#github

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How to Automatically Publish Your NPM Package Using GitHub Actions | HackerNoon

Automating npm package publishing through CI/CD increases quality, ensures consistent versioning, and streamlines collaboration among contributors.
#copilot

GitHub Copilot will support models from Anthropic, Google, and OpenAI

GitHub introduces multi-model support for Copilot and launches Spark, a new AI tool for building web apps efficiently.

GitHub Copilot code quality claims challenged

The validity of GitHub's claims about Copilot's code quality is challenged due to methodological concerns raised by developer Dan Cîmpianu.

GitHub launches free tier of Copilot AI coding assistant

GitHub Copilot Free offers developers a no-cost AI programming assistant integrated into Visual Studio Code.

GitHub's latest AI tool that can automatically fix code vulnerabilities | TechCrunch

GitHub launches code scanning autofix feature for security vulnerabilities.
GitHub's new feature combines Copilot and CodeQL for real-time vulnerability remediation.

GitHub just launched a new free tier for its Copilot coding assistant - but only for a select group of developers

GitHub introduces free tier of Copilot AI for occasional users, expanding access to coding support while maintaining limits compared to paid subscriptions.

GitHub launches a free version of its Copilot | TechCrunch

GitHub announced a free version of Copilot for occasional users, now included by default with VS Code, boosting accessibility for developers.

GitHub Copilot will support models from Anthropic, Google, and OpenAI

GitHub introduces multi-model support for Copilot and launches Spark, a new AI tool for building web apps efficiently.

GitHub Copilot code quality claims challenged

The validity of GitHub's claims about Copilot's code quality is challenged due to methodological concerns raised by developer Dan Cîmpianu.

GitHub launches free tier of Copilot AI coding assistant

GitHub Copilot Free offers developers a no-cost AI programming assistant integrated into Visual Studio Code.

GitHub's latest AI tool that can automatically fix code vulnerabilities | TechCrunch

GitHub launches code scanning autofix feature for security vulnerabilities.
GitHub's new feature combines Copilot and CodeQL for real-time vulnerability remediation.

GitHub just launched a new free tier for its Copilot coding assistant - but only for a select group of developers

GitHub introduces free tier of Copilot AI for occasional users, expanding access to coding support while maintaining limits compared to paid subscriptions.

GitHub launches a free version of its Copilot | TechCrunch

GitHub announced a free version of Copilot for occasional users, now included by default with VS Code, boosting accessibility for developers.
morecopilot
#cybersecurity

390,000+ WordPress Credentials Stolen via Malicious GitHub Repository Hosting PoC Exploits

MUT-1244's attack campaign exploited GitHub to exfiltrate over 390,000 credentials from security researchers and malicious actors.

GitHub Vulnerability 'ArtiPACKED' Exposes Repositories to Potential Takeover

The ArtiPACKED attack vector in GitHub Actions can lead to repository takeovers and cloud environment access due to token leakage.

GitHub wants to stamp out software vulnerabilities once and for all: Copilot Autofix helps developers fix flaws three-times faster than manually

GitHub's Copilot Autofix automates the detection and resolution of software vulnerabilities, substantially improving fixing speed and developer productivity.

GitHub Patches Critical Flaw in Enterprise Server Allowing Unauthorized Instance Access

GitHub's security update addresses a critical vulnerability that allows unauthorized access to Enterprise Server instances.

GitHub, Telegram Bots, and QR Codes Abused in New Wave of Phishing Attacks

A new malware campaign uses GitHub links in phishing emails to deliver Remcos RAT, exploiting trusted repositories for malicious purposes.

A Hacker 'Ghost' Network Is Quietly Spreading Malware on GitHub

A secretive network of 'ghost' accounts on GitHub manipulates pages to promote malware using GitHub's tools and community functions.

390,000+ WordPress Credentials Stolen via Malicious GitHub Repository Hosting PoC Exploits

MUT-1244's attack campaign exploited GitHub to exfiltrate over 390,000 credentials from security researchers and malicious actors.

GitHub Vulnerability 'ArtiPACKED' Exposes Repositories to Potential Takeover

The ArtiPACKED attack vector in GitHub Actions can lead to repository takeovers and cloud environment access due to token leakage.

