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Ideas, insights, and perspectives on technology, AI, data, and digital transformation - grounded in real-world business challenges and what it takes to solve them.
How cell–cell communication inference evolved from ligand–receptor scoring to spatial statistics, graph neural networks and agentic AI, and why spatial snapshots are finally becoming mechanistic insight.
Saurabh Gupta Principal Scientist @ Infocusp
Most manufacturing digital twins work well in a pilot and stop there. What separates the ones that reach the factory floor from the ones that stay in a demo?
Infocusp
AI has made insurance claims processing dramatically faster. Claims have become dramatically more expensive at the same time. Why speed and severity are different problems.
Infocusp
Healthcare interoperability is entering a new phase in the US. With CMS prior authorization requirements taking effect in 2027, health plans must connect APIs, data, and systems to make interoperability work in practice.
Infocusp
Part 3 of a series on ML representation: what the frequency domain really means, why complex numbers appear so naturally, and how that insight powers State Space Models like S4 and Mamba.
Dhruv Darda Machine Learning Engineer - 2
Beyond Intelligent Robots is a four-part thought leadership series by Infocusp Innovations on Physical AI, open robotics ecosystems, the hidden engineering behind industrial autonomy, and the partnerships that scale it.
The Unpredictable Mind of an LLM — and How to Tame It Imagine a colleague who gives a slightly different answer every time you ask the same question. Sometimes that's a gift — fresh angles you hadn't considered, a spark…
Sumanth Vullamparthi Senior Machine Learning Engineer @ Infocusp
What is Pydantic? Pydantic is very useful and go to data validation library for python for type hints and validation during runtime. LLM structured output validation and guardrailing is very convinent using PyDantic. Why…
Pranav Joshi Machine Learning Engineer - 1
Part 2 of a series on ML representation: the Manifold Hypothesis, how the brain balances generalisation and discrimination, and why Vector Symbolic Architectures point toward real multimodal generalisation.
Dhruv Darda Machine Learning Engineer - 2
Introduction Let’s face it. It’s 2026, India as a country is growing. The population is at its all time-high. Indian urban health-care facilities are amongst the best in the world. Despite all of this, India as a country…
Divyam Vashishth Machine Learning Engineer @ Infocusp
Equity research has always had a strange split personality. While on one hand, it is deeply analytical—valuation multiples, technical signals, sector context, earnings quality, news flow, and risk factors—on the other ha…
Jainil Kotak Machine Learning Engineer - 2
Overview Decoding the human brain is difficult; decoding it from short, noisy snippets of electrical activity is even harder. We participated in the NeurIPS 2025 EEG Foundation Challenge, where the goal was to predict be…
Dhruv Darda Machine Learning Engineer - 2
As AI absorbs the act of writing code, the real question is not whether machines can build the house — it is whether anyone still knows how to inspect the walls. Every major transition in programming history has been sol…
Falak Shah Head of AI @ Infocusp
Part 1 of a series on the future of ML representation: why meaning is stuck as a static vector, and what changes if representations are signals with phase and dynamics, as in State Space Models like S4 and Mamba.
