab. If some one is interested we can convert it into python for you. github.com/DanuserLab/u...

Right before we published our BIG tool with an even BIGGER one coming out next year: www.biorxiv.org/content/10.1... So is Nature.

Energy sector is an income generator (pun) due to all this tech investement as so is healthcare as drug discovery is going to accelerate given AI driving innovation here, i know it because we do it too. But tech itself is vibe revenue. www.cnbc.com/2025/11/14/v...

This is one advantage of buying and selling quickly www.cnbc.com/2025/11/11/b... Let GameStop buy your exercise bike in a day, let them fall to pick them at dirt price and then sell them in days. Only long term strategies are respectable companies, these AI stocks are panties you change everyday.

Our image analysis service as AImage Analysis Airport check out the new refreshed look kapoorlabs.org

AI that can replace genotype based cell fate analysis with morphodynamics based analysis is just taking its root, a first pre-print representing >5 years of work Very Proudly showing the work done in collab with my first non-profit @kapoorlabs.bsky.social www.biorxiv.org/content/10.1...

We are looking for: PhD Student (starting as Research Assistant) and Postdoctoral Researcher in Stem Cell Biology and Mechanobiology. Please RT💕 🔗 About our lab: renew.science/principal_in... 🎓 PhD position: jobportal.ku.dk/phd/?show=15... 🧪 Postdoc position: jobportal.ku.dk/videnskabeli...

Diy chessboard table.

Am an inspiration to my daughter as I could dance like this as a kid of her age!!!

Next I will start making my own sauces ... and soups, i dont as of yet know how to do them. All of it made with ingredients found in a German supermarket normal aisle not international food aisle. Ich bin stolz.

We are hiring! @quansight.com is looking for a Senior Engineer for Python/C/C++ Packaging 📦. If you have dabbled with @python.org wheels, @conda.org packages, and the like, get in touch! You can apply at job-boards.greenhouse.io/quansight/jo...

🚀 Exciting news! The SciPy 2025 Proceedings are officially published: 👉 proceedings.scipy.org/2025 Huge thanks to the Proceedings Committee, @curvenote.com, Jim Weiss, all the authors, and reviewers who made this happen. 🙌

Best holidays ever, German movies mit gespenst und übersetzen (ghosts and translation). My German is so much better now.

Our org also started with grant(s) from CZI that ran for two years and since then our business model is to tie up with end researchers who use these tools to tailor complete worflows that we get paid by them to create. Our dev costs are a part of their grants and we live happily ever after.

If I was them my business model would be to tie developers to the end users to create tailored workflow for them and get paid directly by them, who will include you in their ERC grants etc, for making biology oriented tools not just computer science algorithmic implementations as plugins.

My Apple, My Tree.

napari 0.6.6 is out! 🚀 This is a bugfix release following up 0.6.5: if something in your napari workflow unexplicably broke, you might want to update ;) Also, with the new bundle you can now "open files with > napari"! Check out the full release notes on the website: napari.org/stable/relea...

Isn't writing your own book by hand just great, with a nice plume/fountain pen the words just flow on the paper. TBH I can say for sure this was one of the N notebooks from the end that she had after using so many 'Rough Work' notebooks or is it just me!

Finally successful, calibrating half an apple, one onion, three eggs, chillies, mozzarella and medium temperature pan with cooking oil, that's what it takes to make this omelette. This is what experimental physics is like, success at 4th attempt.

15 years in the making, we confirmed that mitochondria - the powerhouse of the cell - have an unusual localization in patients who experience psychosis (including schizophrenia and bipolar disorders). You’ll never guess what kind of patient cells we used to make this discovery… 🧵

Holy Moly, the world does move so fast, we were just doing AI based 3D segmentation in 2019 which by now is a solved problem, then came LLMs and HPC SLURM management, physics of biological systems, this could be my next level to be at: 🤔

Close enough yeah (for my guess)! Noble prize in Physics for demonstrating quantum mechanical effects at macroscopic scale! www.nobelprize.org/all-nobel-pr... This is the key to quantum computing right, how can we create the quantum effects that can last at macroscopic time and length scales!

My instinct tells me that this year's Noble physics prize would be awarded to the field of Quantum Computing, while the algorithms for this computing are limited the achievement is in creating qubits that have long coherence length/time for entangled particles.