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# Pratik Pathak: The Learn Directory: A technical blog by Pratik Pathak featuring deep dives into Azure AI Agents, Python Monorepos, Cloud Architecture, and expert technical guides.

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## Posts
- [Download GitHub Copilot VSIX Extension (Offline Install Guide 2026)](https://pratikpathak.com/download-github-copilot-vsix-extension-offline-install-guide-2026/): If you are trying to install GitHub Copilot or GitHub Copilot Chat in an offline, air-gapped, or highly restricted corporate environment, you have probably hit a wall. In high-security sectors—such as finance, defense, or enterprise engineering—workstations are completely cut off from the public internet. Directly browsing the Visual Studio Code Marketplace is disabled, and typical outbound connections are tightly locked down. To make matters more complicated, sideloading tools into alternative IDEs like Trae IDE or Cursor requires having a self-contained local copy of the extension. How do we bypass these restrictions to install GitHub's AI assistant manually? In this step-by-step guide, we will provide the direct, auto-updating VSIX download links for both Copilot and Copilot Chat, walk through offline installation, and explain how to configure proxy settings to successfully authorize the extension on secure networks. Let's solve this together.
- [I Created a Second Brain for My Local AI Agents and Saved 70%](https://pratikpathak.com/i-created-a-second-brain-for-my-local-ai-agents-and-saved-70/): So, I decided to build a 100% local AI "Second Brain." By using plain Markdown files, local open-source LLMs, and intelligent routing, I migrated away from heavy cloud dependencies and cut my API costs by over 70%.
- [Azure Add Budget to Single Azure OpenAI Deployment: Stop AI Cost Runaways](https://pratikpathak.com/azure-add-budget-to-single-azure-openai-deployment/): It usually starts with a simple Slack notification. "Hey, did anyone spin up a fresh deployment of GPT-4o this morning?" You check your Azure Cost Management dashboard, and your stomach drops. A developer was testing a recursive multi-agent workflow, the code hit an infinite loop, and in just four hours, they burned through $1,200 of your cloud budget on a single standard deployment.
- [Vector Search in Azure AI Search: The Ultimate Guide for Enterprise RAG](https://pratikpathak.com/azure-cognitive-search-vector-guide/): When building enterprise-grade Retrieval-Augmented Generation (RAG) applications, the first reaction is often to spin up a dedicated vector database. It is what everyone talks about on GitHub and Twitter. But as I built out cloud-scale RAG systems, I kept asking myself: Do we really need the architectural overhead, licensing costs, and maintenance of another database system? That is when I decided to leverage azure cognitive search vector capabilities natively inside Microsoft's unified search framework.
- [Azure OpenAI Model Deployment Guide: Configuring TPM, RPM, and PTU for Production](https://pratikpathak.com/azure-openai-model-deployment-tpm-ptu-guide/): When I first moved my LLM applications from native OpenAI to Azure OpenAI, I was lured by the promise of enterprise compliance, active SLA guarantees, and predictable performance. But setting up my first azure openai model deployment quickly turned into an architectural puzzle. Unlike standard LLM endpoints where you simply toss API keys and queries, deploying an model on Azure OpenAI demands that you explicitly allocate scale limits up front.
- [The IDE is Dead: How I Configured Claude Code for Ultra-Fast Terminal Development](https://pratikpathak.com/the-ide-is-dead-how-i-configured-claude-code-for-ultra-fast-terminal-development/): Then Anthropic released Claude Code. It is not another editor plugin; it is a raw, terminal-based AI agent that lives directly in your shell. It reads files, runs commands, executes tests, and commits code natively. Let us look at how I set up and optimized Claude Code for an ultra-fast, keyboard-only terminal development workflow.
- [Finally I found a LLM which is completely FREE and powerful like Claude Fable](https://pratikpathak.com/finally-i-found-a-llm-which-is-completely-free-and-powerful-like-claude-fable/): In the Studio dashboard, locate the card named Z.AI: GLM 5.2 (Free) (under the identifier z-ai/glm-5.2-free). It indicates $0/M input and output pricing and showcases its availability across multiple backend providers.
- [The Cheapest and Safest Way to Host Postiz (Self-Hosted Tutorial)](https://pratikpathak.com/cheapest-and-safest-way-to-host-postiz/): Managing a social media presence is essential for developers, builders, and creators today. But when I looked at the pricing pages for Buffer, Hootsuite, and Typefully, my heart sank. Fifty dollars a month just to schedule posts and manage threads across multiple profiles? That is an absurd barrier to entry. I want my automation to be robust and streamlined, but I also refuse to pay a bloated subscription fee when I could build and manage my own infrastructure.
- [Why I Swapped pyenv, pipx, and virtualenv for uv Tool Management](https://pratikpathak.com/why-i-swapped-pyenv-pipx-and-virtualenv-for-uv/): It started on a Tuesday morning. I was trying to spin up a quick Python script to parse some local JSON logs. Standard, routine developer stuff.
- [Fix: VS Code C/C++ Extension Failed to Install Offline](https://pratikpathak.com/vscode-cpp-extension-failed-to-install-offline/): If you are looking to download the Visual Studio Code C/C++ Extension for offline installation, you have probably run into the incredibly frustrating offline install loop. In today’s high-security environments—whether you are working inside an air-gapped secure network, a restricted corporate firewall, or sideloading tools into alternative platforms like Trae IDE—direct access to the Microsoft VS Code Marketplace is completely blocked. Why does the C/C++ extension fail to install offline when other extensions work perfectly? In this guide, we will unpack exactly why the standard universal VSIX file fails, provide the direct, live download links for platform-specific C/C++ packages, and walk you through manual installation for both VS Code and Trae IDE. Let's figure this out together.
- [Latest FastAPI and Async Python Production Practices](https://pratikpathak.com/fastapi-async-production-practices/): When I first started building high-concurrency web services with Python, FastAPI felt like a cheat code. The promise was simple: write standard Python, add some async and await keywords, and get Go-like speeds. But moving from local development to production is where the magic can break if you are not careful. Over the past year, as I have been scaling my own backends and maintaining pratikpathak.com, I have run into the cold reality of event loop blocking, database connection exhaustion, and task synchronization bugs. If you have ever wondered why your async app is bottlenecked or how to structure your backend for actual production scales, you are in the right place. Let's figure this out together.
- [Install Python & Jupyter Extensions Offline in Trae IDE](https://pratikpathak.com/install-python-jupyter-offline-trae/): If you are looking for install python and jupyter extensions offline in trae ide, you are in the right place. Trae IDE has quickly taken the developer community by storm as an ultra-fast, AI-native alternative editor. Since Trae is built on a VS Code baseline architecture, it natively supports standard VS Code extensions. However, if you are setting up your data science workstation inside secure, air-gapped, or corporate firewalled systems, you cannot access the online marketplace. To write Python code or run interactive data notebooks, you must manually sideload your tooling. In this guide, we will walk you through exactly how to install python and jupyter extensions offline in trae ide step-by-step. Let's figure this out together.
- [How to Download C/C++ Extension VSIX Offline for VS Code](https://pratikpathak.com/download-cpp-extension-vsix-offline/): If you are looking for download c/c++ extension vsix offline, you are in the right place. Developing C or C++ applications on secure, air-gapped networks, military machines, or corporate intranets can be incredibly challenging when access to the internet is entirely cut off. Without a connection to the Microsoft Visual Studio Code Marketplace, you cannot simply click "Install" to set up your core debugging and IntelliSense tools. In this guide, we will walk you through exactly how to execute a download c/c++ extension vsix offline and manually install it in Visual Studio Code. Let's figure this out together.
- [VS Code Offline Extensions Download: Complete 2026 Guide](https://pratikpathak.com/vscode-extensions-offline-download/): If you are looking for vscode extensions offline download, you are in the right place. In today’s development landscape, many software engineers work inside high-security environments—whether that is an air-gapped network, a strict corporate firewall, or a secure virtual desktop. In these setups, direct access to the Visual Studio Code Marketplace is completely blocked. Furthermore, with the rise of modern alternative editors like Trae IDE in 2026, developers often need to manually sideload and install extensions without a native marketplace integration. In this guide, we will walk you through exactly how to execute a vscode extensions offline download and manually install VSIX packages in both VS Code and Trae IDE. Let's figure this out together.
- [FastAPI Best Practices: Building Production-Ready Python APIs in 2026](https://pratikpathak.com/fastapi-best-practices-building-production-ready-python-apis-in-2026/): Learn the essential best practices for building scalable, production-ready FastAPI applications in 2026. Cover project structure, dependency injection, and async handling.
- [g++ not working on windows 11](https://pratikpathak.com/g-not-working-on-windows-11/): Fix the "g++ not working on Windows 11" error instantly. Learn why the compiler fails and use our automated PowerShell script to install MinGW-w64 and set PATH variables.
- [Building Fast APIs in Rust: Actix vs Axum vs Rocket (2026)](https://pratikpathak.com/building-fast-apis-in-rust-actix-vs-axum-vs-rocket-2026/): Explore the top Rust web frameworks in 2026. Compare Actix-Web, Axum, and Rocket to build lightning-fast, memory-safe APIs for your cloud architecture.
- [Top Go (Golang) Web Frameworks to Learn in 2026](https://pratikpathak.com/top-go-golang-web-frameworks-to-learn-in-2026/): Discover the best Go web frameworks for building high-performance APIs in 2026. Compare Gin, Fiber, Echo, and the standard library.
- [Automating Routine Dev Tasks with Python: 3 Scripts Every Developer Needs](https://pratikpathak.com/automating-routine-dev-tasks-with-python-3-scripts-every-developer-needs/): Stop wasting time on repetitive work. Learn how to automate project scaffolding, database backups, and API health checks using Python in 2026.
- [Top Vector Databases for AI Agents: A 2026 Developer Guide](https://pratikpathak.com/top-vector-databases-for-ai-agents-a-2026-developer-guide/): Discover the top vector databases for building AI agents in 2026. Compare Pinecone, Qdrant, Azure AI Search, and pgvector for your RAG architectures.
- [How to Download the Foundry Toolkit for VS Code VSIX](https://pratikpathak.com/how-to-download-the-foundry-toolkit-for-vs-code-vsix/): If you're diving into local AI development, you've probably hit the roadblock of trying to install the Foundry Toolkit for VS Code (formerly Windows AI Studio) in an offline environment. Maybe your corporate firewall is blocking the VS Code Marketplace, or maybe you just need to archive a stable version before the next update breaks your workflow. Either way, figuring out the foundry toolkit for vs vsix package download process can be a headache. Let's make it easy.
- [How to Manually Download and Install the VS Code Jupyter Extension VSIX](https://pratikpathak.com/how-to-manually-download-and-install-the-vs-code-jupyter-extension-vsix/): So, here I am again, staring at my VS Code setup. I usually just hit "Install" on the Extensions sidebar and let the magic happen. But today? Today I'm stuck behind a massive corporate proxy, and VS Code refuses to connect to the marketplace. Or maybe you're trying to roll back to a specific older version because the latest update broke your entire machine learning pipeline. Either way, we both find ourselves needing to figure out the vscode jupyter extension vsix download process. Let's figure this out together.
- [LangChain vs Semantic Kernel: Which AI Orchestration Framework is Best? (2026)](https://pratikpathak.com/langchain-vs-semantic-kernel-which-ai-orchestration-framework-is-best-2026/): Deciding between LangChain and Semantic Kernel? We compare the leading AI orchestration frameworks to help you choose the right tool for your enterprise architecture.
- [Understanding Azure AI Agents: A Complete Guide for Modern Cloud Apps (2026)](https://pratikpathak.com/understanding-azure-ai-agents-a-complete-guide-for-modern-cloud-apps-2026/): Move beyond simple chatbots. Discover the top architecture patterns for deploying secure, autonomous Azure AI Agents in your enterprise applications for 2026.
- [Python Poetry vs Pip: Managing Dependencies in Modern AI Applications (2026)](https://pratikpathak.com/python-poetry-vs-pip-managing-dependencies-in-modern-ai-applications-2026/): Tired of dependency hell and 'It works on my machine' errors? Learn why Python Poetry has replaced pip and requirements.txt as the enterprise standard for AI agent development in 2026.
- [Best VS Code Mod for Python: The Ultimate Developer Setup](https://pratikpathak.com/best-vs-code-mod-for-python-the-ultimate-developer-setup/): I was staring at my setup the other day and realized something: out of the box, it's just a text editor. Sure, it's incredibly fast, but creating the best VS Code mod for Python takes a lot of tweaking to make it feel like a real Integrated Development Environment (IDE). Why did I decide to build it this way? Because I was tired of jumping between different tools for linting, formatting, and debugging. Let's figure this out together.
- [Cloud 3.0 Azure Intelligent Apps: Integrating AI-Driven Automation](https://pratikpathak.com/cloud-3-0-azure-intelligent-apps/): Learn how to deploy Cloud 3.0 Azure Intelligent Apps. A technical deep dive into AI-driven automation, agentic architecture, and AI ops on Microsoft Azure.
- [Rust vs Go: Choosing the Right Systems Language in 2026](https://pratikpathak.com/rust-vs-go-choosing-the-right-systems-language-in-2026/): When should you choose the borrow checker over the garbage collector? A deep-dive comparison between Rust and Go for modern backend systems and microservices in 2026.
- [LangGraph vs CrewAI vs AutoGen: Which AI Agent Framework Should You Use in 2026?](https://pratikpathak.com/langgraph-vs-crewai-vs-autogen-2026/): Compare LangGraph vs CrewAI vs AutoGen in 2026. A production guide on AI agent frameworks covering architecture, cost, speed, and real-world Azure use cases.