GitHub wants to stamp out software vulnerabilities once and for all: Copilot Autofix helps developers fix flaws three-times faster than manually

GitHub's Copilot Autofix automates the detection and resolution of software vulnerabilities, substantially improving fixing speed and developer productivity.

GitHub Patches Critical Flaw in Enterprise Server Allowing Unauthorized Instance Access

GitHub's security update addresses a critical vulnerability that allows unauthorized access to Enterprise Server instances.

GitHub, Telegram Bots, and QR Codes Abused in New Wave of Phishing Attacks

A new malware campaign uses GitHub links in phishing emails to deliver Remcos RAT, exploiting trusted repositories for malicious purposes.

A Hacker 'Ghost' Network Is Quietly Spreading Malware on GitHub

A secretive network of 'ghost' accounts on GitHub manipulates pages to promote malware using GitHub's tools and community functions.
morecybersecurity
#python

Python dethrones JavaScript as most-used language on GitHub

Python has surpassed JavaScript as the most-used programming language on GitHub due to its AI and data science applications.

Python just brushed past JavaScript to become the most popular programming language on GitHub - and key factor is that AI developers love it

Python is now the most popular programming language on GitHub, surpassing JavaScript, thanks to machine learning and generative AI.
While Python leads in overall activity, JavaScript still excels in code pushes.

Rise of Python, Generative AI, and Global Developer Communities: Insights from GitHub Octoverse 2024

Python has become the most popular programming language on GitHub, surpassing JavaScript, largely due to its applications in data science and machine learning.
Generative AI projects on GitHub saw a 59% increase in contributions, indicating a shift in how developers are integrating AI into software development.

python-preference only-managed 3.13t

GitHub action security tool aids developers in detecting vulnerabilities easily.
Python leads GitHub usage, fueled by a diverse influx of new developers.

Python is the most popular language on GitHub

Python has overtaken JavaScript as the most used language on GitHub, underscoring its dominance, especially in AI.

Python has overtaken JavaScript on GitHub

Python has surpassed JavaScript on GitHub, indicating a rise in data science and AI.
Developers are increasingly integrating AI into applications, not being replaced by it.

Python dethrones JavaScript as most-used language on GitHub

Python has surpassed JavaScript as the most-used programming language on GitHub due to its AI and data science applications.

Python just brushed past JavaScript to become the most popular programming language on GitHub - and key factor is that AI developers love it

Python is now the most popular programming language on GitHub, surpassing JavaScript, thanks to machine learning and generative AI.
While Python leads in overall activity, JavaScript still excels in code pushes.

Rise of Python, Generative AI, and Global Developer Communities: Insights from GitHub Octoverse 2024

Python has become the most popular programming language on GitHub, surpassing JavaScript, largely due to its applications in data science and machine learning.
Generative AI projects on GitHub saw a 59% increase in contributions, indicating a shift in how developers are integrating AI into software development.

python-preference only-managed 3.13t

GitHub action security tool aids developers in detecting vulnerabilities easily.
Python leads GitHub usage, fueled by a diverse influx of new developers.

Python is the most popular language on GitHub

Python has overtaken JavaScript as the most used language on GitHub, underscoring its dominance, especially in AI.

Python has overtaken JavaScript on GitHub

Python has surpassed JavaScript on GitHub, indicating a rise in data science and AI.
Developers are increasingly integrating AI into applications, not being replaced by it.
morepython
#open-source

GitHub Extends Reach and Scope of Generative AI Ambitions - DevOps.com

GitHub enhances its AI offerings with new LLM support and tools, moving towards an integrated AI-native development environment.

GitHub investing in security and sustainability of open-source projects

GitHub's $1.25 million fund aims to enhance security and sustainability in open-source projects.

GitHub's CEO believes AI needs competition to thrive

Dohmke asserts that navigating the Microsoft and OpenAI landscape is simpler than it appears, with a focus on GitHub's independence and collaboration.

100x Simpler - The Ultimate Open-Source Guide | HackerNoon

Open Source allows collaboration and enhancement of projects by sharing code openly, encouraging community contributions.

GitHub Alternative: Gitness-A Comprehensive Comparison of GitHub and Gitness

Gitness is a rising alternative to GitHub, offering enhanced flexibility and features to meet modern development demands.

Understanding the Open-source Ecosystem With AI | HackerNoon

StarSearch enhances developer productivity by utilizing AI to explore GitHub's ecosystem and identify contributors with relevant skills efficiently.