Dhruv Darda Machine Learning Engineer - 2
Stop Settling for "Good Enough": Why You Aren't Getting Peak Performance from Your AI The Bike Analogy: The Temptation to Skip the Manual I recently had a bit of a wake-up call. It started with my new motorcycle. Unlike…
Mithil Porwal Business Lead Generation Specialist
Blockchain Grows Up: From Speculative Hype to Invisible Infrastructure For nearly a decade, blockchain was a technology defined by hype. It was a chaotic mix of soaring token prices, digital collectibles sold for million…
Dev Sharma Senior Software Engineer @ Infocusp
Setting Up Azure Key Vault in .NET Application 1. Brief Introduction to Azure Key Vault Azure Key Vault Azure Key Vault is a Microsoft Azure service designed to securely store and manage application secrets, keys, certif…
Shrikar Paramane Senior Software Engineer @ Infocusp
Introduction In modern software development, automation isn’t just a luxury — it’s a necessity. Continuous Integration and Continuous Deployment (CI/CD) pipelines help teams release updates faster, safer, and with consis…
Adarsh Patel Software Engineer @ Infocusp
Introduction: Beyond the Average Cell In the era of precision medicine, the “average” cell—a concept central to traditional bulk RNA sequencing—is no longer sufficient to guide therapeutic decisions. Because tissues, par…
Saurabh Gupta Principal Scientist @ Infocusp
We Built a Multi-Agent Web App and Here’s What Broke (So Yours Doesn’t Have To) A few months ago, a client came to us with a challenge that’s becoming increasingly common. They wanted a unified platform where they could…
Rushabha Jain Senior Software Engineer @ Infocusp
Reinforcement Learning : A Beginner-Friendly Guide Artificial intelligence has made great strides, Reinforcement Learning (RL) is a particular sub-branch with its ability to learn through interactions, like humans. From…
Nisarg Vyas Founder and Director @ Infocusp
Mistakes We Keep Repeating in Web App Development Web applications development has been shaping the internet and has been a part of our lives for over 3 decades. Tools and technologies of it are also evolving drastically…
Sachin Chauhan Software Engineer @ Infocusp
Introduction The mobile development world is evolving fast. Not long ago, building separate native apps for iOS and Android was the standard. Today, cross-platform frameworks have reshaped that landscape with Flutter, Re…
Akash Shah Technical Lead @ Infocusp
Introduction To scale your entire application with multiple cloud services, is often complicated. This is where Google Cloud Workflows comes into picture to combine all the services. It’s a serverless orchestration servi…
Dhvank Viradiya Senior Software Engineer @ Infocusp
Why Web Application Security Matters Web security is not just a matter of IT, but also a business. Billions annually are lost by organizations due to this one single problem, now becoming more pressing than ever before—e…
Vashishth Patel Software Engineer @ Infocusp
The terminology of AI As AI becomes more mainstream, more terms are being added into the mix, probably every single week. Generative AI, Agentic AI, RAG, LLMs, SLMs, Reinforcement Learning, Transformers, Prompt Engineeri…
Nisarg Vyas Founder and Director @ Infocusp
Introduction I asked ChatGPT today to “produce a vibrant image of a cool panda sipping a coconut from a straw while riding a bicycle” I got this as an answer Pretty cool, isn’t it? How do the GenAI models make it happen?…
Nisarg Vyas Founder and Director @ Infocusp
Overview In today's world, weather information is more important than ever, and it is a significant challenge to make it easy for people to see and understand weather patterns. Websites like windy.com have shown how powe…
Cheris Patel Senior Software Engineer @ Infocusp
Unleashing the Power of AGSL in Android Compose: Build Custom GPU Shaders Without OpenGL “The best UI effects don’t just look good — they feel alive.” Evolution of Graphics in Android 2008 – Early Android (CPU Era) Rende…
Hardik Lakhani Senior Android Developer @ Infocusp
Introduction: The Rise of Low-Code AI Platforms The landscape of AI application development is rapidly maturing. While building a proof-of-concept for a Retrieval-Augmented Generation (RAG) system has become accessible,…
Nandni Jain Machine Learning Engineer @ Infocusp
Introduction Large Language Models (LLMs) power many of today’s AI systems, but their inference is slow and costly because text is generated one token at a time, with each step bottlenecked by GPU memory bandwidth. While…
