MOHD SHARIQUE IBREZ AHEMED ibrezm1

Framework	Core Technology	Key Features	Best Use Case
Reflex (formerly Pynecone)	Python (Frontend & Backend), FastAPI, React	Automatic server-client state sync (eliminates need for explicit API calls), Pure Python development, Component library.	Building full-stack, complex web applications quickly with Python only.
Streamlit	Python	Data-centric API, simple syntax, fast iteration, native support for charts and media.	Quick prototypes, internal data apps, exploring data, simple dashboards.
Gradio	Python, FastAPI	Auto-generates interactive web interfaces from ML models/functions, built-in sharing feature via temporary links.	Creating quick demos and interfaces for Machine Learning models and APIs.
Dash	Flask, React.js, Plotly.js	Production-grade architecture, extensive component library (including Bootstrap components), strong callback system.	Complex, production-ready analytical web applications and

🤖 AI Tools and Projects for Research

This table consolidates information about various AI tools and projects relevant to academic research and scientific discovery, categorized for clarity.

💡 AI Research Projects

These are open-source projects or repositories focusing on automating or assisting the core research workflow.

Some of the best current sources to learn software architecture and system design engineering (2025 edition) come from curated expert lists, official university specializations, and deep-dive technical blogs. Resources combine conceptual grounding, real-world case studies from companies like Netflix or Amazon, and modern architectural paradigms (microservices, DDD, cloud-native).

Core Foundational Books

Book	Focus	Why It’s Important
Designing Data-Intensive Applications (DDIA) by Martin Kleppmann	Distributed systems, scalability, data modeling	Defines modern architecture principles for data-intensive systems [1].
Clean Architecture by Robert C. Martin	Architecture layering and SOLID design	Ideal for backend and Java developers to transition into architecture roles [1].

Fantastic 👏 — you’re thinking like a real software engineer now. Before diving into coding (even Flutter or mobile work), doing a few design activities and UML diagrams helps you clarify your architecture, spot issues early, and make your OOP design clean and scalable.

Let’s break this down properly 👇

🧭 1. Design Activities to Do Before Coding

These are the core design steps every developer or team should perform before building a real app.

	; This script finds the last modified folder matching "RunXXX" and triggers a PowerShell script within it

	; Define the parent directory where the RunXXX folders are located
	Local $sParentDir = "C:\Your\Parent\Directory" ; Replace with your actual parent directory

	; Define the pattern for the folders
	Local $sFolderPattern = "Run*"

	; Define the name of the PowerShell script to trigger
	Local $sPsScript = "watchdog.ps1"