GitHub Extends Reach and Scope of Generative AI Ambitions - DevOps.com

GitHub enhances its AI offerings with new LLM support and tools, moving towards an integrated AI-native development environment.

GitHub investing in security and sustainability of open-source projects

GitHub's $1.25 million fund aims to enhance security and sustainability in open-source projects.

GitHub's CEO believes AI needs competition to thrive

Dohmke asserts that navigating the Microsoft and OpenAI landscape is simpler than it appears, with a focus on GitHub's independence and collaboration.

100x Simpler - The Ultimate Open-Source Guide | HackerNoon

Open Source allows collaboration and enhancement of projects by sharing code openly, encouraging community contributions.

GitHub Alternative: Gitness-A Comprehensive Comparison of GitHub and Gitness

Gitness is a rising alternative to GitHub, offering enhanced flexibility and features to meet modern development demands.

Understanding the Open-source Ecosystem With AI | HackerNoon

StarSearch enhances developer productivity by utilizing AI to explore GitHub's ecosystem and identify contributors with relevant skills efficiently.
moreopen-source
#software-development

GitHub Copilot learns new tricks

GitHub and Microsoft are enhancing AI tools for developers, focusing on code reviews and troubleshooting for better collaboration and efficiency.

GitHub's Copilot Autofix triples vulnerability remediation speed

AI tools can expedite vulnerability remediation in software development.
Security in rapid software deployment remains a critical challenge for developers.

JFrog and GitHub unveil open source security integrations | Computer Weekly

JFrog and GitHub's integration aims to improve software security throughout the development cycle, enhancing efficiency and lowering vulnerabilities.

GitHub launches $1.25M open source fund with a focus on security | TechCrunch

GitHub launches a $1.25 million Secure Open Source Fund to support critical open source projects through equity-free financing.

Everything you need to know about GitHub Copilot Workspace

GitHub introduces Copilot Workspace for a comprehensive AI-driven code development ecosystem.

5 Misconceptions About Monorepos

Monorepos simplify dependency management but come with scalability challenges.
Understanding GitHub's repository and file limits is crucial for performance.
Proper tooling, such as Git LFS, is necessary for managing large files.

GitHub Copilot learns new tricks

GitHub and Microsoft are enhancing AI tools for developers, focusing on code reviews and troubleshooting for better collaboration and efficiency.

GitHub's Copilot Autofix triples vulnerability remediation speed

AI tools can expedite vulnerability remediation in software development.
Security in rapid software deployment remains a critical challenge for developers.

JFrog and GitHub unveil open source security integrations | Computer Weekly

JFrog and GitHub's integration aims to improve software security throughout the development cycle, enhancing efficiency and lowering vulnerabilities.

GitHub launches $1.25M open source fund with a focus on security | TechCrunch

GitHub launches a $1.25 million Secure Open Source Fund to support critical open source projects through equity-free financing.

Everything you need to know about GitHub Copilot Workspace

GitHub introduces Copilot Workspace for a comprehensive AI-driven code development ecosystem.

5 Misconceptions About Monorepos

Monorepos simplify dependency management but come with scalability challenges.
Understanding GitHub's repository and file limits is crucial for performance.
Proper tooling, such as Git LFS, is necessary for managing large files.
moresoftware-development
#web-development

How to Learn Web Development: HTML, CSS, MERN, and Python - 22 GitHub Repositories to Help You | HackerNoon

GitHub offers extensive resources for learning web development, from HTML and CSS to full-stack technologies like MERN and Python frameworks.

Github Spark introduces a tool for creating web apps using plain English | App Developer Magazine

GitHub Spark simplifies web app development by enabling natural language coding, broadening accessibility and enhancing productivity for developers.

How to Learn Web Development: HTML, CSS, MERN, and Python - 22 GitHub Repositories to Help You | HackerNoon

GitHub offers extensive resources for learning web development, from HTML and CSS to full-stack technologies like MERN and Python frameworks.

Github Spark introduces a tool for creating web apps using plain English | App Developer Magazine

GitHub Spark simplifies web app development by enabling natural language coding, broadening accessibility and enhancing productivity for developers.
moreweb-development
#ai-integration

Microsoft Unveils Enhanced AI Tools for Developers at GitHub Universe

Microsoft is enhancing developer workflows by integrating Azure AI services into GitHub and VS Code, simplifying application deployment and resource management.