Vimal Sheoran Senior Machine Learning Engineer @ Infocusp
Contributors: Ashwini Rao In our previous blog, we explored the basics of 3D point cloud data — what it is, how it’s collected using LiDAR and depth sensors, and how different coordinate systems represent it. It gave us…
Meet Ranoliya Machine Learning Engineer @ Infocusp
From Perception to Imagination: The Deep Learning Revolution in Computer Vision The deep learning revolution in computer vision has happened astonishingly fast. While the technology was already used in specialized settin…
Sumanth Vullamparthi Senior Machine Learning Engineer @ Infocusp
Overview The debate between cross-platform and native app development has been ongoing for more than a decade. Recently, it has become more complex than just looking at pros and cons. Both methods are well-established, w…
Akash Shah Technical Lead @ Infocusp
Are you also seeing AI agents everywhere nowadays, and are you also wondering how you can simply implement them for your use case? AI agents are basically LLMs with extra decision-making capabilities and also implement v…
Parth Parmar Associate Software Engineer @ Infocusp
We Tried Visual Anomaly Detection Without Code - Just Prompts “What if we could do industrial inspection without code, labels, training, or even a camera—just prompts?” TL;DR: We tested whether a vision-language model li…
Milind Padalkar Technical Lead @ Infocusp
What is E-Ink? Have you ever picked up an e-reader like a Kindle or Kobo and thought, "Wow, this really feels like paper!"? You're not imagining things! The secret behind that comfortable reading experience is a fascinat…
Harsh Mutha Embedded Engineer @ Infocusp
Contributors: Ashwini Rao Understanding & Working with 3D Point Cloud Data This notebook is geared toward learners and practitioners looking to understand and work with 3D point cloud data using Python. KITTI Continuous…
Meet Ranoliya Machine Learning Engineer @ Infocusp
Fortifying Your Fortress: Essential Android App Security Measures Mobile applications have become an integral aspect of modern life. For Android developers, building an intuitive and feature-packed app is just one part o…
Viral Thakker Senior Software Engineer @ Infocusp
In the fast-paced world of data engineering, keeping your workflows in sync is like conducting a digital symphony. That’s where orchestration tools come in – and Apache Airflow is one of the standout performers. But beyo…
Smit Makadia Software Engineer @ Infocusp
What is Kubernetes? Did you know? The word "Kubernetes" is derived from the Greek word "κυβερνήτης" (kubernḗtēs), which translates to "helmsman" or "pilot". As you can probably guess, It's a metaphorical reference, as Ku…
Soumyadeep Ghosh Software Engineer @ Infocusp
Introduction Why Microfrontends? A Real-World Use Case What if you were building a massive e-commerce platform that’s constantly evolving? You have multiple teams working on different parts of the site: The product team…
Akash Gomsale Software Engineer @ Infocusp
Introduction You know that feeling when you're listening to music and the drums don’t quite match the tempo, or the vocals feel just a hair late? It’s uncomfortable—something’s clearly off. Now apply that same concept to…
Yuvraj Joshi Associate Software Engineer @ Infocusp
Text Summarization is a very trendy topic nowadays and besides RAG this is one of the most commonly integrated use cases across modern AI platforms. With the advancements of LLMs we can now easily design highly scalable…
Mayukh Rath Machine Learning Engineer @ Infocusp
Introduction Annotation of scRNA-seq data is crucial but challenging, as clustering cells is straightforward, yet assigning biological labels requires bridging computational results with prior knowledge. Manual annotatio…
Saurabh Gupta Principal Scientist @ Infocusp
Introduction Contributors: Utkarsh Pandya, Sumanth Vullamparthi "I have cities but no houses, mountains but no trees, and water but no fish. What am I?" An AI model would likely get this right (it’s a map, by the way). B…
Shivam Kharje Senior Software Engineer @ Infocusp
Intro This is in continuation to the AWS Glue blog series. If you haven’t read our first article in this series, or you aren’t familiar with Apache Spark and/or AWS Glue, I recommend reading that before continuing furthe…
Pavitra Golcha Software Engineer @ Infocusp
Intro about Glue AWS Glue is a serverless data integration service that allows you to perform Extract-Transform-Load (ETL) tasks at scale. It provides a solution for data processing, data cataloging, and data quality mon…
