Blogs or Expert Columns
LangGraph
LangGraph Langgraph is an extension of LangChain designed specifically for building stateful, multi-agent, and branching workflows using large language models (LLMs). While LangChain focuses on linear chains and agent-tool interactions, LangGraph introduces a graph-based execution model—enabling dynamic routing, conditional logic, and collaborative agent orchestration.Think of LangGraph as the LLM-native equivalent of Apache Airflow or Prefect, but for reasoning tasks,conversations, and autonomous agents. Core Concepts-Graph-Based Execution: At its heart, LangGraph treats your application logic as a directed graph, where: Nodes represent steps in the workflow (e.g., LLM calls, tool invocations, decision points). Edges [...]
Milvus, Chroma, HNSW, PQ, and Hierarchical Partitioning
Vector Databases and Their Core Building Blocks: Milvus, Chroma, HNSW, PQ, and Hierarchical Partitioning Imagine searching for an answer online and finding exactly what you meant — not just what you typed. You ask your AI assistant, “Show me ways to make my code faster,” and it instantly brings up resources about algorithm optimization, vectorization, and caching techniques. That’s not keyword matching — that’s semantic understanding. And behind that understanding lies a new kind of engine: the vector database. As artificial intelligence evolves, traditional databases can’t keep up with the way modern [...]
Vertex AI Platform
Vertex AI Platform: The Unified Control Deck for MLOps Mastery Ending the ML "Stitching" Nightmare Every data scientist knows the pain: building a machine learning model is the fun part but getting it safely and reliably into production is a logistical nightmare. You end up stitching together a dozen different tools—one for feature tracking, one for training, another for deployment, and a messy script for monitoring. This fragile Frankenstein environment is exactly why most great models die in the lab. Google Cloud’s Vertex AI is an antidote. It’s not just a product; it’s a unified, end-to-end MLOps platform [...]
Azure DevOps
Azure DevOps: The Unified Command Center for Software Delivery Bridging the Dev-Ops Divide For decades, the journey of code from a developer’s keyboard to the customer’s hands was a rocky relay race. Developers tossed code over the wall to Operations, leading to friction, delays, and the dreaded "works on my machine" syndrome. DevOps became the philosophical solution—a cultural shift toward collaboration. Azure DevOps is the Microsoft SaaS (Software-as-a-Service) platform that provides the technical toolkit to make that philosophy a reality. It’s an integrated suite of five core services designed to cover the entire software development lifecycle (SDLC)—from idea [...]
Langchain
Langchain LangChain is an advanced framework for building applications powered by large language models (LLMs). It abstracts and streamlines the entire lifecycle of LLM-based development—from prototyping to production—by offering a modular, composable architecture.Rather than treating LLMs as isolated tools, LangChain treats them as programmable agents that can interact with data, tools, memory, and external APIs. It’s designed to help developers build context-aware, multi-step, and data-augmented workflows using LLMs. Core Concepts Chains & LCEL (LangChain Expression Language) Chains are sequences of operations—like prompts, model calls, parsers, and tools—linked together to form a workflow. LCEL [...]
Django
Django: The High-Power Web Framework That Still Powers the Web A few years ago, I was building a web app for a client: user registration, dashboards, content uploads, admin panels. As the project grew, so did the complexity—routes, forms, authentication, database migrations, admin interfaces. I tried assembly after assembly of libraries, and inertia set in. Then I switched the stack to Django, and everything changed. Within days, I had user auth, CRUD, admin UI, and forms working reliably. No fuss. The framework’s built-in features handled many repetitive chores I used to code myself. That’s the power of Django: [...]
Angular
Angular Angular is a web framework that empowers developers to build fast, reliable applications.Maintained by a dedicated team at Google, Angular provides a broad suite of tools, APIs, and libraries to simplify and streamline your development workflow. Angular gives you a solid platform on which to build fast, reliable applications that scale with both the size of your team and the size of your codebase. Tools Section of Angular: TypeScript: Think of this as a smarter version of JavaScript. Angular uses it by default because it helps catch mistakes early and makes [...]
HL7
HL7 HL7, developed by Health Level Seven International, is a family of standards that define how health information is structured and exchanged electronically. It ensures that systems—whether hospital databases, lab software, or mobile health apps—can communicate seamlessly. Architechtural Layers: HL7 Standards Breakdown HL7 v2.x: Most widely used; event-driven messaging (e.g., ADT, lab results). HL7 v3: XML-based, model-driven; less adopted due to complexity. CDA (Clinical Document Architecture): Structured documents like discharge summaries. FHIR (Fast Healthcare Interoperability Resources): RESTful APIs for modern, scalable data exchange. HL7 Architectural Layers: Message structure: Segments (e.g., PID, OBX), [...]