GitHub Copilot users gain access to Stack Overflow knowledge

The new Stack Overflow extension for GitHub Copilot enhances developer productivity by integrating question-posing and answer-finding directly into the coding environment.

Microsoft Unveils Enhanced AI Tools for Developers at GitHub Universe

Microsoft is enhancing developer workflows by integrating Azure AI services into GitHub and VS Code, simplifying application deployment and resource management.

GitHub Copilot users gain access to Stack Overflow knowledge

The new Stack Overflow extension for GitHub Copilot enhances developer productivity by integrating question-posing and answer-finding directly into the coding environment.
moreai-integration
#ai

GitHub Spark builds web apps without code

GitHub Spark democratizes app development by enabling non-developers to create custom web apps using natural language prompts and AI technology.

GitHub's Copilot goes multi-model and adds support for Anthropic's Claude and Google's Gemini | TechCrunch

GitHub enhances Copilot Chat by allowing developers to select from multiple language models, promoting choice to better meet specific programming tasks.

GitHub Copilot goes 'multi-model' with support for four new LLMs

GitHub Copilot will soon support multiple new large language models, enhancing development opportunities for users.

JFrog Forms Broad DevOps Alliance with GitHub - DevOps.com

JFrog and GitHub partner to integrate DevOps platforms, improving traceability and security in software supply chains.

GitHub Spark builds web apps without code

GitHub Spark democratizes app development by enabling non-developers to create custom web apps using natural language prompts and AI technology.

GitHub's Copilot goes multi-model and adds support for Anthropic's Claude and Google's Gemini | TechCrunch

GitHub enhances Copilot Chat by allowing developers to select from multiple language models, promoting choice to better meet specific programming tasks.

GitHub Copilot goes 'multi-model' with support for four new LLMs

GitHub Copilot will soon support multiple new large language models, enhancing development opportunities for users.

JFrog Forms Broad DevOps Alliance with GitHub - DevOps.com

JFrog and GitHub partner to integrate DevOps platforms, improving traceability and security in software supply chains.
moreai

"India's rise as a global tech titan is inexorable," says Thomas Dohmke CEO GitHub

India is recognized as the fastest-growing developer population, significantly contributing to global AI advancements.
#jfrog

Riveting Repositories: JFrog GitHub Unification Leaps Onward - DevOps.com

The partnership between JFrog and GitHub improves software supply chain security through integrated vulnerability findings and automatic remediation solutions.

JFrog and GitHub team up to closely integrate their source code and binary platforms | TechCrunch

GitHub and JFrog form a partnership for easier management of source code and binaries, catering to overlapping enterprise customers and enhancing security measures.

JFrog Extends GitHub Alliance to Provide Unified Dashboard - DevOps.com

JFrog and GitHub launched a unified dashboard for improved vulnerability tracking and compliance in DevSecOps workflows.

Riveting Repositories: JFrog GitHub Unification Leaps Onward - DevOps.com

The partnership between JFrog and GitHub improves software supply chain security through integrated vulnerability findings and automatic remediation solutions.

JFrog and GitHub team up to closely integrate their source code and binary platforms | TechCrunch

GitHub and JFrog form a partnership for easier management of source code and binaries, catering to overlapping enterprise customers and enhancing security measures.

JFrog Extends GitHub Alliance to Provide Unified Dashboard - DevOps.com

JFrog and GitHub launched a unified dashboard for improved vulnerability tracking and compliance in DevSecOps workflows.
morejfrog
#continuous-integration

Building a really simple GitHub Actions CI 'workflow' to validate Terraform code

The article provides a straightforward approach to setting up a CI workflow for validating Terraform code in GitHub.

Building a really simple GitHub Actions CI 'workflow' to validate Terraform code

This CI workflow streamlines the validation of Terraform code upon pull requests to enhance code quality and security.

Building a really simple GitHub Actions CI 'workflow' to validate Terraform code

The article provides a straightforward approach to setting up a CI workflow for validating Terraform code in GitHub.

Building a really simple GitHub Actions CI 'workflow' to validate Terraform code

This CI workflow streamlines the validation of Terraform code upon pull requests to enhance code quality and security.
morecontinuous-integration
#data-residency

GitHub will allow enterprise cloud customers to store data in the EU | TechCrunch

GitHub is enhancing data residency options for EU customers to comply with growing regulations and meet client demands for data protection.