- [LangGraph vs Azure AI Agents: Orchestrating Multi-Agent Workflows in Production](https://pratikpathak.com/langgraph-vs-azure-ai-agents-orchestrating-multi-agent-workflows-in-production/): Discover the architectural differences between LangGraph and Azure AI Agents for building multi-agent workflows. Learn when to choose graphs-as-code versus managed cloud assistants in production environments.
- [How to Build Your First Autonomous Agent using Azure OpenAI and Python](https://pratikpathak.com/azure-openai-python-agent/): Learn how to build your first autonomous AI agent from scratch using Python and Azure OpenAI. Discover the core execution loop, tool calling, and why enterprise developers choose Azure over native OpenAI.
- [The Real Difference Between Azure OpenAI and the Standard API](https://pratikpathak.com/azure-openai-service-vs-openai-direct-architecture/): Azure OpenAI Service is increasingly becoming a critical decision point for enterprise teams. Artificial Intelligence has come a long way, and today, tools like ChatGPT, GPT-4, and DALL-E are helping developers, students, and businesses every day. But here's a common question I hear people ask: "What's the difference between OpenAI and Azure OpenAI?" If you've ever wondered which one to use, or if the Azure wrapper is worth the cloud overhead, let's break it down.
- [How to Run Offline Code AI Locally: Complete Guide 2026](https://pratikpathak.com/offline-code-ai/): Learn how to run offline code AI locally in 2026. Complete guide to setting up Ollama, Continue.dev, and local LLMs for private, zero-latency coding.
- [LangGraph vs Azure AI Agents: Orchestration Frameworks Compared](https://pratikpathak.com/langgraph-vs-azure-ai-agents-orchestration-frameworks-compared/): A deep dive comparing LangGraph and Azure AI Agents for orchestrating multi-agent systems, covering state management, deployment, and enterprise security.
- [I saved up 80% Azure OpenAi cost optimization by making these 7 architectural decision](https://pratikpathak.com/azure-openai-cost-optimization/): Master Azure OpenAI cost optimization with these 7 proven architectural decisions, covering token budgeting, semantic caching, and smart model routing.
- [Gemini Chrome Skills: How to Use AI Workflows in Your Browser](https://pratikpathak.com/gemini-chrome-skills-ai-workflows/): Google just released a game-changing update to Gemini in Chrome: Skills. This new feature lets you save and reuse powerful AI prompts across multiple tabs with a single click. Here is a complete guide to building your own AI workflows directly inside the browser.
- [Top 25+ Advanced DSA Projects in C++ with Source Code](https://pratikpathak.com/top-25-advanced-dsa-projects-in-c-with-source-code/): A definitive list of advanced C++ projects focused on Data Structures and Algorithms. Discover high-complexity projects with professional patterns.
- [Azure OpenAI Rate Limits Guide: How to Prevent Throttling in Production AI Systems](https://pratikpathak.com/azure-openai-rate-limits-guide/): Azure OpenAI rate limits become a real concern the moment an AI application moves from development into production. Learn how to manage RPM and TPM to prevent throttling.
- [Stop Hardcoding API Keys in LangChain: Securing AI Agents with Azure Key Vault](https://pratikpathak.com/stop-hardcoding-api-keys-in-langchain-securing-ai-agents-with-azure-key-vault/): Stop hardcoding API keys in LangChain and AI agents. Learn how to secure your enterprise AI workflows using Azure Key Vault and Managed Identities.
- [Finally: Setting Up a Local, Offline AI Coding Assistant in VS Code](https://pratikpathak.com/finally-setting-up-a-local-offline-ai-coding-assistant-in-vs-code/): Continue.dev is the bridge between your local AI engine and your editor. It is an open-source VS Code extension that hooks directly into Ollama. It gives you all the premium features you'd expect from a paid tool: inline autocomplete, a docked chat panel, code refactoring, and quick explanations—all natively inside VS Code.
- [I learned this in 13 Years, Here are my DevOps Tips and Tricks](https://pratikpathak.com/i-learned-this-in-13-years-here-are-my-devops-tips-and-trick/): If you're serious about DevOps, there are some GitHub repositories you simply cannot afford to miss.
- [Silent Failures: The Hidden Reason Your AI Agents Keep Getting Stuck in Production](https://pratikpathak.com/silent-failures-the-hidden-reason-your-ai-agents-keep-getting-stuck-in-production/): Discover why AI agents fail silently in production and learn how to implement complete observability using Azure Monitor and OpenTelemetry.
- [Your AI Agent is Leaking Data. Here’s How Azure AD B2C Plugs the Hole in 5 Minutes.](https://pratikpathak.com/your-ai-agent-is-leaking-data-heres-how-azure-ad-b2c-plugs-the-hole-in-5-minutes/): Stop enterprise AI data leaks by enforcing RBAC and identity-aware vector retrieval at the infrastructure level with Azure AD B2C.
- [Building a Proactive Web-Scraping Agent with Python, Firecrawl, and Azure OpenAI](https://pratikpathak.com/building-a-proactive-web-scraping-agent-with-python-firecrawl-and-azure-openai/): Learn how to build a proactive web-scraping agent using Python, Firecrawl API, and Azure OpenAI to autonomously extract and analyze competitive intelligence.
- [VSIX Download: How to Install VS Code Extensions Offline (The Easy Way)](https://pratikpathak.com/how-to-download-vs-code-extensions-vsix-offline/): I built VSIX Downloader—a completely client-side tool to search and fetch any VS Code extension directly from the Microsoft Marketplace. No backend, no telemetry, just pure downloading power.
- [The 3 Lines of Python Code That Fixed My AI Agent’s Hallucinations](https://pratikpathak.com/the-3-lines-of-python-code-that-fixed-my-ai-agents-hallucinations/): Learn how to eliminate AI agent hallucinations in production using Pydantic structured outputs and deterministic Python routing.
- [Top 25+ AWS DevOps Projects for Practice on GitHub (2026)](https://pratikpathak.com/top-25-aws-devops-projects-for-practice-github/): Looking for real-world AWS DevOps projects for practice? Check out these 4 open-source GitHub repositories to build CI/CD pipelines, Terraform architectures, and more.
- [You Don’t Need a Vector Database. Do This Instead.](https://pratikpathak.com/you-dont-need-a-vector-database-do-this-instead/): Skip the expensive vector database. Learn why leveraging pgvector in PostgreSQL or Cosmos DB simplifies your enterprise RAG pipeline architecture.
- [The Cheapest & Most Secure Ways to Self-Host Vaultwarden in 2026](https://pratikpathak.com/the-cheapest-most-secure-ways-to-self-host-vaultwarden-in-2026/): A deep technical dive into self-hosting Vaultwarden (the unofficial Bitwarden server). Compare Hetzner VPS, Docker setups, Oracle Cloud, and managed PaaS options.
- [This Trick Boosts AI Agent Memory Retrieval by 78% With No Third-Party Tools](https://pratikpathak.com/trick-boosts-ai-agent-memory-retrieval-no-third-party-tools/): Learn how to build your own Personal Wikipedia (LLM Wiki) using AI agents, based on Andrej Karpathy's open-source architecture.
- [The ‘Infinite Loop’ Trap: How My Multi-Agent System Burned $200 Overnight (And How to Fix It)](https://pratikpathak.com/the-infinite-loop-trap-how-my-multi-agent-system-burned-200-overnight-and-how-to-fix-it/): Stop AI agents from burning your cloud budget. Learn how to implement stateful circuit breakers and fix multi-agent infinite loops in production.
- [Stop Overpaying for RAG: How We Cut Azure OpenAI Costs by 40% with One Architecture Tweak](https://pratikpathak.com/stop-overpaying-for-rag-how-we-cut-azure-openai-costs-by-40-with-one-architecture-tweak/): Retrieval-Augmented Generation (RAG) is the backbone of most enterprise AI applications today. By grounding large language models (LLMs) like GPT-4...
- [Just by changing this one setting I reduced my token usage by 75%](https://pratikpathak.com/caveman-claude-how-a-prehistoric-coding-style-cuts-ai-token-costs-by-75/): In the world of AI orchestration and agentic workflows, token consumption is the ultimate hidden tax. Every time Claude, GPT-4, or Gemini responds with "Certainly! I'd be happy to help you understand this function," you are paying for pleasantries. Over thousands of automated API calls, this conversational padding quickly spirals into massive overhead.
- [I Saved 80k Tokens a Day Just By Changing How My AI Agents Talk to Each Other](https://pratikpathak.com/i-saved-80k-tokens-a-day-just-by-changing-how-my-ai-agents-talk-to-each-other/): When you first build a multi-agent system, the initial architectural focus is usually on logic: getting the Researcher Agent to talk to the Writer...
- [Managing State in Multi-Agent Workflows: Redis vs Cosmos DB in Production](https://pratikpathak.com/managing-state-in-multi-agent-workflows-redis-vs-cosmos-db-in-production/): In the rapidly evolving landscape of multi-agent architectures (such as those built with LangGraph or Microsoft's AutoGen), developers quickly hit a...
- [Top 25+ TypeScript/Node.js Projects for AI Engineers with Source Code GitHub](https://pratikpathak.com/top-25-typescript-node-js-projects-for-ai-engineers-with-source-code-github/): Welcome to our comprehensive guide on the top 25+ TypeScript Projects for AI development in 2026. If you’re looking to dive into the world of artificial intelligence, machine learning, and automation, you’re in the right place.
- [Top 25+ Python Projects for AI Beginners with Source Code [2026 Latest]](https://pratikpathak.com/top-25-python-projects-for-ai-beginners-with-source-code-2026-latest/): Welcome to our comprehensive guide on the top 25+ Python Projects for AI development in 2026. If you’re looking to dive into the world of artificial intelligence, machine learning, and automation, you’re in the right place.
- [Top 15+ Cyber Security & Ethical Hacking Projects for Beginners (With Source Code)](https://pratikpathak.com/top-cyber-security-ethical-hacking-projects-github/): Hey Everyone! Today I have curated a massive list of top projects for beginners, complete with open-source code on GitHub. Whether you are aiming to build a strong portfolio or just looking to practice your skills, building real-world applications is the best way to master a new technology.
- [Top 20+ C++ Projects for Beginners with Source Code Github](https://pratikpathak.com/top-cpp-projects-for-beginners-with-source-code-github/): Hey Everyone! Today I have curated a massive list of top projects for beginners, complete with open-source code on GitHub. Whether you are aiming to build a strong portfolio or just looking to practice your skills, building real-world applications is the best way to master a new technology.
- [Top 15+ Machine Learning & Data Science Projects for Beginners (With Source Code)](https://pratikpathak.com/top-machine-learning-data-science-projects-github/): Hey Everyone! Today I have curated a massive list of top projects for beginners, complete with open-source code on GitHub. Whether you are aiming to build a strong portfolio or just looking to practice your skills, building real-world applications is the best way to master a new technology.
- [Top 20+ Node.js & Express Projects for Beginners with Source Code [2026]](https://pratikpathak.com/top-nodejs-express-projects-for-beginners-github/): Hey Everyone! Today I have curated a massive list of top projects for beginners, complete with open-source code on GitHub. Whether you are aiming to build a strong portfolio or just looking to practice your skills, building real-world applications is the best way to master a new technology.
- [Managing State in Multi-Agent Workflows: Redis vs Cosmos DB](https://pratikpathak.com/managing-state-in-multi-agent-workflows-redis-vs-cosmos-db/): When building advanced multi-agent workflows using frameworks like LangGraph or AutoGen, managing state efficiently becomes the backbone of your application. Agents need to remember conversation history, share intermediate reasoning steps, and seamlessly hand off tasks to one another. If your state management layer fails or bottlenecks, your entire AI orchestration pipeline grinds to a halt.
- [CondaToSNonInteractiveError: How to Fix in 2026 (Docker, CI/CD, Scripts)](https://pratikpathak.com/condatosnoninteractiveerror-how-to-fix-in-2026-docker-ci-cd-scripts/): This frustrating issue stems from a major policy update by Anaconda. In this deep dive, we’ll explain exactly why the condatosnoninteractiveerror occurs and how you can permanently fix it in your automated environments. Let's figure this out together.
- [The Rise of Bot Connectors in Identity Governance: Solving the ‘Last Mile’ IGA Challenge](https://pratikpathak.com/the-rise-of-bot-connectors-in-identity-governance-solving-the-last-mile-iga-challenge/): Identity Governance and Administration (IGA) platforms are heralded as the cornerstone of enterprise security. Yet, most organizations find themselves in a paradox: they spend millions on world-class IGA solutions, only to discover that less than 5% of their applications are actually integrated with it.
- [Top 20+ DevOps & Cloud Projects for Beginners (Azure, AWS, Docker)](https://pratikpathak.com/top-devops-cloud-projects-with-source-code-github/): Hey Everyone! Today I have curated a massive list of 20+ DevOps & Cloud projects for beginners, complete with open-source code on GitHub. Whether you are aiming to become a Cloud Engineer, Site Reliability Engineer (SRE), or DevOps specialist, mastering AWS, Azure, Docker, and Kubernetes is non-negotiable in 2026.
- [Top 15+ AI & LLM Projects to Build Your Portfolio in 2026 (With Source Code)](https://pratikpathak.com/top-ai-llm-projects-with-source-code-github/): Hey Everyone! Today I have curated a massive list of 15+ AI & LLM projects for beginners and intermediate developers, complete with source code. The world of Artificial Intelligence is evolving at an unprecedented pace. From Retrieval-Augmented Generation (RAG) pipelines to multi-agent architectures, building these systems is the fastest way to future-proof your career in 2026.