Pavitra Golcha Software Engineer @ Infocusp
Introduction Understanding monolithic and microservice architectures is very crucial in software development because the architectural patterns significantly impact the application’s design, maintainability and scalabili…
Janmejay Shastri Software Engineer @ Infocusp
When NOT to Use Machine Learning: Candid advice from an MLE As a Machine Learning Engineer, the number of times I’ve had to suggest to people NOT to use ML has been quite high. Sounds counter intuitive to the role, doesn…
Falak Shah Head of AI @ Infocusp
Introduction In this blog, we will explore how Docker containers achieve isolation from the host system using key concepts like namespaces and cgroups. Through a hands-on exercise, we’ll demonstrate how to create your ow…
Preet Patel Software Engineer @ Infocusp
Customer Segmentation Analytics in Action In Part 1, we talked about why businesses prioritize Customer Segmentation Analysis to drive revenue growth and brand loyalty; we explored the benefits of conducting segmentation…
Meghna Sarkar Senior Business Analyst @ Infocusp
Intro Ever wondered why successful brands seem to know you better than you know yourself? They recommend products you didn't know you needed and their advertisements speak directly to your heart? It's a well-known notion…
Meghna Sarkar Senior Business Analyst @ Infocusp
Docker Image: In depth understanding of layers and it’s file system The foundation of Docker is the idea of a Docker image, which is a small, standalone executable package that includes all of the necessary system tools,…
Sahil R Patel Software Engineering
Introduction Have you ever found yourself struggling to move large amounts of data between your local machine and Google Cloud Storage (GCS)? Tools like gsutil and the GCS Transfer Manager are here to make your life easi…
Soumyadeep Ghosh Software Engineer @ Infocusp
This blog is a chronicle of my exploration into Mixture of Experts (MOE), a machine learning architecture that employs a gating network to distribute input data to specialized expert sub-networks. Here, I will be documen…
Abhor Gupta Machine Learning Engineer @ Infocusp
Financial forecasting is the backbone of strategic business decision-making. However, traditional methods of forecasting have often struggled to keep pace with the sheer complexities, data volume, and rapid changes of th…
Infocusp
Generative AI models, such as GPT-4 and StyleGAN, have opened up various possibilities in the field of artificial intelligence by enabling the creation of new content from text to images. These models leverage vast datas…
Infocusp
Transformers have transformed the landscape of natural language processing (NLP) by enabling models to capture complex relationships within text data. Transformers are highly effective for tasks like sentiment classifica…
Shashank Gurnalkar Data Scientist @ Infocusp
In recent years, the healthcare industry has increasingly turned to technologies like Generative AI and Natural Language Processing (NLP) to improve their clinical practices and patient care. NLP in healthcare leverages…
Infocusp
Brief Introduction Artificial Intelligence (AI) and Machine Learning (ML) have been transforming various industries across the globe, and the legal field is no exception. Integrating these technologies offers new opportu…
Infocusp
Brief Introduction In the realm of molecular biology, the quest to understand the intricacies of cellular diversity and function has been greatly accelerated by the advent of single-cell transcriptomics. This cutting-edg…
Amit Samal Bioinformatics Engineer @ Infocusp
The way to develop, ship, and deploy applications with ease 🔥🚀 Challenges in Software Development Traditional software development faces issues with consistency, portability, and dependency management across different…
Hrushikesh Makode Software Developer
Introduction Are you aiming to make your application work well with a lot of users, all without making them wait too long? Just trying to scale up vertically won't solve everything. You wish to get done more at the same…
Vinay Kakkad Machine Learning Engineer
What are websockets? Simply put, websockets are a way of communicating between the server-client. But you might be wondering, don’t we already have HTTP APIs for that thing? Well, both have their applications and situati…
Jash Rana Software Engineer @ Infocusp
Picture a dancer, a guide, an athlete, or a sports enthusiast passionately honing their craft. Now, imagine having a powerful tool that can dissect their every move and place it side by side with the one performed by exp…