GitHub begins offering data residency to EU developers

GitHub will introduce data residency capabilities, allowing developers to choose where their code data is stored, enhancing control and compliance.

New GitHub rules mean users can store code and repository data in the EU

GitHub's new data residency feature allows users to choose where their code is stored, enhancing control and compliance for enterprise customers.

GitHub will allow enterprise cloud customers to store data in the EU | TechCrunch

GitHub is enhancing data residency options for EU customers to comply with growing regulations and meet client demands for data protection.

GitHub begins offering data residency to EU developers

GitHub will introduce data residency capabilities, allowing developers to choose where their code data is stored, enhancing control and compliance.

New GitHub rules mean users can store code and repository data in the EU

GitHub's new data residency feature allows users to choose where their code is stored, enhancing control and compliance for enterprise customers.
moredata-residency
#documentation

Google's technical info about search ranking leaks online

The leaked Google documents describe an old version of Google's Content Warehouse API, offering insights into Google Search's inner workings.

6 free Markdown (.md) WYSIWYG desktop Editors - Part1

As a .NET/C# programmer, I aim to improve my Markdown skills for efficient GitHub documentation.

Google's technical info about search ranking leaks online

The leaked Google documents describe an old version of Google's Content Warehouse API, offering insights into Google Search's inner workings.

6 free Markdown (.md) WYSIWYG desktop Editors - Part1

As a .NET/C# programmer, I aim to improve my Markdown skills for efficient GitHub documentation.
moredocumentation

How to Unlock 50K Views on Medium With This Winning Article Template | HackerNoon

A structured template significantly improves the clarity and effectiveness of technical articles.
#monorepo

5 Misconceptions About Monorepos

Monorepos streamline dependency sharing but present scaling challenges requiring careful management and understanding of platform-specific limits.

5 Misconceptions About Monorepos

Monorepos simplify dependency management across projects but pose scaling challenges that need to be addressed with proper tools.

5 Misconceptions About Monorepos

Monorepos streamline dependency sharing but present scaling challenges requiring careful management and understanding of platform-specific limits.

5 Misconceptions About Monorepos

Monorepos simplify dependency management across projects but pose scaling challenges that need to be addressed with proper tools.
moremonorepo
#pull-requests

feat: v6 - Environment API by patak-dev Pull Request #16471 vitejs/vite

Suggestions cannot be applied if the pull request is closed or if no code changes were made.

Improving GitHub Deployments with Merge Queue

Merge queues organize pull requests into batches for deployment, run builds and tests, and prevent failing commits from updating the main branch.
GitHub's implementation of merge queues aims to enhance developer velocity, prevent problematic pull requests, and ensure a consistent automated process.

feat: v6 - Environment API by patak-dev Pull Request #16471 vitejs/vite

Suggestions cannot be applied if the pull request is closed or if no code changes were made.

Improving GitHub Deployments with Merge Queue

Merge queues organize pull requests into batches for deployment, run builds and tests, and prevent failing commits from updating the main branch.
GitHub's implementation of merge queues aims to enhance developer velocity, prevent problematic pull requests, and ensure a consistent automated process.
morepull-requests
#enterprise-server

GitHub Enterprise Server 3.13.3 tackles critical SAML vulnerability

GitHub's Enterprise Server 3.13.3 addresses critical security vulnerabilities and enhances user experience with improved features.

GitHub Enterprise Server patches critical vulnerability

GitHub patched a severe security flaw affecting its Enterprise Server software, with a CVSS severity score of 10 out of 10.

GitHub Enterprise Server 3.13.3 tackles critical SAML vulnerability

GitHub's Enterprise Server 3.13.3 addresses critical security vulnerabilities and enhances user experience with improved features.

GitHub Enterprise Server patches critical vulnerability

GitHub patched a severe security flaw affecting its Enterprise Server software, with a CVSS severity score of 10 out of 10.
moreenterprise-server
#ai-tools

GitHub Steers Copilot Autofix Into Eye of AI Security Storm - DevOps.com

GitHub's Copilot Autofix tool automates vulnerability remediation, reducing time and expertise needed from developers.
The tool integrates advanced AI technologies to suggest code fixes in real-time, enhancing development efficiency.