- [Azure AI Agents vs LangGraph: Which Orchestration Framework is Right for You?](https://pratikpathak.com/azure-ai-agents-vs-langgraph-which-orchestration-framework-is-right-for-you/): Orchestrating multi-agent workflows is rapidly becoming the new frontier in AI development. As applications evolve from simple chat interfaces to complex, autonomous agents that can plan, execute, and collaborate, developers are faced with a crucial decision: how to orchestrate these intricate workflows reliably in production.
- [Top 20+ React & Next.js Projects for Beginners with Source Code Github [2026 Latest Project]](https://pratikpathak.com/top-react-nextjs-projects-with-source-code-github/): Hey Everyone! Today I have curated a massive list of 20+ React and Next.js projects for beginners with source code. React is the most widely-used frontend library, and Next.js has become the absolute standard for building production-ready, full-stack React applications. Whether you are just starting your frontend journey or looking to build a robust portfolio to land your first job, these projects are updated and available on GitHub.
- [Why Enterprises Are Ditching Native OpenAI for Azure (It’s Not Just About Privacy)](https://pratikpathak.com/why-enterprises-are-ditching-native-openai-for-azure-its-not-just-about-privacy/): When starting an AI project, the default reflex for any developer is to grab an API key directly from platform.openai.com. It's the fastest way to build a proof-of-concept, test a new agentic loop, or validate a RAG pipeline. However, as applications move from internal prototypes to global, mission-critical production systems, virtually every major enterprise migrates their workloads to Azure OpenAI. Why?
- [Top 25+ Python Projects for Beginners with Source Code Github [2026 Latest Project]](https://pratikpathak.com/top-python-projects-with-source-code-github/): Hey Everyone! Today I have curated a massive list of 25+ Python projects for beginners with source code. Python is one of the most popular, versatile, and readable programming languages in the world. Whether you are just starting your coding journey or looking to build a robust portfolio, these projects are updated and available on GitHub.
- [Top 25+ Go Projects for Beginners with Source Code Github [2026 Latest Project]](https://pratikpathak.com/top-go-projects-with-source-code-github/): Hey Everyone! Today I have curated a massive list of 25+ Go projects for beginners with source code. Go (or Golang) is known for its simplicity, concurrency, and blazing-fast performance. Whether you are just starting or looking to build a robust portfolio, these projects are updated and available on GitHub.
- [Top 25+ Rust Projects for Beginners with Source Code Github [2026 Latest Project]](https://pratikpathak.com/top-rust-projects-with-source-code-github/): Hey Everyone! Today I have curated a massive list of 25+ Rust projects for beginners with source code. Rust is one of the most loved programming languages, known for its performance and memory safety. Whether you are just starting or looking to build a portfolio, these projects are updated and available on GitHub.
- [Azure AI Agents with Cosmos DB Memory: 7 Design Patterns](https://pratikpathak.com/azure-ai-agents-with-cosmos-db-memory/): Production AI agents fail silently without durable memory. Discover 7 critical Cosmos DB design patterns to scale Azure AI workflows and control your costs.
- [Securing AI Agents with Azure AD B2C: 7 Critical Controls](https://pratikpathak.com/securing-ai-agents-with-azure-ad-b2c/): Implicit identity assumptions expose AI systems to privilege escalation. Learn 7 critical Azure AD B2C controls to secure your production AI agent workflows.
- [Azure Multi-Agent Orchestration Architecture Guide](https://pratikpathak.com/azure-multi-agent-orchestration-architecture/): Multi-agent systems degrade silently under load. Master 8 critical orchestration architecture decisions to build stable, cost-controlled Azure AI workflows.
- [Azure AI Agents vs LangGraph: The Critical Architectural Comparison](https://pratikpathak.com/azure-ai-agents-vs-langgraph-comparison/): Struggling to choose between Azure AI Agents and LangGraph? Uncover the architectural differences in state management, scalability, and operational costs.
- [Azure AI Agent Observability Using Azure Monitor](https://pratikpathak.com/azure-ai-agent-observability-using-azure-monitor/): Multi-step AI agents degrade invisibly without proper monitoring. Discover 7 critical wins using Azure Monitor to expose hidden failures and control costs.
- [Poetry Monorepo Structure: Best Practices I Learned the Hard Way](https://pratikpathak.com/poetry-monorepo-structure-best-practices/): Monorepos look incredibly attractive on paper—one repository, shared tooling, consistent standards across every microservice. Then you try to build one with Python’s Poetry, and reality hits hard.
- [Azure OpenAI vs OpenAI: The Critical Differences Most Teams Miss](https://pratikpathak.com/azure-openai-vs-openai-complete-comparison/): When I first compared azure openai vs openai, I assumed the difference was mostly branding.Same models. Same GPT-4. Same intelligence.So what really changes?A lot more than people think.If you're building AI into a real production system, the differences between Azure OpenAI and OpenAI affect security, networking, compliance, billing, rate limits, and operational control.This is not about which is “better.”It’s about which is correct for your architecture.
- [The Hard Reality of Azure MongoDB Atlas](https://pratikpathak.com/azure-mongodb-atlas-complete-guide/): I didn’t choose Azure MongoDB Atlas because it was trendy.I chose it because self-managed MongoDB on Azure VMs kept costing us time, sleep, and reliability.Backups failed silently.Scaling required downtime planning.Security reviews turned into infrastructure audits.Azure MongoDB Atlas promised something different: real MongoDB, fully managed, but still integrated deeply with Azure. That promise mostly holds — if you understand what you’re getting into.This article is my practical, honest breakdown of azure mongodb atlas: what works, what surprises teams, and when it’s the right choice.
- [Azure OpenAI Fine Tuning Explained](https://pratikpathak.com/azure-openai-fine-tuning-guide/): The model was smart.The prompts were detailed.The outputs were… inconsistent.Sometimes it answered perfectly.Sometimes it ignored instructions it followed just one request earlier.We added more examples.We refined prompts.We layered system messages.Eventually, it became clear: this wasn’t a prompting problem.This was the moment Azure OpenAI fine tuning stopped being an abstract feature and became a practical necessity.
- [Download MS Python VSIX Extension (Offline Install 2026)](https://pratikpathak.com/ms-python-python-vsix-download-guide/): Installing VS Code extensions is usually effortless—click Install, wait a second, and move on.Until the day you can’t.Offline machines.Air-gapped servers.Strict enterprise networks.Version pinning requirements.That’s when you realize you don’t just need the Python extension—you need the VSIX file itself.Manual ms-python.python VSIX download is often required by developers, system administrators, and DevOps engineers working in controlled or offline environments.
- [Azure Responsible AI Dashboard](https://pratikpathak.com/azure-responsible-ai-dashboard/): I pulled the logs.I checked feature values.I reran predictions.Nothing was technically wrong.That was the problem.This was the moment when the Azure Responsible AI Dashboard stopped feeling optional and became something I won’t ship without.
- [Azure Responsible AI Principles](https://pratikpathak.com/azure-responsible-ai-principles/): We had technical reasons—feature correlations, probability scores, threshold logic.What we didn’t have was an explanation anyone outside the ML team could understand.We couldn’t explain, in human terms, why this specific person was denied—or whether the decision was fair, safe, or appropriate.That was the moment I understood why Azure Responsible AI principles exist.Not because AI fails loudly.But because it fails quietly—while appearing correct.
- [Azure AI Services List: The Complete Guide](https://pratikpathak.com/azure-ai-services-list/): That’s when it hit me.Azure AI isn’t a single service — it’s an entire ecosystem of specialized intelligence layers.And unless you understand what each service actually does, it’s easy to pick the wrong tool, overbuild solutions, or miss capabilities that already exist.This is the complete azure ai services list — explained in practical terms, not marketing copy. Whether you’re architecting a new system or optimizing an existing one, this guide will help you choose the right AI service for the job.
- [Why Responsible AI Is Important](https://pratikpathak.com/why-responsible-ai-is-important/): Why responsible AI is important didn’t become clear to me after reading a regulation or attending a conference.It became clear after a meeting that felt uncomfortable.A model we deployed had rejected an application.The numbers looked fine.The confidence score was high.The logs showed nothing broken.
- [Best Python Package Manager for Data Science](https://pratikpathak.com/best-python-package-manager-for-data-science/): Best Python package manager for data science wasn't something I searched for after reading blog posts.I searched for it after a result I trusted turned out to be wrong.The notebook ran.The model trained.The numbers looked reasonable.Then I reran the same experiment on a different machine.Same code.Same dataset.Same random seed.Different outcome.That's when I learned a hard lesson:in data science, your package manager isn't a convenience tool—it's part of the experiment.
- [Difference Between Poetry and Conda](https://pratikpathak.com/difference-between-poetry-and-conda/): The difference between Poetry and Conda became clear to me the day my Python environment stopped being “just Python.”For a long time, I thought my problems were about code.When something broke, I assumed it was:
- [Poetry vs Pipenv: The Tooling Choice That Slowed Me Down](https://pratikpathak.com/poetry-vs-pipenv/): Poetry vs Pipenv wasn’t supposed to be a big decision.I wasn’t choosing a database.I wasn’t redesigning architecture.I was “just picking a dependency manager.”So I did what most people do.I picked one, told myself I’d switch later if needed, and moved on.That worked — until it didn’t.Not because anything broke.Not because errors started flying.But because the friction slowly piled up until I couldn’t ignore it anymore.That’s when I realized tooling choices don’t usually fail loudly.They fail quietly, by stealing small pieces of your time every day.
- [How to Use uv as a pipx Replacement: The Day My Tooling Broke CI](https://pratikpathak.com/how-to-use-uv-as-a-pipx-replacement/): How to use uv as a pipx replacement wasn’t a question I asked out of curiosity.
- [PIP vs CONDA for data science: The Week My Notebook Lied to Me](https://pratikpathak.com/pip-vs-conda-for-data-science/): PIP vs CONDA for data science wasn’t a debate I planned to have.It started with a Jupyter notebook that ran perfectly on my laptop.The plots rendered.The model trained.The metrics looked reasonable.Then I sent the notebook to a teammate.Same code.Same dataset.Same Python version.Different results.And one missing import error that made no sense.That was the moment I realized something uncomfortable:In data science, your environment isn’t background infrastructure.It is the experiment.
- [Why I Moved from AWS Cognito to Azure AD B2C](https://pratikpathak.com/aws-cognito-to-azure-ad-b2c/): AWS Cognito to Azure AD B2C migration became inevitable for us when enterprise security requirements started blocking real business deals.
- [Why uv Is Faster Than pip: The Day Installs Became Invisible](https://pratikpathak.com/why-uv-is-faster-than-pip-the-day-installs-became-invisible/): Why uv is faster than pip only became obvious to me when installs stopped being background noise.Not because they failed.Not because they threw errors.But because they interrupted me.I’d write a few lines of code, switch branches, rebuild an environment — and suddenly my focus was gone, replaced by a scrolling wall of dependency logs.Nothing was broken.Everything was just… slow enough to be annoying.And annoyance is what eventually forces change.
- [Fastest Python Package Manager: The Moment I Stopped Trusting pip](https://pratikpathak.com/fastest-python-package-manager/): Fastest python package manager wasn’t a phrase I ever thought I’d care about.For years, I treated package installation as background noise. Something that ran while I checked Slack or refilled coffee. Slow, sure — but acceptable.Until it wasn’t.The breaking point wasn’t a failed build or a missing dependency. It was watching a clean environment install the same dependencies for the fifth time that day. Same machine. Same code. Same results. Different wait.That’s when I realized I wasn’t blocked by Python.I was blocked by how Python installs things.
- [Managing Python 3.13 Environments with uv](https://pratikpathak.com/managing-python-3-13-environments-with-uv/): Managing Python 3.13 environments with uv wasn’t on my roadmap.When Python 3.13 landed, my first instinct was familiar:
- [uv vs PDM vs Poetry 2026 Comparison: What I’d Actually Choose Today](https://pratikpathak.com/uv-vs-pdm-vs-poetry-2026-comparison/): uv vs PDM vs Poetry 2026 comparison is no longer a theoretical debate.This is the question I hear most often now:
- [Migrating from Poetry to uv Guide](https://pratikpathak.com/migrating-from-poetry-to-uv-guide/): Migrating from Poetry to uv guide isn’t something I planned to write.I liked Poetry. I trusted it. For years, it felt like the responsible, grown-up way to manage Python projects.The breaking point wasn’t a failure.It was a pattern.In CI, my test suite finished in ~55 seconds.Dependency installation consistently took 4–5 minutes.Nothing was broken.No dependency conflicts.No resolution errors.Just a slow, predictable drag on every run.That was the moment I realized I wasn’t debugging bugs anymore.I was debugging tooling weight.
- [uv Workspace vs Poetry: Managing Python Monorepos Without Losing My Mind](https://pratikpathak.com/uv-workspace-vs-poetry-managing-python-monorepos/): uv Workspace vs Poetry: managing Python monorepos wasn’t something I planned to write about.It was something I ended up living through.The moment is still clear:a harmless change in one service broke tests in three others.Not because the code was wrong.Because the environment graph was wrong.Same repo.Same commit.Different behavior depending on where I ran it.
- [Fastest Way to Install PyTorch Using uv](https://pratikpathak.com/fastest-way-to-install-pytorch-using-uv/): I didn’t go looking for the fastest way to install PyTorch using uv out of curiosity.I searched for it at 1:47 AM, staring at a terminal that had been “Installing…” for far too long.I wasn’t compiling CUDA from source.I wasn’t training a large model.I just wanted PyTorch installed so I could run an experiment.By 2:15 AM, I had a different setup — and a very clear conclusion.
- [Using uv with Docker Multi-Stage Builds: 5 Real Wins I Measured](https://pratikpathak.com/using-uv-with-docker-multi-stage-builds/): Using uv with Docker multi-stage builds wasn’t something I originally planned to do.