JavaScript
JavaScript JavaScript is a high-level, interpreted programming language that powers the dynamic behavior of websites and web applications. Originally created in 1995 for client-side scripting in browsers, it has evolved into a full-stack powerhouse — enabling developers to build everything from interactive user interfaces to backend APIs, mobile apps, and even desktop software.At its core, JavaScript is event-driven, asynchronous, and prototype-based, making it ideal for responsive, real-time applications. It runs natively in all major browsers, which means users don’t need to install anything to experience its effects — whether it’s a dropdown menu, a live chat box, or [...]
Microsoft Fabric
The Single Pane of Glass: How ThirdEye Data is Unlocking the Future of AI with Microsoft Fabric's Unified Architecture Hey Data Fam! Let's be real. If you’re a Data Engineer, a Data Scientist, or a BI Analyst in the enterprise world, your life is probably a masterclass in platform juggling. You've got your data lake over here, your data warehouse over there, ETL pipelines duct-taped between five different services, and your BI dashboards running on data that's already a few hours (or days!) old. It's a hot mess. It is expensive. And, frankly, it’s the biggest bottleneck to [...]
Scikit-learn
Scikit-learn Scikit-learn is a popular Python library that helps computers learn from data. Imagine you have a bunch of information — like customer habits, exam scores, or medical records — and you want to find patterns, make predictions, or group similar items. Scikit-learn gives you ready-made tools to do all of that. It’s like a smart assistant that knows how to sort, compare, and learn from data without needing you to write complex formulas or algorithms.It works by offering different types of learning methods. If you already know the answers and want the computer to learn how to [...]
OAuth
OAuth: The Invisible Shield Protecting Your Digital Identity Have you ever signed into a new app using your Google, Facebook, or LinkedIn account and marveled at how easy it was? No long sign-up forms, no forgotten passwords, and yet — completely secure. That convenience, that seamless experience, that invisible magic behind “Continue with Google” — all of it runs on one powerful open standard: OAuth. In a digital era where data breaches, password fatigue, and cyber threats are part of everyday life, OAuth has quietly become the cornerstone of online security and trust. [...]
FHIR API
FHIR API FHIR stands for Fast Healthcare Interoperability Resources. It’s a standard developed by HL7 (Health Level Seven) to help different healthcare systems talk to each other using modern web technologies like REST APIs, JSON, and XML.Think of FHIR as a universal language for healthcare data — like how emojis work across phones, FHIR makes sure patient data can be shared across hospitals, apps, and devices. Core Architechture of FHIR API: FHIR (Fast Healthcare Interoperability Resources) is designed to unify fragmented healthcare systems by offering a standardized data model and RESTful API [...]
Azure Functions
Azure Functions: Powering the Future of Serverless Computing As companies move towards digital-first businesses, serverless computing has come to be a transformative paradigm. It eliminates provisioning, scaling, and infrastructure maintainability friction — so developers can write about business logic and event-driven computation, nothing more. Its core is Azure Functions, the serverless compute service of Microsoft, which is a fully managed one. It helps developers execute small pieces of codes — functions — based on events, triggers, and even schedules, with automatic scaling, pay-per-shot pricing, and rich integration of Azure. You author your logic, roll it out, [...]
Azure Kubernetes Service
Azure Kubernetes Service (AKS): Powering the Future of Scalable Cloud-Native Applications In the cloud-native era, speed, scalability, and reliability are the currencies of innovation. Enterprises can no longer afford to spend weeks provisioning infrastructure or manually scaling applications. As microservices and containerization dominate modern architectures, Azure Kubernetes Service (AKS) stands tall as Microsoft’s answer to seamless orchestration in the cloud. At its essence, AKS is a fully managed Kubernetes service that abstracts away the operational complexity of deploying, managing, and scaling containerized applications. It enables teams to deploy production-grade workloads quickly and efficiently—whether in the cloud, on-premises, or [...]
Google Kubernetes Engine (GKE)
From Startup Dreams to Global Scale: How Google Kubernetes Engine (GKE) Powers the Future of Cloud-Native Apps It’s a familiar story in the tech world. You’ve spent months building your app. You’ve tested every feature, polished every pixel, and finally—launch day arrives. The buzz is electric. Users flood in. Your team is celebrating. Then… the servers crash. Not because your code failed. But because your infrastructure wasn’t ready to scale. This is the turning point for many developers and CTOs. The moment they realize that building a great app isn’t enough—you need infrastructure that’s resilient, scalable, and smart. [...]