GitHub updates Innovation Graph with latest developer trends

AI tools like GitHub Copilot Chat are increasing project documentation.
Developers are exploring obscure languages like COBOL through platforms like Advent of Code.

GitHub Steers Copilot Autofix Into Eye of AI Security Storm - DevOps.com

GitHub's Copilot Autofix tool automates vulnerability remediation, reducing time and expertise needed from developers.
The tool integrates advanced AI technologies to suggest code fixes in real-time, enhancing development efficiency.

GitHub updates Innovation Graph with latest developer trends

AI tools like GitHub Copilot Chat are increasing project documentation.
Developers are exploring obscure languages like COBOL through platforms like Advent of Code.
moreai-tools

GitHub rolls back database change after breaking itself

GitHub faced a global outage due to a flawed database change, affecting multiple services and requiring a rollback to restore functionality.

GitHub is down

GitHub faces major service outages due to a database issue, with widespread impacts on key functionalities.

Using GitHub to Manage Your Projects | Simplilearn

GitHub is a valuable platform for code management and project collaboration, with features like pull requests and project management tools.

How to migrate your AWS CodeCommit repository to another Git provider | Amazon Web Services

Customers can migrate AWS CodeCommit Git repositories to other providers via methods like cloning or mirroring.
from FlowingData
6 months ago

Dashboard for L.A. Dodgers baseball

Creating Dodgers Data Bot for tracking LA Dodgers performance.

'Context switching' is a major drain on developer productivity - here's how GitHub plans to solve that

GitHub's Copilot Extensions aim to reduce context switching strain for developers, enhancing productivity and reducing burnout.
#artifact-attestations

GitHub takes aim at software supply chain security

Artifact Attestations in GitHub Actions workflows based on Sigstore enhance software integrity and security.

GitHub Enables Dependabot via GitHub Actions, Improves Supply Chain Security

GitHub introduces Dependabot as GitHub Actions workflow for enhanced security and Artifact Attestations for provenance generation.

GitHub takes aim at software supply chain security

Artifact Attestations in GitHub Actions workflows based on Sigstore enhance software integrity and security.

GitHub Enables Dependabot via GitHub Actions, Improves Supply Chain Security

GitHub introduces Dependabot as GitHub Actions workflow for enhanced security and Artifact Attestations for provenance generation.
moreartifact-attestations

GitHub Copilot can now help start a project with AI, not just complete it

GitHub introduced Copilot Workspace to assist developers from project initiation with AI-powered suggestions.

Copilot Workspace is GitHub's take on AI-powered software engineering | TechCrunch

AI-powered IDE like GitHub's Copilot Workspace aims to enhance developer productivity and streamline coding processes.

GitHub's 2FA rollout boosts supply chain security

GitHub implemented mandatory 2FA for code contributors to enhance software supply chain security.

faces.js

A JavaScript library, faces.js, generates cartoon faces in SVG format with limited features. Users can add new options through forking the GitHub repository.

Hubber Codespace Improves Inner-Loop Testing at GitHub

Integration testing challenges in a distributed system led GitHub's DX team to create Hubber Codespace (HCS).
HCS brings the GitHub ecosystem to developers, enabling faster code testing with a local integrated environment.

AI is keeping GitHub chief legal officer Shelley McKinley busy | TechCrunch

EU AI Act creates legal liabilities for open source developers
GitHub's Chief Legal Officer discusses multi-disciplinary role at GitHub.

GitHub fixes pull request delay that derailed developers

GitHub experiencing degraded performance due to bad update
Incidents impacting code visibility and authentication services

GitHub enables secret scanning push protection by default

GitHub found one million leaked secrets in two months, highlighting the need for enhanced security measures.
GitHub now mandates secret scanning push protection for all pushes to public repositories to strengthen user data protection.

GitHub invites open-source AI developers to apply for Accelerator

GitHub has opened applications for its Accelerator program for early-stage open-source projects, with a focus on AI solutions.
The program provides funding, mentoring, and other benefits, including $40,000 in non-dilutive funding for selected projects.

Analyzing and Customizing the Detailed Mechanisms of WPF Slider Control

Understanding and applying WPF controls can lead to more elegant CustomControl designs
The source code of WPF is openly available on GitHub for analysis
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