- [Why I Moved to AI Orchestration from Workflow Automation](https://pratikpathak.com/ai-orchestration-workflow-automation/): AI Orchestration is the reason I completely rethought how I automate work—and why I walked away from traditional workflow automation entirely.I need to have a conversation with myself about the “automation” empire I built over the last five years.It was a masterpiece of fragility.I had hundreds of Logic Apps, Zapier zaps, and Power Automate flows running critical parts of the business. I felt like a wizard. I could wire up a webhook to a database trigger in my sleep.But then, the cracks appeared. A vendor would change their invoice format by one column, and my Regex parser would explode. A customer would send an email with a typo in the subject line, and my “smart” routing logic would dump it into the void.I realized I wasn’t an Automation Engineer. I was a Digital Babysitter.I was spending my weekends patching if/else statements because the real world refused to conform to my hard-coded decision trees. I was maintaining the automation more than I was benefiting from it.That is when I decided to tear it down. I moved from deterministic Workflow Automation to AI Orchestration.
- [Building an Azure Multi-Agent System Over God Prompts](https://pratikpathak.com/azure-multi-agent-system-vs-god-prompts/): Azure Multi-Agent System architecture helped me move beyond fragile “God Prompts” and build a scalable, reliable AI team using Azure AI Agent Service.
- [Building a Multi-Agent System with Azure AI Agent Service](https://pratikpathak.com/azure-ai-agent-service-multi-agent-system/): Azure AI Agent Service completely changed how I think about building AI systems.
- [Why I Moved from Snowflake to Azure Synapse Analytics](https://pratikpathak.com/snowflake-to-azure-synapse-analytics-migration/): Snowflake to Azure Synapse Analytics migration wasn’t something I planned—I was forced into it during one of our monthly “credit burn” meetings, watching Snowflake credits evaporate on a dashboard while the data team stayed silent.For two years, I was a Snowflake zealot. The separation of storage and compute? Genius. The zero-copy cloning? Magic. It was the Ferrari of data warehouses.But owning a Ferrari is expensive.More importantly, I realized I wasn’t just driving the car; I was paying for a separate garage (ETL tool), a separate mechanic (orchestration tool), and a separate navigation system (BI tool).My data stack was fragmented.I had Fivetran moving data, Snowflake storing it, dbt transforming it, and Power BI visualizing it.
- [Why I Moved from Heroku to Azure Container Apps](https://pratikpathak.com/heroku-to-azure-container-apps/): Heroku to Azure Container Apps migration was not a sudden decision for me—it was a slow, expensive drift apart. I need to have a conversation with myself about the moment I finally broke up with Heroku. For years, Heroku was my “easy button.” git push heroku main was the most satisfying command in my terminal. It felt like magic. I didn’t care about infrastructure; I just cared about shipping code.But then the free tier ended. Then the “Hobby” tier costs started adding up. And then, as my application scaled, the “Performance-M” and “Performance-L” Dyno pricing started looking less like a cloud bill and more like a mortgage payment.
- [Why I Moved from Auth0 to Azure AD B2C](https://pratikpathak.com/auth0-to-azure-ad-b2c-migration/): Auth0 to Azure AD B2C was not a decision I took lightly. This article explains the one feature that forced the switch, reduced identity costs, and unlocked enterprise-level customization.I need to have a conversation with myself about the invoice that landed in my inbox last October. It was from Auth0, and it was for our SaaS platform’s identity provider renewal.We had just hit a growth spurt. Our Monthly Active Users (MAU) had tripled. In the startup world, this is called “success.” But looking at the bill, it felt like a punishment.Auth0 is an incredible product. It’s developer-friendly, the docs are beautiful, and it “just works.” I built our MVP with it in an afternoon. But as we scaled into the enterprise space, two walls closed in on me simultaneously:
- [Jenkins to Azure DevOps: Why I Completely Moved Because of One Feature](https://pratikpathak.com/jenkins-to-azure-devops-migration/): Jenkins to Azure DevOps CI/CD pipeline comparison
- [Moving from MongoDB Atlas to Azure Cosmos DB](https://pratikpathak.com/mongodb-atlas-vs-azure-cosmos-db/): MongoDB Atlas vs Azure Cosmos DB is a comparison I never expected to make—until real-world latency and global scale forced my hand.I need to have a conversation with myself about the last eighteen months of my architectural life. About why I decided to migrate a perfectly functional, massive dataset away from MongoDB Atlas—the darling of the NoSQL world—and move it all into Azure Cosmos DB.This wasn’t a decision I took lightly. I loved the MEAN stack. I loved the flexibility of BSON. But there was a specific ceiling I kept hitting, and it was hurting our business.Let me back up a bit.
- [Why I Moved from Datadog to Azure Monitor](https://pratikpathak.com/datadog-to-azure-monitor-switch/): Datadog to Azure Monitor was not a migration I planned-but one I was forced into after seeing our monthly monitoring bill.I need to have a conversation with myself about the moment my finance director slacked me a screenshot of our monthly credit card bill."Is this Datadog charge correct?" she asked.I stared at the number. It was higher than our production database costs. It was higher than our Kubernetes cluster costs. In fact, we were spending almost as much on monitoring our infrastructure as we were on the infrastructure itself.I felt sick.I had been a Datadog evangelist for years. I loved the UI. I loved the cute dog logo. I loved how easy it was to drag and drop widgets. But as our Azure footprint grew, the "Datadog Tax" became unsustainable.We were paying twice: once for data egress (sending logs out of Azure) and again for Datadog ingestion. And honestly? I was tired of managing API keys, updating agents, and debugging why a specific log stream wasn't showing up.That afternoon, I made a decision that scared me. I decided to rip out the industry's favorite monitoring tool and go "native" with Azure Monitor.Here is why I did it, and the one feature that made the switch not just cheaper, but better.
- [I Completely Moved from Google Cloud AI to Azure OpenAI Service Because of This One Feature](https://pratikpathak.com/i-completely-moved-from-google-cloud-ai-to-azure-openai-service-because-of-this-one-feature/): Why we switched from Google Cloud AI to Azure OpenAI Service—native Azure AD, private endpoints, compliance, and built-in filtering for enterprises.
- [I Completely Moved from AWS Lambda to Azure Functions Because of This One Feature](https://pratikpathak.com/i-completely-moved-from-aws-lambda-to-azure-functions-because-of-this-one-feature/): Discover how Azure Durable Functions simplify AWS Lambda workflows—cut code, reduce services, and handle stateful orchestration and approvals with ease.
- [Monitoring and Observability for Azure AI Agents: Building Production-Ready Systems](https://pratikpathak.com/monitoring-and-observability-for-azure-ai-agents-building-production-ready-systems/): As I learned the hard way at 3 AM during a production incident, monitoring AI agents is fundamentally different from traditional applications. Today, I'm sharing my journey building observability into Azure AI Agents, transforming them from black boxes into transparent, debuggable systems.
- [Future-Proofing Your Azure AI Agent Architecture: Scalability and Evolution Strategies](https://pratikpathak.com/future-proofing-your-azure-ai-agent-architecture-scalability-and-evolution-strategies/): As I stand at the crossroads of present capabilities and future possibilities, I find myself both excited and anxious about where AI agent technology is heading. Today, I'm sharing my strategies for building Azure AI agent architectures that can evolve with the rapidly changing landscape.
- [[FIX] YouTube Error 153: Video Player Configuration Error when embedding YouTube videos](https://pratikpathak.com/fix-youtube-error-153-video-player-configuration-error-when-embedding-youtube-videos/): When embedding YouTube videos into a website or application, the goal is to provide a seamless and engaging experience for users. However, a recent and increasingly common issue that developers and website owners are encountering is "Error 153: Video Player Configuration Error." This error prevents the embedded video from loading and instead displays a frustrating gray box with the error message, forcing users to click through to watch the video on YouTube itself, which defeats the purpose of an embed.
- [[FIX] Localhost applications failing after installing “2025-10 Cumulative Update for Windows 11 Version 24H2 for x64-based Systems (KB5066835)”](https://pratikpathak.com/fix-localhost-applications-failing-after-installing-2025-10-cumulative-update-for-windows-11-version-24h2-for-x64-based-systems-kb5066835/): A recent Windows 11 update has caused significant disruptions for developers worldwide, leading to the complete failure of localhost applications. If you've installed the October 2025 cumulative update and suddenly found yourself unable to access your local development environment, you're not alone. This comprehensive guide will walk you through understanding the problem and implementing proven solutions to restore your localhost functionality.
- [[FIX] Does excessive use of likely and unlikely really degrade program performance?](https://pratikpathak.com/fix-does-excessive-use-of-likely-and-unlikely-really-degrade-program-performance/): When C++20 introduced the ] and ] attributes, developers gained a new tool to guide compiler optimizations. These attributes hint to the compiler which branch of a conditional statement is more probable, allowing it to optimize code layout accordingly. However, a common concern has emerged: can excessive or incorrect use of these attributes actually harm performance?
- [[FIX] How to automatically approve/continue GitHub Copilot terminal commands in VS Code](https://pratikpathak.com/fix-how-to-automatically-approve-continue-github-copilot-terminal-commands-in-vs-code/): GitHub Copilot's Agent Mode allows you to execute terminal commands directly from chat, but by default, it requires manual approval for every command. This can slow down your workflow significantly. Here's how to configure VS Code to automatically approve specific commands or patterns.
- [[FIX] How can I parse a string to a float in C in a way that isn’t affected by the current locale?](https://pratikpathak.com/fix-how-can-i-parse-a-string-to-a-float-in-c-in-a-way-that-isnt-affected-by-the-current-locale/): Handling floating-point numbers from configuration files and user input is a common requirement in C programming. But when dealing with internationalization (i18n), locale settings can dramatically impact the way numbers are parsed—leading to subtle, hard-to-debug errors. Let's explore the root of this problem, examine clear code samples, and discover robust ways to reliably convert strings to float in C, regardless of locale.
- [[FIX] iOS 26 Safari – Web layouts are breaking due to fixed/sticky position elements getting misplaced](https://pratikpathak.com/fix-ios-26-safari-web-layouts-are-breaking-due-to-fixed-sticky-position-elements-getting-misplaced/): Users are experiencing a critical layout issue in iOS 16.6 Safari where elements with position: fixed or position: sticky are being displaced from their intended positions. This bug is causing:
- [[FIX] Guide to iOS 26 Glass Effect and ToolbarColorScheme Issue and Solution](https://pratikpathak.com/fix-guide-to-ios-26-glass-effect-and-toolbarcolorscheme-issue-and-solution/): While the iOS 26 glass effect brings beautiful visual design possibilities, the toolbarColorScheme conflict requires careful handling. By following the solutions outlined above, you can maintain the stunning glass aesthetic while ensuring your app works correctly across all iOS versions.
- [Return by Value in Rust: Why It’s Idiomatic and Efficient](https://pratikpathak.com/return-by-value-in-rust-why-its-idiomatic-and-efficient/): Returning values from functions is the idiomatic way to produce outputs in Rust. Unlike languages that rely on out-parameters or reference-based mutation for performance, Rust’s ownership and move semantics make returning by value both safe and efficient—even for large structs. In this post, we’ll explore why returning by value is preferred, how it interacts with moves and copies, what the compiler optimizes, and when to consider alternatives like Box or references.
- [Fix ’16 KB Page Size’ Issue in Android App Bundles](https://pratikpathak.com/fix-16-kb-page-size-issue-in-android-app-bundles/): You've diligently updated your Android app to meet the latest Google Play requirement for 16 KB page size compatibility. You've updated your libraries, built your app bundle, and the bundle details in the Google Play Console even confirm that the latest version supports the 16 KB page size. Yet, the warning persists. This can be a frustrating experience, but the solution might be simpler than you think.
- [How I Finally Got g++ Working on Windows (And You Can Too!)](https://pratikpathak.com/how-i-finally-got-g-working-on-windows-and-you-can-too/): So here I am again, staring at my Windows machine, wondering why something as simple as compiling C++ code has to be such a headache. You'd think after all these years, Microsoft would just include a decent C++ compiler by default. But no, here we are in 2025, and I'm still googling "how to install g++ on Windows" like it's 2010.
- [I Didn’t Have Money to Pay for Grammarly, So I Self-Hosted My Own Solution Using LanguageTool 📝](https://pratikpathak.com/i-didnt-have-money-to-pay-for-grammarly-so-i-self-hosted-my-own-solution-using-languagetool/): A familiar story for many writers, students, and professionals: you want to polish your writing to perfection, but the premium tools come with a hefty price tag. That was me. I was constantly battling with typos and grammatical errors, and while the free version of Grammarly was helpful, I knew the premium features could take my writing to the next level. The problem? My wallet wasn't on the same page. 😟
- [[Fixed] CondaToSNonInteractiveError: Terms of Service have not been accepted](https://pratikpathak.com/fixed-condatosnoninteractiveerror-terms-of-service-have-not-been-accepted/): You’re in the final stages of containerizing your Python application. Your Dockerfile is written, the dependencies are listed in your environment.yml, and you run docker build. The build process kicks off, Conda is installed, and then, just as it’s about to create the environment, the process grinds to a halt with a cryptic error: CondaToSNonInteractiveError: Terms of Service have not been accepted. This scenario has become increasingly common for developers, data scientists, and DevOps engineers who rely on Conda for package and environment management, especially within automated, non-interactive systems like Docker builds or CI/CD pipelines.