Hugging Face Transformers
Hugging Face Transformers: Hugging Face Transformers is a powerful, open-source Python library that provides easy access to state-of-the-art machine learning models for tasks in: Natural Language Processing (NLP): text classification, translation, summarization, question answering, etc. Computer Vision: image classification, object detection, segmentation. Audio Processing: speech recognition, audio classification, voice synthesis. It wraps complex deep learning models into a simple and unified API, making it accessible to both beginners and experts. Use cases or problem staement solved with Hugging Face Transformers: Model Hub Hosts thousands of pre-trained models from researchers and organizations. Includes [...]
BioBERT
BioBERT Imagine you're reading a medical research paper full of complex terms like “oncogene,” “cytokine,” or “angiogenesis.” For most computers, understanding this kind of language is extremely difficult. That’s where BioBERT comes in. BioBERT stands for Biomedical Bidirectional Encoder Representations from Transformers. It’s a type of AI model that’s trained to understand biomedical language—the kind you find in medical journals, research papers, and clinical notes. Think of BioBERT as a super-smart assistant that has read millions of medical articles and can now help doctors, researchers, and developers make sense of complex medical text.Most AI language models are trained [...]
Looker Studio
Looker Studio: Turning Data into Insightful Stories Imagine this scenario: You’re a marketing manager. Each morning, your inbox overflows with CSV exports: Google Analytics numbers, ad platform dashboards, social media export files, CRM spreadsheets. You spend hours copying, pasting, and combining these silos to create a report for your boss. By the time you're done, some data is stale, formatting is inconsistent, and stakeholders start asking for real-time views instead of end-of-day summaries. Wouldn’t it be better if, instead, you clicked a single dashboard link and saw the latest metrics from all sources—live, visual, interactive—ready to explore? That’s [...]
Streamlit UI
Streamlit UI Streamlit is an open-source Python library for building interactive web apps using only Python. It's ideal for creating dashboards, data-driven web apps, reporting tools and interactive user interfaces without needing HTML, CSS or JavaScript. Streamlit apps follow a declarative, script-based model: Single Python script (streamlit_app.py) runs top-to-bottom on every user interaction. Widgets (e.g., sliders, buttons, file uploaders) trigger reruns and act like reactive inputs. State management is minimal by default, but can be extended using st.session_state. No request/response cycle like Flask or FastAPI — it's more like a reactive dashboard than a traditional web server. [...]
MySQL
MySQL MySQL is the most popular and a free Open Source Relational Database Management System (RDBMS). An RDBMS system stores the data in the form of tables that might be related to each other. MySQL uses Structured Query Language (SQL) to store, manage and retrieve data, and control the accessibility to the data. It is one of the best RDBMS being used for developing web-based software applications.. MySQL is commonly used in conjunction with programming languages such as PHP, Java, and Python to build dynamic websites and applications Working of MySQL: Here’s [...]
Google Vision AI
Google Vision AI: Teaching Machines to see, the Future of Visual Intelligence “When your app can see as well as compute, it opens doors to entirely new experiences — from recognizing products in a photo to reading text from images instantly. Google Vision AI is the bridge between pixels and meaning.” What is Google Vision AI? Imagine you run an online marketplace. A customer uploads a photo of a sneaker they saw in a café and asks: “Find this shoe model for me.” Behind the scenes, Google Vision AI can identify the [...]
Top 9 Applications of AI-Based Quality Inspection in Manufacturing (2025–26)
Top 9 Applications of AI-Based Quality Inspection in Manufacturing (2025–26) In 2025–26, global manufacturing stands at an inflection point, where precision, productivity, and profitability converge through AI-based quality inspection systems. According to McKinsey, AI adoption in production can improve defect detection by up to 95%, increase throughput by 30–40%, and reduce inspection labor costs by 50–70%. Meanwhile, the Inspection Software Market is projected to grow from $11B in 2025 to $24.95B by 2032 (Fortune Business Insights). Key Benefits of AI in Quality Control: Enhanced Accuracy: AI systems can detect defects that are often imperceptible to the human eye, [...]
Microsoft Sentinel
Microsoft Sentinel: Taming the Chaos of Modern Cyber Threats The Security Nightmare is Over The modern digital world is a sprawling, chaotic city. Your assets—data, applications, identities—are scattered across skyscrapers (Azure), competitor blocks (AWS/GCP), and historical neighborhoods (on-premises servers). Meanwhile, the threats aren't simple smash-and-grabs; they are sophisticated, distributed heists targeting multiple points at once. If your Security Operations Center (SOC) is still relying on traditional, legacy SIEMs (Security Information and Event Management), it's like trying to patrol this sprawling metropolis with a single watchman and a paper map. They are slow, limited by physical hardware, and can't [...]