Rishit Javia Data Scientist @ Infocusp
In the world of containerization and orchestration on AWS, Amazon Elastic Kubernetes Service (EKS) and Amazon Elastic Container Service (ECS) are two popular choices. Both services allow you to deploy and manage containe…
Jignesh Padsumbiya Chief Operations Officer @ Infocusp
What is Beam and why use it? Let's take a normal use case. Suppose you have some data and you want to perform some processing on that data and export that data to some location. You can run a script to perform those step…
Jash Rana Software Engineer @ Infocusp
In the intricate web of the internet, the concept of CORS (Cross Origin Resource Sharing) serves as a critical guardian of security. Origin encompasses the protocol, domain, and port, collectively defining the source of…
Bhagyesh Vikani Technical Lead @ Infocusp
What Happens During The First Few (Milli) Seconds, When You Do Anything On The Internet? In the intricate web of the Internet, where information zips across the globe in an instant, there's a silent hero working diligent…
Samyak Vora Software Developer
SwiftUI has revolutionized app development by offering a modern and intuitive way to create user interfaces. Whether you're a seasoned developer or just starting out, here are some invaluable tips and tricks to help you…
Ankit Patel Senior iOS Developer
Lesser Known Features of Postgresql PostgreSQL, a renowned and reliable database system, is packed with a multitude of features that often go unnoticed. In this blog, we will shine a spotlight on these lesser-known gems,…
Sahil Patel Sr. VP - Software Engineering
Visualizing data is one of the most fun parts of studying it. This blog is an introduction to plotting and visualizing geo data using Python. What is Geodata Geodata, short for geographic data, refers to information that…
Aniketsingh Rawat Software Engineer @ Infocusp
The Trust! We do not (and perhaps we should not :) "trust" so many people! We only trust a few of them. But we can trust those who are trusted by our trusted ones! Sounds confusing right but this applies to the HTTPS cer…
Sachin Chauhan Software Engineer @ Infocusp
Introduction In the vast realm of secure communication over the internet, OpenSSL emerges as a widely adopted cryptographic library. This open-source implementation of the Secure Sockets Layer (SSL) and Transport Layer S…
Meet Shah Software Engineer @ Infocusp
Expensive alternative to Convolutional Neural Networks (CNNs) Today when we talk about data, we’re no longer confined to the traditional columnar or CSV-type data sources. There has been a rise in data of all formats and…
Manish Gupta Machine Learning Engineer @ Infocusp
Minimal example for diffusion models with code and equations Diffusion models have recently gained popularity due to their success at generating photorealistic images with/ without text prompt. They are at the core of mo…
Falak Shah Head of AI @ Infocusp
Curated list of resources on various ML topics found after browsing through lots and lots of materials over the years. Pre requisites for ML: Linear Algebra refresher: http://cs229.stanford.edu/section/cs229-linalg.pdf P…
Falak Shah Head of AI @ Infocusp
Classification of breeds of dogs is a very popular problem in machine learning where our system would predict the breed of a dog given its picture. This problem falls under fine grain classification problem where the obj…
Divyam Vashishth Machine Learning Engineer @ Infocusp
As the data is increasing day by day we have large data at our exposal nowadays. With this large amount of data it also becomes difficult for a user to find relevant information. This is where recommendation systems come…
Divyam Vashishth Machine Learning Engineer @ Infocusp
Based on this excellent Matlab tutorial. on the subject The ideal lowpass filter is one that leaves unchanged all frequency components of a signal below a designated cutoff frequency, ωc , and rejects all components abov…
Falak Shah Head of AI @ Infocusp
Basic expectations from candidates appearing for an ML interview Having conducted about 50 odd interviews for the position of Machine Learning Engineer and having been asked by many what are the expectations for the posi…
Falak Shah Head of AI @ Infocusp
Exploratory Data Analysis involves two fundamental steps Data Analysis (Data Pre processing, Cleaning and Manipulation). Data Visualisation (Visualise relationships in data using different types of plots). Pandas is the…
Meet Desai Software Engineer @ Infocusp
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