- [Don’t use Azure AI Bot Service, My personal experience](https://pratikpathak.com/guide-azure-ai-bot-services/): Hmm, let me dive deep into this fascinating world of Azure AI Bot Service... It's like having a digital assistant that actually understands what you're talking about! 😊
- [My Grand Tour of Azure AI Bot Service to Functioning bot 🤖](https://pratikpathak.com/guide-azure-ai-bot-service/): Okay, I've dabbled, I've read the blurbs, but now it's time to go all in. I'm talking about a comprehensive, no-stone-left-unturned exploration of Microsoft's Azure AI Bot Service. What is it really? What are all the moving parts? Can I, a humble developer, truly build something intelligent and useful with it? Let's find out together. 🤔
- [My Deep Dive into the World of ChatGPT Agents 🤖](https://pratikpathak.com/my-deep-dive-into-the-world-of-chatgpt-agents/): I've been hearing the term "ChatGPT agents" buzzing around a lot lately. It sounds like something straight out of a sci-fi movie, and I've decided it's time to figure out what all the fuss is about. So, I'm documenting my journey as I explore this new frontier of AI. Let's see if I can wrap my head around this and maybe even build something cool.
- [Building & Deploying your First Cloud App](https://pratikpathak.com/building-deploying-your-first-cloud-app/): I was speaker at the Pregrad Cloud Computing event, my talk was about how you can utilise Cloud in your development lifecycle. How you can build and deploy your app in few step.
- [Speaker at “Pieces of Memory”. Fine Tune your LLM Model](https://pratikpathak.com/speaker-at-pieces-of-memory-fine-tune-your-llm-model/): Hi, Recently I was a speaker at "Pieces of Memory" hosted by Ali Mustafa. We talk about a lot of things realted to Large Language Models.
- [[Fixed] App must target Android 15 (API level 35) or higher](https://pratikpathak.com/app-must-target-android-15-api-level-35-or-higher/): If you're developing an Android app, you might have encountered a warning from the Google Play Console stating that your app must target Android 15 (API level 35) or higher.
- [I’ve force-upgraded to macOS 26 because of two features](https://pratikpathak.com/apple-ai-linux-fusion/): So, I did a thing. I went ahead and force-upgraded my machine to the developer preview of macOS 26. 🤪 My friends think I'm crazy for risking my stable setup, and honestly, a part of me agrees. But two specific features were just too tantalizing to ignore: the brand-new Foundation Models framework and the long-awaited Containerization frameworks.
- [Create Bijective Map Type in C++](https://pratikpathak.com/bijective-map-type-c/): Ever found yourself in a coding jam where you have a std::map<Key, Value> and you think, "This is great, I can find a Value from a Key super fast! 👌" But then, a moment later, you realize you need to do the reverse lookup. You have a Value and you need to find its corresponding Key. What do you do then? 🤨
- [[Fixed] “Component auth has not been registered yet” on app launch](https://pratikpathak.com/component-auth-has-not-been-registered-yet/): Embarking on a mobile app journey with React Native, Expo, and Firebase is a common path for many developers, promising rapid development and powerful features. However, this journey can sometimes be stalled by cryptic errors. One of the most common and frustrating roadblocks is the : Error: Component auth has not been registered yet error.
- [[Fixed] Error: The file A has been modified by A on A](https://pratikpathak.com/error-the-file-a-has-been-modified-by-a-on-a/): You're running a script, perhaps to update files in a SharePoint document library, and suddenly, your process grinds to a halt with the frustrating message: "Error: The file A has been modified by A on A." This error is a common indicator that the file you're trying to work with is locked or has been changed by another user or process simultaneously.
- [[Fixed] throw new TypeError(Missing parameter name at ${i}: ${DEBUG_URL});](https://pratikpathak.com/throw-new-typeerrormissing-parameter-name-at-i-debug-url/): You've encountered the frustrating TypeError: Missing parameter name at ${i}: ${DEBUG_URL} error in your Express.js application, and despite your best efforts, it persists. This often indicates an issue with how routes, particularly those with wildcards or parameters, are defined, especially with changes introduced in Express v5.
- [[Fixed] Visual Studio Closing All Your Browser Windows](https://pratikpathak.com/visual-studio-closes-all-browser-windows/): You're deep in a debugging session in Visual Studio, you stop the debugger, and suddenly all your open Chrome or Edge browser windows vanish. Not just the one your web app was running in, but every single one. Frustrating, right? This unexpected behavior can disrupt your workflow and leave you wondering what's going on.
- [Manually download .vsix files now that the VS Code Marketplace no longer supplies them in-browser](https://pratikpathak.com/manually-download-vsix-files/): The way developers access “.vsix” files for Visual Studio Code extensions has changed. Previously, downloading these files directly from the VS Code Marketplace website was straightforward. However, this option is no longer readily available, causing a hurdle for those needing to install extensions on offline machines or manage specific versions.
- [[Fixed] TypeError: _tokenize() got an unexpected keyword argument ‘pad_to_max_length’](https://pratikpathak.com/typeerror-tokenize-got-an-unexpected-keyword-argument-pad-to-max-length/): If you encounter the "TypeError: _tokenize() got an unexpected keyword argument 'pad_to_max_length'", it indicates an issue with how the padding argument is being used.
- [[Fixed] Angular HttpClient make GET request with JSON in the body](https://pratikpathak.com/angular-httpclient-make-get-request-with-json-in-the-body/): When building dynamic web applications with Angular, a frequent task is communicating with backend APIs. A common stumbling block developers encounter is attempting to send a JSON payload within the body of an HTTP GET request. This practice often leads to a 400 Bad Request error or other unexpected behavior because, by definition, GET requests are not designed to include a message body.
- [[Fixed] Error with LangChain ChatPromptTemplate.from_messages](https://pratikpathak.com/error-with-langchain-chatprompttemplate-from-messages/): When working with LangChain, a powerful framework for developing applications with large language models, you might encounter errors that can temporarily halt your progress. One such common hiccup involves the "ChatPromptTemplate.from_messages" method, often leading to a ValidationError. This guide will walk you through the problem and how to fix it.
- [Save Sentence-BERT output vectors to a file, a simple guide](https://pratikpathak.com/sentence-bert-output-vectors-to-a-file/): When working with Sentence-BERT models to generate embeddings for a large corpus of text, a common challenge arises: the encoding process can be incredibly time-consuming. If you have a dataset with hundreds of thousands of sentences, re-generating these embeddings every time you run your script is highly inefficient. This guide will walk you through how to save these valuable vectors to a file and load them back when needed, saving you significant processing time.
- [[Fixed] requests.exceptions.HTTPError: 403 Client Error: Forbidden for url](https://pratikpathak.com/fixed-requests-exceptions-httperror-403-client-error-forbidden-for-url/): If this results in requests.exceptions.HTTPError: 403 Client Error: Forbidden for url: http://cloud.ocrsdk.com/processImage?..., it's time to investigate the cause. Following the URL in the error message might show a "404 HTTP method GET not supported… only method POST supported," which can be a bit misleading as the library should be handling the POST request.
- [[Fixed] No route matches URL “/.well- known/appspecific/com.chrome.devtools.json”](https://pratikpathak.com/well-known-appspecific-com-chrome-devtools-json/): You might have recently encountered an error in your server-side console, particularly if you're working with frameworks like Remix. This error typically looks like: Error: No route matches URL "/.well-known/appspecific/com.chrome.devtools.json". This blog post will guide you through understanding this problem and how to fix it.
- [I discovered best simple docker hacks and it has become part of my life](https://pratikpathak.com/best-simple-docker-hacks/): Okay, let's break down this Docker evolution. It's wild how things change.
- [It’s 2026 and You Still Use Useless VS Code Extensions, Developer top 20 VScode Extensions must have.](https://pratikpathak.com/vscode-extensions-must-have/): Okay, okay, I get it. It's 2025, and I'm still clinging to some of these VS Code extensions like they're the last roll of toilet paper in a pandemic. 🤦‍♂️ But hey, if it ain't broke, don't fix it, right? Well, maybe "ain't broke" is a bit of an exaggeration for some of them. It's probably time for a serious extension audit.
- [Azure Devops vs Atlassian : The worst one is…](https://pratikpathak.com/azure-devops-vs-atlassian/): Okay, let's dive into the world of Azure DevOps and Atlassian. It's like choosing between two awesome adventure parks – both promise a thrilling ride for software development, but they have different vibes and attractions. I've been mulling this over for a while, and it's time to lay out my thoughts. 🤔
- [Rajasthan Board RBSE Results Declared: Check result from here.](https://pratikpathak.com/rajasthan-board-rbse/): Jaipur, India - The Rajasthan Board of Secondary Education (RBSE) has announced the results for various classes for the academic year 2024-2025, bringing an end to the anxious wait for lakhs of students. This comprehensive guide provides information on when the results were released and details the various methods students can use to check their performance.
- [[Solved] Extract coordinate values in xarray Python](https://pratikpathak.com/extract-coordinate-values-in-xarray/): Working with multi-dimensional data often involves using the powerful xarray library in Python. A common task is to extract the actual values of your coordinates, such as longitude, latitude, or time, from an xarray DataArray. This guide will walk you through how to achieve this, making your data manipulation smoother.
- [[Solved] Selenium 4.25 opens Chrome 136 with existing profile to “New Tab” instead of navigating with driver.get()](https://pratikpathak.com/selenium-4-25-opens-chrome-136-with-existing-profile-to-new-tab-instead-of-navigating-with-driver-get/): Ever encountered a puzzling scenario where Selenium, especially when using an existing Chrome profile, launches your target URL in a new tab rather than navigating the current one? This behavior has been observed, particularly with Selenium 4.25 and Chrome 136. Let's break down the problem and the solutions to get your automation back on track.
- [Jira Align vs Azure Boards: This is how you choose](https://pratikpathak.com/jira-align-vs-azure-boards/): When comparing Jira Align vs Azure Boards in 2026, it's a classic battle of enterprise-level agile planning versus developer-focused DevOps execution. With Atlassian's major shifts-like the Jira Data Center end-of-life announcement-and Microsoft's aggressive push into AI and agentic DevOps via GitHub Copilot, the landscape looks fundamentally different today.
- [Azure DevOps vs Jira: Don’t ever use Jira](https://pratikpathak.com/azure-devops-vs-jira/): Okay, so here I am again, staring at the screen, thinking about software development tools. 🤔 There's always this question, isn't there? When you're building stuff, managing teams, tracking progress… which tool do you even pick? And the big two that always seem to pop up are Jira and Azure DevOps. Man, it's a decision, right? 🤷‍♀️
- [Create an Interactive command line tool in Python 🐍](https://pratikpathak.com/create-an-interactive-command-line-tool-in-python-%f0%9f%90%8d/): Creating an interactive in Python is very easy, there are many packages available that can help you to achieve this task. One such tool is Pyinquirer. Let's learn about building a Python command line tool using Pyinquirer...
- [𝗔𝗻 𝘂𝗻𝗳𝗼𝗿𝗴𝗲𝘁𝘁𝗮𝗯𝗹𝗲 𝗺𝗼𝗺𝗲𝗻𝘁 𝗮𝘁 𝗕𝗙𝗖𝗘𝗧 𝟮.𝟬 𝗣𝘂𝗻𝗷𝗮𝗯](https://pratikpathak.com/pratik-pathak-at-bfcet-2/): BFCET 2.0 Hack - has came to an end, with over 90+ team joining us and pitched idea for startup funding.
- [5 Ways Edge AI with Azure Percept is Revolutionizing Intelligent Computing](https://pratikpathak.com/edge-ai-with-azure-percept/): Edge AI with Azure Percept is transforming the way artificial intelligence operates by bringing computation and decision-making closer to where data is generated. Instead of relying on cloud-based processing, Edge AI enables real-time AI inference directly on edge devices such as cameras, sensors, and IoT hardware. This reduces latency, enhances privacy, and optimizes bandwidth usage—critical factors for industries like manufacturing, healthcare, and smart cities.
- [[5 min] Master Python Selenium ChromeDriver for Seamless Web Automation](https://pratikpathak.com/selenium-python-chrome-driver/): Python Selenium ChromeDriver Selenium is an open-source automation framework. Selenium WebDriver is widely used for automation and testing in web applications. Its most common implementation is ChromeDriver. In this comprehensive guide, we are going to go through everything from the very basics of setting up Python with Selenium ChromeDriver to the advanced automation techniques.
- [5 Steps to Building Large Language Model Applications with Azure AI](https://pratikpathak.com/building-large-language-model-applications/): Building Large Language Models (LLMs) Applications with Azure have revolutionized AI applications, enabling chatbots, content generation, and intelligent automation. With Azure’s powerful AI services, businesses and developers can build scalable and efficient LLM applications with ease. In this blog, we’ll explore how to leverage Azure to develop, deploy, and optimize LLM-powered applications.
- [How to Write a Blog Like a Pro: A Step-by-Step Guide](https://pratikpathak.com/how-to-write-a-blog-like-a-pro-a/): How to Write a Blog can be like Creating content that ranks well in search engines requires attention to both writing quality and technical optimization. This guide will walk you through the process of creating an SEO-friendly blog post using WordPress's built-in tools.
- [[Fixed] Identifying the Full Path to xxx/Library/bin in Python](https://pratikpathak.com/identifying-the-full-path-to-xxx-library-bin/): Identifying the Full Path to xxx/Library/bin in Python When working with packages that include binary files or DLLs (like Intel Fortran Runtime), understanding where these files are installed and how to locate them programmatically is crucial. In this guide, we'll explore how pip manages binary installations and how to reliably find these paths in your Python code.
- [[Fixed] “ModuleNotFoundError”: No module named ‘distutils.msvccompiler’](https://pratikpathak.com/no-module-named-distutils-msvccompiler/): If you're working with Python packages in a Conda environment, you might encounter the ModuleNotFoundError: No module named 'distutils.msvccompiler' error when trying to install older versions of NumPy. Here's how to understand and fix this common issue. This blog provides a comprehensive guide to understanding and resolving this issue, ensuring a smooth installation process.
