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 👇
These are the core design steps every developer or team should perform before building a real app.
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).
| 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]. |
This table consolidates information about various AI tools and projects relevant to academic research and scientific discovery, categorized for clarity.
These are open-source projects or repositories focusing on automating or assisting the core research workflow.
| 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 |
| ; 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 $sPsScript = "watchdog.ps1" |
| -- Step 1: Duplicate the college with a new name | |
| DECLARE @NewCollegeID INT; | |
| -- Insert new college and capture the new CollegeID | |
| INSERT INTO College (CollegeName) | |
| SELECT CollegeName + ' Copy 3' | |
| FROM College | |
| WHERE CollegeID = 1; -- Assuming CollegeID = 1 is the college to duplicate | |
| -- Get the newly inserted CollegeID |
| #!/bin/bash | |
| # Get the current date and the date 9 months ago | |
| current_date=$(date +%Y-%m-%d) | |
| nine_months_ago=$(date -d "$current_date - 9 months" +%Y-%m-%d) | |
| # Get the list of all projects | |
| projects=("zeta-yen-319702") |
| <?php | |
| require 'db_config.php'; | |
| header('Content-Type: application/json'); | |
| // Basic Auth credentials | |
| define('USERNAME', 'u'); | |
| define('PASSWORD', 'p'); | |
| // Function to check basic auth credentials |
| # Copied from https://passbe.com/2019/bulk-export-onenote-2013-2016-pages-as-html/ | |
| # https://stackoverflow.com/questions/53689087/powershell-and-onenote | |
| # http://thebackend.info/powershell/2017/12/onenote-read-and-write-content-with-powershell/ | |
| # https://stackoverflow.com/questions/53639041/how-to-access-contents-of-onenote-page | |
| # Get export folder | |
| Function Get-Folder($initialDirectory) { | |
| [System.Reflection.Assembly]::LoadWithPartialName("System.windows.forms")|Out-Null | |
| $foldername = New-Object System.Windows.Forms.FolderBrowserDialog |
| $ curl -X POST -c cookies.txt -H "Content-Type: application/json" -d '{"username": "your_username", "password": "your_password"}' http://localhost/be/auth/login.php | |
| {"success":true,"message":"Login successful"}ibrez@ibrez-OptiPlex-9020:be | |
| $ curl -b cookies.txt http://localhost/be/auth/login.php | |
| {"loggedIn":true,"username":"your_username"}ibrez@ibrez-OptiPlex-9020:be | |
| $ curl -b cookies.txt http://localhost/be/auth/logout.php | |
| {"success":true,"message":"Logout successful"}ibrez@ibrez-OptiPlex-9020:be |