- [Powerful Voice Chatbot Using Azure AI Speech Services](https://pratikpathak.com/voice-chatbot-by-azure-ai-speech-services/): Voice Chatbot by Azure AI Speech Services in today's digital landscape, voice-enabled applications are becoming increasingly important for creating natural and accessible user experiences. In this guide, we'll walk through building a voice-enabled chatbot using Azure AI Speech Services and Python, combining speech-to-text and text-to-speech capabilities to create a fully conversational experience.
- [How to Migrate from Poetry to UV Package Manager](https://pratikpathak.com/migrating-poetry-to-uv-package-manager/): So, here I am staring at my terminal, watching Poetry hang on "Resolving dependencies..." for the tenth time today. Don't get me wrong—Poetry was a massive leap forward for Python packaging. It saved us from the dark ages of `requirements.txt` chaos. But as my projects scaled and my CI/CD pipelines got heavier, the slow resolution times started to add up. That's when I finally decided it was time to bite the bullet and figure out the process of migrating Poetry to UV package manager.
- [[Fixed] ‘super’ object has no attribute ‘sklearn_tags’](https://pratikpathak.com/sklearn-super-object-has-no-attribute/): The error “'super' object has no attribute '__sklearn_tags__'” typically occurs when Scikit-learn attempts to access this method from a custom estimator, and it is either: 
- [Hosted a Seminar of GenAI powered by LLM ⚡ at City College of Engineering](https://pratikpathak.com/hosted-a-seminar-of-genai-powered-by-llm-%e2%9a%a1-at-city-college-of-engineering/): Build Products using GenAI
- [Azure Responsible AI in Action: 5 Principle](https://pratikpathak.com/responsible-ai-in-azure-ai-services/): In the age of artificial intelligence, the ethical usage of AI systems is more urgent than ever. Responsible AI practices refer to designing, developing, and deploying ethical, trustworthy AI systems that respect societal values, emphasizing transparency, accountability, and fairness, hence free from bias and discriminatory results. Responsible AI aims to protect privacy and user rights while promoting inclusivity across diverse communities. The use of AI technologies in ways that promote the public good, minimize harm, and enhance societal well-being is fundamental to building public trust and confidence in these systems. Continuous monitoring and regulation are also necessary to adapt to emerging challenges and maintain ethical standards over time.
- [5 Powerful Techniques to Maximize Azure AI Bot Service Potential](https://pratikpathak.com/5-tips-to-azure-ai-bot-service/): Conversational AI is an essential element of modern applications, transforming how businesses interact with users. This is being implemented through chatbots, virtual assistants, and other AI-driven tools to improve customer support, automate workflows, and enhance user engagement across industries. Azure AI Bot Service is a game-changer for building intelligent and scalable chatbots with the tools and frameworks that make it easier to build and deploy bots.
- [Unlock the Power of Azure AI Foundry: Mastering AI Innovation](https://pratikpathak.com/unlock-the-power-of-azure-ai-foundry/): Artificial intelligence (AI) is no longer a futuristic concept—it is reshaping industries, driving innovation, and creating smarter solutions daily. At the heart of this transformation is Azure AI Foundry, a strategic framework within Azure that accelerates AI adoption. Previously referred to as Azure AI Studio, this initiative has evolved to represent a broader vision of AI innovation.
- [Bengaluru Hactoberfest: OpenSource in the air ☁️](https://pratikpathak.com/bengaluru-hactoberfest-opensource-in-the-air/): This is the result of 3 weeks Hardwork. This shows how massive it was.
- [3 Steps to Fine-Tuning Azure AI Services for Maximum Impact](https://pratikpathak.com/fine-tuning-azure-ai-services/): Fine-tuning in Azure AI Services is customizing pre-trained machine learning models to suit specific use cases or applications better. Azure provides pre-trained AI models for natural language processing, computer vision, and more. While these models are general-purpose, fine-tuning allows you to adapt them to domain-specific tasks by retraining them with your own labeled data.
- [The Power of Azure AI Agent Service: Master Conversational AI](https://pratikpathak.com/power-of-azure-ai-agent-service/): Azure AI Agent Service is Microsoft's powerful tool for creating smart, conversational AI assistants. It can be regarded as a platform that enables you to build intelligent chatbots that can understand and respond to users in natural ways. In today's digital world, businesses need to interact with customers 24/7, and conversational AI comes in handy. It is part of a bigger family of AI tools that Microsoft has, which makes it easier for companies to add AI capabilities to their applications.
- [Master Azure AI Language in 5 Minutes](https://pratikpathak.com/azure-ai-language-in-5-minutes/): In a world that runs on communication, the ability to analyze and understand human language is a transformative force. From chatbots that provide instant support to tools that extract actionable insights from unstructured data, language-focused artificial intelligence (AI) is reshaping industries. Azure AI Language, a comprehensive suite of natural language processing (NLP) services, brings these possibilities to life by enabling organizations to harness the power of language.
- [How to Use 100% of Azure Databases](https://pratikpathak.com/how-to-use-100-of-azure-databases/): Azure Databases are powerful tools in the cloud for managing data that change how businesses work with information. They offer database services that are easy to grow, safe, and flexible, meeting the needs of any organization, from small startups to big companies. With options like SQL Database, and Cosmos DB. Azure Databases solve complicated infrastructure problems, lower operational costs, and let companies focus on new ideas instead of dealing with technical difficulties.
- [Azure DevOps in Action: Automate, Collaborate, Deliver](https://pratikpathak.com/azure-devops-automate-collaborate-deliver/): Azure DevOps is a collection of tools developed by Microsoft that allows developers to ease the software development and delivery process. It allows organizations to improve their products and help teams work smarter and faster using traditional software development approaches.
- [What I Learned About App Service: 6 Months in Just 5 Minutes](https://pratikpathak.com/app-service-6-months-in-just-5-minutes/): Azure App Service is packed with features that simplify your development journey with automated updates, flexible deployment options (GitHub, Docker Hub, Azure DevOps), and global hosting across Microsoft’s data centers. With built-in compliance to standards like ISO, SOC, and PCI, it ensures security and scalability for your applications, making it the ideal platform for modern development.
- [Azure OpenAI: Zero to Hero – A Complete Integration Guide](https://pratikpathak.com/azure-openai-zero-to-hero/): In the fast-moving world of artificial intelligence, Azure OpenAI Service is emerging as a game-changer that bridges the gap between cutting-edge language models and enterprise-grade cloud infrastructure. This innovative service provides developers and organizations direct access to some of the most powerful AI models built by OpenAI, all within the secure and robust Microsoft Azure ecosystem.
- [Coordinator/Speaker at Tech24Vision](https://pratikpathak.com/coordinator-speaker-at-tech24vision/): I wasn't expecting this to happen, it went boom 💥Being Introvert attendee to Speaker at Microsoft ....
- [Azure AI Services: Building Tomorrow’s Intelligence, Today 🤖](https://pratikpathak.com/azure-ai-services-building-tomorrows-intelligence/): Just imagine having your AI Swiss Army knife in the form of Azure AI Services. Forget those months spent learning algorithms for machine learning or training models; you have pre-built capabilities in the simple API calls.
- [Let’s Learn Git and GitHub Workshop at GAT](https://pratikpathak.com/lets-learn-git-and-github-workshop-at-gat/): Bangalore Traffic ⛔ cancelled my event
- [Hosted DevOps Seminar for Atria University 🎓.](https://pratikpathak.com/hosted-devops-seminar-for-atria-university-%f0%9f%8e%93/): Finally it happen 🤯
- [OpenSource Debt 💳. Hosted Workshop at UVCE](https://pratikpathak.com/opensource-debt-%f0%9f%92%b3-hosted-workshop-at-uvce/): OpenSource?? No No; Open source debt ✅
- [Speaker at ReactPlay! LLM into GenAI @GeekyAnts](https://pratikpathak.com/speaker-at-reactplay-llm-into-genai/): From Nothing to something
- [Git – The time machine of Developers](https://pratikpathak.com/learn-git-with-git-handson/): Welcome to the Git Workshop! This workshop is designed to introduce you to Git, a distributed version control system that helps manage and track changes in your code.
- [Easiest way to Learn GitHub, on the way to Open Source](https://pratikpathak.com/learn-github-with-github-handson/): Do you know Github? If yes you can skip this article. If not are you even a developer?Github has become a part of developers' lives, Whether you are, an engineer, frontend, backend, security specialist, hacker, or anything related to IT, Github plays an important role.
- [Time to Ditch Requirements.txt now! Start using Poetry. Python Poetry Example](https://pratikpathak.com/python-poetry-example/): Have you ever been into an issue where you wrote a program you created a "requirements.txt" file and wrote down all the required packages in the requirements.txt file but when you tried to move the project from one system to another system your program did not work anymore, even after installing all the packages from requirements.txt still it's not working. We will learn Python Poetry Examples
- [Judge/Speaker at BFCET 36 hour ⏰ long Hackathon](https://pratikpathak.com/judge-speaker-at-bfcet-36-hour-%f0%9f%95%93-long-hackathon/): ????Last month I was invited to Baba Farid College of Engineering and Technology as a Judge and speaker for 36 hour ???? long BFCET Hack Hackathon.
- [25+ Python Bokeh Example. Learn Bokeh From Examples](https://pratikpathak.com/25-python-bokeh-example-learn-bokeh-from-examples/): Python Bokeh is one of the best Python packages for data visualization. Today we are going to see some Python Bokeh Examples. Learn this easy visualization tool and add it to your Python stack.
- [[SOLVED] Chrome Driver version 122.0.6261.95 not found. Automatically fetch chromedriver](https://pratikpathak.com/solved-chrome-driver-version-122-0-6261-95-not-found-automatically-fetch-chromedriver/): Recently I ran into an issue, my chrome version is 122.0.6261.95 but when I tried to find chrome driver for 122.0.6261.95 it was not available. Closest one available was 122.0.6261.94. So I downloaded 122.0.6261.94, chromedriver zip file, extracted it, and put both the files chromedriver.exe and Lisence.chromedriver in the Python root directory.
- [Invited as Judge ⚖️ at Kristu Jayanti College Autonomous](https://pratikpathak.com/invited-as-judge-at-kristu-jayanti-college-autonomous/): Honored to be Invited as a Judge????‍⚖️ for the month-long hackathon ????‍???? "Nexus" at Kristu Jayanti College Autonomous. ????I was intrigued by all the innovative projects, Young minds are always Innovative. ????
- [Hosted a Seminar 📢 on Cloud Computing at Sri Sairam College of Engineering](https://pratikpathak.com/hosted-a-seminar-%f0%9f%93%96-on-cloud-computing-at-sri-sairam-college-of-engineering/): Who Should Learn Cloud? ☁Cloud has now become a basic skill for everyone ????‍????‍????. Even if you are not a coder still you can learn Cloud Computing. Cloud Computing itself has many branches???? and job roles, not all of them require coding.
- [Speaker at BangPypers 🐍 at Microsoft](https://pratikpathak.com/speaker-at-bangpypers-%f0%9f%90%8d-at-microsoft/): I am delighted to share that last weekend I got an opportunity to present at Bangpypers hosted at Microsoft Reactor ☢️ happened in Jan.
- [Speaker at ReactPlay???? at Razorpay](https://pratikpathak.com/speaker-at-reactplay%f0%9f%a7%a0-at-razorpay/): I had the opportunity to speak at ReactPlay ???? at Razorpay. The houseful event was amazing, and I want to give kudos to everyone who joined us. During my talk, I focused on serverless computing ⚡ and gave a demo on Azure. It was great to meet so many students and professionals and hear their innovative ideas on how to use them in their day-to-day lives.
- [I created a Digital Clock using Javascript in a Min](https://pratikpathak.com/digital-clock-using-javascript/): Digital Clock using javascript is a project that shows the time along with the Date. It uses your system time to fetch the current time and displays it.
- [Build Weather App using Javascript in 2 min](https://pratikpathak.com/weather-app-using-javascript/): Weather App Project tells you the weather of a city. You just need to type the name of the city and click on fetch and it will the weather of the city. For the weather, it utilizes OpenWeatherMap API.
- [Calculate Age/Prediction app using Html, CSS & Javascript TFjs](https://pratikpathak.com/age-prediction-using-javascript/): Age prediction javascript is an app that uses the machine learning model of opencv and tensorflow JS to predict the Age of a person using face recognition. It is solely built by using an open-source model of TFjs
- [Beautiful Beginner Javascript Projects “Travel India”](https://pratikpathak.com/travel-india-beginner-javascript-projects/): 25+ More Javascript Projects for beginners, click here to learn more https://pratikpathak.com/top-javascript-projects-with-source-code-github/
- [iOS Calculator Javascript Project for beginner](https://pratikpathak.com/calculator-javascript-project-for-beginner/): Calculator Javascript Project is a web-based iOS-style calculator application. The HTML structure includes a screen for displaying calculations and a set of buttons for digits 0-9, arithmetic operations (addition, subtraction, multiplication, division), a clear function, a backspace function, and an equals button for calculating results.
- [Top 25+ Javascript Projects for Beginners with Source Code Github [2026 Latest Project]](https://pratikpathak.com/top-javascript-projects-with-source-code-github/): Hey Everyone today I have curated a list of 25+ javascript projects for beginners with source code. All these Projects are updated and available on my GitHub.
- [[2026 Updated] Full Guide Azure Blob Storage with Examples](https://pratikpathak.com/full-guide-azure-blob-storage-with-examples/): How to change the Azure blob tier? wanna learn how to change the blob tier?click here to learn how to change the Azure blob tier. Azure Blob Storage with Examples
- [The best way to get the Owner Name of a Number using Python WhatsApp in BULK!](https://pratikpathak.com/name-of-a-number-using-python/): Recently, I found myself in a situation where I had to find the name of a number, in layman's terms, the owner name of a number. While going through a lot of methods reverse number lookup via Truecaller, Google search, Facebook Search, etc. Finally, I found a promising new method which uses WhatsApp. Sooner I realized it's a very time-consuming method and out of all I realized I have to check around more than 50 thousand numbers.
- [Docker Commands with example](https://pratikpathak.com/docker-commands-with-example/): Looking for Docker commands to streamline and simplify your workflow? Check out the following examples for a quick and easy start. Remember to follow each command to ensure smooth and efficient execution carefully. With these commands, you'll be well on mastering Docker and its powerful features.
- [Docker Run Command example the ultimate cheatsheet](https://pratikpathak.com/docker-run-command-cheatsheet/): Hey Everyone, we will talk about different commands of docker; you can get the list of all the commands at the end of this article.
- [[Solution] Remove Prettier.resolveConfig.sync is not a function Error in 2 min](https://pratikpathak.com/prettier-resolveconfig-sync-is-not-a-function/): Hello Developers, Have you tried Prettier yet? If you do one of the common errors that you will see is "prettier.resolveConfig.sync is not a function".
- [[Solved] Easily solve error TS2339: Property XXX does not exist on type](https://pratikpathak.com/error-ts2339-property-xxx-does-not-exist-on-type/): Are you an Angular Developer or Angular frontend Designer and facing this issue? Worry not in this blog you will find the complete guide on " error TS2339: Property XXX does not exist on type ".
- [[Solved] “ERROR: File xxx can’t be indexed twice.”](https://pratikpathak.com/error-file-xxx-cant-be-indexed-twice/): This is the error you probably will be facing if you are using azure pipeline
- [The Average Python Developer Salary in [Country/Region]](https://pratikpathak.com/how-much-python-developer-earn/): The average Python developer salary in the United States is $111,896 annually. The salary varies depending on the city, education, and experience.
- [10 Must-Have VSCode Extensions for Developers](https://pratikpathak.com/top-vscode-extension/): If you're looking for the best VSCode extensions to enhance your coding experience, look no further. We've rounded up our top 10 picks for developers!
- [How to Become a Game Developer: A Step-by-Step Guide](https://pratikpathak.com/how-to-become-game-developer/): If you're interested in becoming a game developer, getting an internship is the best way to develop your skills and gain experience before taking on a full-time job. You can gain real-world experience and build your network by joining internships.
- [Crack the Code: 5 Challenging Coding Decoding Questions](https://pratikpathak.com/coding-decoding-questions/): The best way to answer coding decoding questions is to read the question carefully and relate each coded letter to its proper corresponding word. You can do this by either reading the code or looking up a dictionary.
- [10 HTML CSS JavaScript Projects with Source Code for Beginners](https://pratikpathak.com/10-html-css-javascript-projects-with-source-code-for-beginners/): HTML CSS JavaScript - It's a wonderful place to start learning to code. These projects are often community driven and have contributors of all skill levels.
- [The Ultimate Guide to Understanding Capture the Flag in Cyber Security](https://pratikpathak.com/what-is-capture-the-flag-in-cyber-security/): Capture the flag (CTF) is a computer security competition that tests and challenges the skills of participants. It can take many forms, including jeopardy, attack-defense, and a mix of the two.
- [React JS Rendering: The Key to High-Performance Web Apps](https://pratikpathak.com/rendering-in-react-js/): Rendering in react js programming language is the process of transforming your React components into DOM (Document Object Model) nodes.
- [Choosing the Right Python Web App Framework for Your Project](https://pratikpathak.com/best-python-web-app-framework/): Python is an important language in web development. It enables fast and efficient development of websites. It lacks some of the features that are required for custom web applications development to be faster.
- [Linux Image Editing: How to Hide Text in an Image](https://pratikpathak.com/hide-text-in-image-linux/): Steganography is a technique that can hide data in images without anyone noticing. This is a good way to protect your personal information and data on the internet
- [Top 3 Bug Bounty Programs for Beginners and Professionals](https://pratikpathak.com/bug-bounty-program/): Bug bounty programs provide a great way for cybersecurity researchers to earn some extra cash while honing their hacking skills. These programs can be used to show real-world experiences to prospective employers and to connect with security personnel at organizations.
- [Excel Programming Languages: Which One is Right for You?](https://pratikpathak.com/excel-programming-languages-which-one-is-right-for-you/): Visual Basic for Applications, also known as VBA (or Visual Basic for Applications), is a programming language which allows Excel to perform tasks that would be impossible or impractical using traditional spreadsheet methods
- [10 Companies Who Have Successfully Adopted Cloud Computing](https://pratikpathak.com/companies-who-use-cloud-computing/): With Cloud Computing, you don't have to worry about buying and managing your own hardware equipment. Access your cloud data and applications from any location in the world. And you only pay for what you actually use.
- [Cloud Computing Salary – What Does it Mean to Be a Cloud Computing Professional?](https://pratikpathak.com/cloud-computing-salary/): One way to boost your cloud computing salary is to get certified. There are many certifications that can be obtained in cloud computing. It is important to choose the right certification for you.
- [5 Easy Machine Learning Projects for Beginners to Build Confidence](https://pratikpathak.com/beginner-machine-learning-projects/): If you're just starting out in machine learning, these beginner-friendly projects will give you the confidence you need to take on more complex tasks.
- [Best Paying Jobs For Computer Engineers](https://pratikpathak.com/best-paying-jobs-for-computer-engineers/): Computer engineers have one of the highest-paying jobs. These jobs are in demand and pay well, and you can work for a company like Google or Apple.
- [Is Coding Hard? Here’s What You Need to Know](https://pratikpathak.com/is-coding-hard/): Starting to learn computer programming can seem like a daunting challenge. But if you're ready to take the leap, there are plenty of resources available to assist in getting started.
- [Hacker as a Programmers best job ever](https://pratikpathak.com/hacker-as-a-programmer/): If you spend much time on the internet, you likely know that each website, app, and game you visit is a result of hours of hard work by programmers. If you love technology and are good at detail, this is an excellent career choice.
- [AI Programming Languages to Watch Out for in 2023](https://pratikpathak.com/best-programming-language-for-ai-2023/): AI Programming - As AI continues to grow, so does the need for programming languages that can handle its complex algorithms. Let's take a look at some of the top programming languages for AI in 2023.
- [The Investment Required to Become a Web Developer](https://pratikpathak.com/the-investment-required-to-become-a-web-developer/): Web Developer - Web development is a fast-growing career field that pays well. Your interests may dictate whether you want to be a back-end or front-end programmer.
- [How Long Does It Really Take to Learn JavaScript?](https://pratikpathak.com/how-long-does-it-take-to-learn-javascript/): You might be curious as to how long JavaScript takes. This post breaks down the learning process and provides tips for mastering this important language.
- [Important Laptop Specifications to Check Before Buying a Laptop](https://pratikpathak.com/laptop-buying-guide/): It is important to verify the specifications of your laptop before you buy it. This will help you make a decision that will fit your needs.
- [Secret Thing you didn’t Know about Stackoverflow](https://pratikpathak.com/stackoverflow-tips-and-hack/): Stackoverflow is an online community where programmers ask questions and get answers from other developers. It's a wonderful place to learn, and it offers great experience.
- [[Updated] 5 Latest Github hack you definitely don’t know](https://pratikpathak.com/github-hack/): GitHub is an open source platform that makes it easy for developers to showcase their work. It also lets them keep track of changes and collaborate on projects.
- [[SOLVED] Could not find UI helper ‘GitHub.UI’](https://pratikpathak.com/cant-push-from-git-bash-could-not-find-ui-helper-github-ui/): Can't push from Git Bash "Could not find UI helper 'GitHub.UI'" error while using git bash. An error occurred while using Git Bash "Could not find UI helper 'GitHub.UI'.
- [[UPDATED] Syntax Highlighting Not working VS Code](https://pratikpathak.com/syntax-highlighting-not-working/): Syntax Highlighting is not working or our syntax highlighter broke, it's one of the recent issues in vs code. Follow this article and solve your syntax highlighter not working issue.
- [[Solved] Mongoose Deprecation Warning “the strictQuery”](https://pratikpathak.com/fix-mongoose-deprecation-warning/): We all needed databases for our project, and "Mongodb" is one of them. "MongoDB" is a non-relational database and it is widely used.
- [[Updated] Create Kali Linux Live USB with Persistence storage 2026](https://pratikpathak.com/kali-linux-live-usb-persistence/): Kali Linux is one of the most widely used Linux-based operating systems, It pre contains tons of tools that can be used for exploitation purposes, it is a prebuilt operating system for hackers. In this article we will create Kali Linux Live USB with Persistense storage.
- [[Updated] How to click multiple buttons in Selenium](https://pratikpathak.com/how-to-click-multiple-buttons-in-selenium/): The first thing we learn in Selenium Automation is how to click a button but often we need to click multiple buttons on a webpage. The brute force way to do that is to hardcode it for each button but what if the webpage is dynamic the total number of buttons changes each time? The easiest way to do that is to find all the elements, make a list of them and click them one by one.
- [How to make one Line Art Designs](https://pratikpathak.com/best-smartphones-2019-the-very-best-phones/): There has never been a better time to buy a smartphone than right now, here in 2019, and your friends at T3 have worked tirelessly to compile a list of the cream of the crop. If you're looking for the best phones on the market today then you are in the right place, as this guide is stuffed full of the absolute best smartphones going. 

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## Stories
- [g++ not working on windows 11](https://pratikpathak.com/web-stories/g-not-working-on-windows-11/)
- [Finally: Setting Up a Local AI Coding Assistant in VS Code](https://pratikpathak.com/web-stories/finally-setting-up-a-local-ai-coding-assistant-in-vs-code/): Learn how to build a 100% offline, highly capable AI coding assistant right inside VS Code for exactly $0.
- [Build a Proactive AI Scraping Agent](https://pratikpathak.com/web-stories/build-a-proactive-ai-scraping-agent/): Stop waiting for prompts. Build an autonomous agent with Python, Firecrawl, and Azure OpenAI.
- [Silent Failures: The Hidden Reason Your AI Agents Get Stuck](https://pratikpathak.com/web-stories/silent-failures-the-hidden-reason-your-ai-agents-get-stuck/): Why your multi-agent AI systems are failing silently in production.
- [Silent Failures: AI Agents Getting Stuck](https://pratikpathak.com/web-stories/silent-failures-ai-agents-getting-stuck/): In traditional software, failures are loud. In LLM multi-agent systems, they are rarely loud. Instead, they fail silently.
- [Silent AI Failures](https://pratikpathak.com/web-stories/silent-ai-failures/): Why your AI agents keep getting stuck in production and how to track them down using Azure Monitor.
- [Silent Failures: The Hidden Reason Your AI Agents Keep Getting Stuck in Production – Web Story](https://pratikpathak.com/web-stories/silent-failures-the-hidden-reason-your-ai-agents-keep-getting-stuck-in-production-web-story/): In traditional software engineering, failure is loud. When a function receives a null pointer, an exception is thrown, a stack trace is logged to Appl...
- [Top 25+ AWS DevOps Projects for Practice (2026)](https://pratikpathak.com/web-stories/top-25-aws-devops-projects-for-practice-2026/): Beginner to Advanced open-source GitHub repositories to level up your cloud engineering skills.
- [Your AI Agent is Leaking Data](https://pratikpathak.com/web-stories/your-ai-agent-is-leaking-data/): Plugging the hole with Azure AD B2C identity-aware retrieval.
- [Your AI Agent is Leaking Data. Here’s How Azure AD B2C Plugs the Hole in 5 Minutes.](https://pratikpathak.com/web-stories/your-ai-agent-is-leaking-data-heres-how-azure-ad-b2c-plugs-the-hole-in-5-minutes-3/): How Azure AD B2C plugs the hole in 5 minutes with Identity-Aware Retrieval.
- [Stop AI Data Leaks](https://pratikpathak.com/web-stories/stop-ai-data-leaks/): Learn how to plug the massive security holes in monolithic RAG using Azure AD B2C.
- [The 3 Lines of Python Code That Fixed My AI Agent’s Hallucinations](https://pratikpathak.com/web-stories/the-3-lines-of-python-code-that-fixed-my-ai-agents-hallucinations-4/): Why prompt engineering fails and how Pydantic saves the day.
- [The 3 Lines of Python Code That Fixed My AI Agent’s Hallucinations](https://pratikpathak.com/web-stories/the-3-lines-of-python-code-that-fixed-my-ai-agents-hallucinations-3/): Learn how to use 3 lines of Python code and structured outputs to enforce schema constraints at the token level.
- [Fix AI Hallucinations](https://pratikpathak.com/web-stories/fix-ai-hallucinations/): Learn why prompt engineering fails, and how to completely eliminate hallucinations using Structured Outputs.
- [The 3 Lines of Python Code That Fixed My AI Agent’s Hallucinations – Web Story](https://pratikpathak.com/web-stories/the-3-lines-of-python-code-that-fixed-my-ai-agents-hallucinations-web-story/): There is a widespread misconception in the AI engineering community that hallucinations can be solved with better words. Developers spend hours append...
- [The Cheapest Ways to Self-Host Vaultwarden in 2026](https://pratikpathak.com/web-stories/the-cheapest-ways-to-self-host-vaultwarden-in-2026/): A deep technical dive into Hetzner VPS, Docker setups, and managed PaaS options.
- [You Don’t Need a Vector Database](https://pratikpathak.com/web-stories/you-dont-need-a-vector-database-4/): Why pgvector and Cosmos DB are better for RAG.
- [You Don’t Need a Vector Database](https://pratikpathak.com/web-stories/you-dont-need-a-vector-database-3/): Learn how to use Cosmos DB and pgvector for RAG.
- [You Don’t Need a Vector Database](https://pratikpathak.com/web-stories/you-dont-need-a-vector-database-2/): Stop over-engineering your RAG pipeline. Here is why you should use your existing operational database.
- [You Don’t Need a Vector Database](https://pratikpathak.com/web-stories/you-dont-need-a-vector-database/): Stop over-engineering your AI pipelines with expensive dedicated vector search engines.
- [You Don’t Need a Vector Database. Do This Instead. – Web Story](https://pratikpathak.com/web-stories/you-dont-need-a-vector-database-do-this-instead-web-story/): The AI hype cycle has convinced thousands of development teams that the very first step to building a Retrieval-Augmented Generation (RAG) pipeline is...
- [The ‘Infinite Loop’ Trap: How My Multi-Agent System Burned $200 Overnight](https://pratikpathak.com/web-stories/the-infinite-loop-trap-how-my-multi-agent-system-burned-200-overnight/): Learn how to prevent agentic infinite loops in multi-agent systems.
- [The Infinite Loop Trap](https://pratikpathak.com/web-stories/the-infinite-loop-trap-2/): How my multi-agent system burned $200 overnight and how to fix it with stateful circuit breakers.
- [The Infinite Loop Trap](https://pratikpathak.com/web-stories/the-infinite-loop-trap/): How my multi-agent system burned $200 overnight-and how to fix it with stateful circuit breakers.
- [Fix AI Agent Infinite Loops](https://pratikpathak.com/web-stories/fix-ai-agent-infinite-loops/): How my multi-agent system burned $200 overnight, and how I fixed it using stateful circuit breakers.
- [The ‘Infinite Loop’ Trap: How My Multi-Agent System Burned $200 Overnight (And How to Fix It) – Web Story](https://pratikpathak.com/web-stories/the-infinite-loop-trap-how-my-multi-agent-system-burned-200-overnight-and-how-to-fix-it-web-story/): There is a terrifying moment every AI engineer experiences when building multi-agent orchestrations: waking up to an Azure billing alert indicating yo...
- [Stop Overpaying for RAG: How We Cut Azure OpenAI Costs by 40%](https://pratikpathak.com/web-stories/stop-overpaying-for-rag-how-we-cut-azure-openai-costs-by-40/): Learn how Semantic Caching can cut token costs by 40%.
- [Stop Overpaying for RAG](https://pratikpathak.com/web-stories/stop-overpaying-for-rag-2/): How we cut Azure OpenAI costs by 40% with one simple architecture tweak: Semantic Caching.
- [Stop Overpaying for RAG](https://pratikpathak.com/web-stories/stop-overpaying-for-rag/): Learn the single architectural tweak that can slash your enterprise RAG token costs by upwards of 40%.
- [Cut Azure OpenAI Costs by 40%](https://pratikpathak.com/web-stories/cut-azure-openai-costs-by-40/): Learn how implementing a Semantic Cache with Redis can slash your RAG token costs and improve response times.
- [Stop Overpaying for RAG: How We Cut Azure OpenAI Costs by 40% with One Architecture Tweak – Web Story](https://pratikpathak.com/web-stories/stop-overpaying-for-rag-how-we-cut-azure-openai-costs-by-40-with-one-architecture-tweak-web-story/): Retrieval-Augmented Generation (RAG) is the backbone of most enterprise AI applications today. By grounding large language models (LLMs) like GPT-4o i...
- [Caveman Claude: AI Token Reduction](https://pratikpathak.com/web-stories/caveman-claude-ai-token-reduction/): A story about Caveman Claude...
- [I Saved 80k Tokens a Day Just By Changing How My AI Agents Talk to Each Other](https://pratikpathak.com/web-stories/i-saved-80k-tokens-a-day-just-by-changing-how-my-ai-agents-talk-to-each-other-3/): Learn how forcing structured JSON interfaces instead of conversational handoffs slashed daily token consumption by over 80k in a LangGraph orchestration system.
- [Save 80k Tokens a Day](https://pratikpathak.com/web-stories/save-80k-tokens-a-day/): Are you paying for your AI agents to be polite to each other? Learn how to slash Azure OpenAI costs.
- [How I Saved 80k Tokens a Day](https://pratikpathak.com/web-stories/how-i-saved-80k-tokens-a-day/): Are your AI agents too polite? Learn how conversational filler is secretly blowing up your Azure OpenAI bill.
- [I Saved 80k Tokens a Day Just By Changing How My AI Agents Talk to Each Other – Web Story](https://pratikpathak.com/web-stories/i-saved-80k-tokens-a-day-just-by-changing-how-my-ai-agents-talk-to-each-other-web-story/): When you first build a multi-agent system, the initial architectural focus is usually on logic: getting the Researcher Agent to talk to the Writer Age...
- [Stop Overpaying for Azure OpenAI RAG](https://pratikpathak.com/web-stories/stop-overpaying-for-azure-openai-rag/): Use Semantic Caching to slash Azure OpenAI costs by 40%.
- [How to Save 80k Tokens a Day on Azure OpenAI](https://pratikpathak.com/web-stories/how-to-save-80k-tokens-a-day-on-azure-openai/): By forcing strict JSON handoffs between AI Agents.
- [Managing State in Multi-Agent Workflows: Redis vs Cosmos DB](https://pratikpathak.com/web-stories/managing-state-in-multi-agent-workflows-redis-vs-cosmos-db/): Story
- [Managing State: Redis vs Cosmos DB](https://pratikpathak.com/web-stories/managing-state-redis-vs-cosmos-db/): How do you manage state across multi-agent workflows? We break down the differences for production systems.
- [Managing State in Multi-Agent Workflows: Redis vs Cosmos DB in Production – Web Story](https://pratikpathak.com/web-stories/managing-state-in-multi-agent-workflows-redis-vs-cosmos-db-in-production-web-story/): In the rapidly evolving landscape of multi-agent architectures (such as those built with LangGraph or Microsoft’s AutoGen), developers quickly h...
- [Top 25 TypeScript & Node.js AI Projects](https://pratikpathak.com/web-stories/top-25-typescript-node-js-ai-projects/): Explore the best open-source TS and Node.js repositories for building robust AI and LLM apps in 2026.
- [Top 25+ TypeScript/Node.js Projects for AI Engineers with Source Code GitHub – Web Story](https://pratikpathak.com/web-stories/top-25-typescript-node-js-projects-for-ai-engineers-with-source-code-github-web-story/): Welcome to our comprehensive guide on the top 25+ TypeScript Projects for AI development in 2026. If you’re looking to dive into the world of ar...
- [Top 25+ Python Projects for AI Beginners with Source Code [2026 Latest] – Web Story](https://pratikpathak.com/web-stories/top-25-python-projects-for-ai-beginners-with-source-code-2026-latest-web-story/): Welcome to our comprehensive guide on the top 25+ Python Projects for AI development in 2026. If you’re looking to dive into the world of artifi...
- [Top 25+ Python Projects for AI Beginners with Source Code [2026 Latest]](https://pratikpathak.com/web-stories/top-25-python-projects-for-ai-beginners-with-source-code-2026-latest-2/): Top 25+ Python Projects for AI Beginners with Source Code Read Full Post
- [Top 25+ TypeScript/Node.js Projects for AI Engineers with Source Code GitHub](https://pratikpathak.com/web-stories/top-25-typescript-node-js-projects-for-ai-engineers-with-source-code-github-2/): Top 25+ TypeScript/Node.js Projects for AI Engineers with Source Code GitHub Read Full Post
- [Managing State in Multi-Agent Workflows: Redis vs Cosmos DB in Production](https://pratikpathak.com/web-stories/managing-state-in-multi-agent-workflows-redis-vs-cosmos-db-in-production-2/): Managing State in Multi-Agent Workflows: Redis vs Cosmos DB in Production Read Full Post
- [I Saved 80k Tokens a Day Just By Changing How My AI Agents Talk to Each Other](https://pratikpathak.com/web-stories/i-saved-80k-tokens-a-day-just-by-changing-how-my-ai-agents-talk-to-each-other-2/): I Saved 80k Tokens a Day Just By Changing How My AI Agents Talk to Each Other Read Full Post
- [Stop Overpaying for RAG: How We Cut Azure OpenAI Costs by 40% with One Architecture Tweak](https://pratikpathak.com/web-stories/stop-overpaying-for-rag-how-we-cut-azure-openai-costs-by-40-with-one-architecture-tweak-2/): Stop Overpaying for RAG: How We Cut Azure OpenAI Costs by 40% with One Architecture Tweak Read Full Post
- [The ‘Infinite Loop’ Trap: How My Multi-Agent System Burned $200 Overnight (And How to Fix It)](https://pratikpathak.com/web-stories/the-infinite-loop-trap-how-my-multi-agent-system-burned-200-overnight-and-how-to-fix-it-2/): The ‘Infinite Loop’ Trap: How My Multi-Agent System Burned $200 Overnight (And How to Fix It) Read Full Post
- [You Don’t Need a Vector Database. Do This Instead.](https://pratikpathak.com/web-stories/you-dont-need-a-vector-database-do-this-instead-3/): You Don’t Need a Vector Database. Do This Instead. Read Full Post
- [The 3 Lines of Python Code That Fixed My AI Agent’s Hallucinations](https://pratikpathak.com/web-stories/the-3-lines-of-python-code-that-fixed-my-ai-agents-hallucinations-2/): The 3 Lines of Python Code That Fixed My AI Agent’s Hallucinations Read Full Post
- [Your AI Agent is Leaking Data. Here’s How Azure AD B2C Plugs the Hole in 5 Minutes.](https://pratikpathak.com/web-stories/your-ai-agent-is-leaking-data-heres-how-azure-ad-b2c-plugs-the-hole-in-5-minutes-2/): Your AI Agent is Leaking Data. Here’s How Azure AD B2C Plugs the Hole in 5 Minutes. Read Full Post
- [Silent Failures: The Hidden Reason Your AI Agents Keep Getting Stuck in Production](https://pratikpathak.com/web-stories/silent-failures-the-hidden-reason-your-ai-agents-keep-getting-stuck-in-production-2/): Silent Failures: The Hidden Reason Your AI Agents Keep Getting Stuck in Production Read Full Post
- [Top 25+ Python Projects for AI Beginners with Source Code [2026 Latest]](https://pratikpathak.com/web-stories/top-25-python-projects-for-ai-beginners-with-source-code-2026-latest/): Read the full post: Top 25+ Python Projects for AI Beginners with Source Code .
- [Top 25+ TypeScript/Node.js Projects for AI Engineers with Source Code GitHub](https://pratikpathak.com/web-stories/top-25-typescript-node-js-projects-for-ai-engineers-with-source-code-github/): Read the full post: Top 25+ TypeScript/Node.js Projects for AI Engineers with Source Code GitHub.
- [Managing State in Multi-Agent Workflows: Redis vs Cosmos DB in Production](https://pratikpathak.com/web-stories/managing-state-in-multi-agent-workflows-redis-vs-cosmos-db-in-production/): Read the full post: Managing State in Multi-Agent Workflows: Redis vs Cosmos DB in Production.
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- [Silent Failures: The Hidden Reason Your AI Agents Keep Getting Stuck in Production](https://pratikpathak.com/web-stories/silent-failures-the-hidden-reason-your-ai-agents-keep-getting-stuck-in-production/): Read the full post: Silent Failures: The Hidden Reason Your AI Agents Keep Getting Stuck in Production.
- [Top 25+ TypeScript/Node.js Projects for AI Engineers](https://pratikpathak.com/web-stories/top-25-typescript-node-js-projects-for-ai-engineers/): Explore the best TS/JS repositories for AI development.
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- [I Saved 80k Tokens a Day with AI Agent API Handoffs](https://pratikpathak.com/web-stories/i-saved-80k-tokens-a-day-with-ai-agent-api-handoffs/): Force structured JSON interfaces between your agents.
- [Stop Overpaying for RAG: Cut Costs by 40%](https://pratikpathak.com/web-stories/stop-overpaying-for-rag-cut-costs-by-40/): Implement Semantic Caching to drastically reduce Azure OpenAI costs.
- [The Infinite Loop Trap in Multi-Agent Systems](https://pratikpathak.com/web-stories/the-infinite-loop-trap-in-multi-agent-systems/): Prevent agentic infinite loops and stop Azure billing nightmares.
- [You Don’t Need a Vector Database. Do This Instead.](https://pratikpathak.com/web-stories/you-dont-need-a-vector-database-do-this-instead/): Simplify your AI architecture with pgvector and Cosmos DB.
- [The 3 Lines of Python Code That Fixed AI Hallucinations](https://pratikpathak.com/web-stories/the-3-lines-of-python-code-that-fixed-ai-hallucinations/): Eliminate AI hallucinations using Pydantic and Structured Outputs.
- [Your AI Agent is Leaking Data: Plugs the Hole with Azure AD B2C](https://pratikpathak.com/web-stories/your-ai-agent-is-leaking-data-plugs-the-hole-with-azure-ad-b2c/): Secure your RAG pipelines and prevent data leaks.
- [Silent Failures: The Hidden Reason Your AI Agents Keep Getting Stuck](https://pratikpathak.com/web-stories/silent-failures-the-hidden-reason-your-ai-agents-keep-getting-stuck/): Discover why AI agents fail silently and how to fix it.
- [Top 25+ Python Projects for AI Beginners](https://pratikpathak.com/web-stories/top-25-python-projects-for-ai-beginners/): Discover the best Python repositories for AI development in 2026!
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- [Top 20+ Node.js & Express Projects for Beginners with Source Code [2026]](https://pratikpathak.com/web-stories/top-20-node-js-express-projects-for-beginners-with-source-code-2026/): Build real-world apps to master backend development in 2026.
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