chore: sync content to repo (#10048)

Co-authored-by: nilbuild <4921183+nilbuild@users.noreply.github.com>
2026-06-08 11:27:23 +02:00
1 parent 7813a1e1a1
commit e0db809708
@@ -7,7 +7,4 @@ Visit the following resources to learn more:
 - [@book@Database System Concepts - Silberschatz, Korth, Sudarshan](https://db-book.com/)
 - [@official@PostgreSQL Tutorial on Transactions](https://www.postgresql.org/docs/current/tutorial-transactions.html)
 - [@article@What is ACID Compliant Database?](https://retool.com/blog/whats-an-acid-compliant-database/)
- [@article@What is ACID Compliance?: Atomicity, Consistency, Isolation](https://fauna.com/blog/what-is-acid-compliance-atomicity-consistency-isolation)
- [@article@A Beginner's Guide to ACID and Database Transactions](https://vladmihalcea.com/a-beginners-guide-to-acid-and-database-transactions/)
- [@video@ACID Explained: Atomic, Consistent, Isolated & Durable](https://www.youtube.com/watch?v=yaQ5YMWkxq4)
- [@video@ACID Transactions (Explained by Example)](https://www.youtube.com/watch?v=pomxJOFVcQs)
+- [@video@ACID Explained: Atomic, Consistent, Isolated & Durable](https://www.youtube.com/watch?v=yaQ5YMWkxq4)
@@ -6,7 +6,5 @@ Visit the following resources to learn more:

 - [@roadmap@Visit the Dedicated AI Agents Roadmap](https://roadmap.sh/ai-agents)
 - [@article@What are AI Agents? - IBM](https://www.ibm.com/think/topics/ai-agents)
- [@article@AI Agents Explained in Simple Terms for Beginners](https://www.geeky-gadgets.com/ai-agents-explained-for-beginners/)
 - [@video@What are AI Agents?](https://www.youtube.com/watch?v=F8NKVhkZZWI)
- [@video@From Zero to Your First AI Agent in 25 Minutes (No Coding)](https://www.youtube.com/watch?v=EH5jx5qPabU)
- [@video@AI Agents, Clearly Explained](https://www.youtube.com/watch?v=FwOTs4UxQS4)
+- [@video@From Zero to Your First AI Agent in 25 Minutes (No Coding)](https://www.youtube.com/watch?v=EH5jx5qPabU)
@@ -4,9 +4,7 @@ AI-assisted coding involves using artificial intelligence tools to help develope

 Visit the following resources to learn more:

- [@book@AI-Assisted Programming](https://www.hkdca.com/wp-content/uploads/2025/06/ai-assisted-programming-oreilly.pdf)
+- [@roadmap@Visit the Dedicated Vibe Coding Roadmap](https://roadmap.sh/vibe-coding)
 - [@article@How to Become an Expert in AI-Assisted Coding – A Handbook for Developers](https://www.freecodecamp.org/news/how-to-become-an-expert-in-ai-assisted-coding-a-handbook-for-developers/)
- [@article@Best Practices I Learned for AI Assisted Coding](https://statistician-in-stilettos.medium.com/best-practices-i-learned-for-ai-assisted-coding-70ff7359d403)
- [@video@How to elevate software development with AI-assisted coding](https://www.youtube.com/watch?v=S2GqQ4gJAH0)
- [@video@Everything You Need to Know About Coding with AI // NOT vibe coding](https://www.youtube.com/watch?v=5fhcklZe-qE)
- [@video@What Is Vibe Coding? Building Software with Agentic AI](https://www.youtube.com/watch?v=Y68FF_nUSWE)
+- [@article@The 10 Best Vibe Coding Tools in 2026: Our Choices](https://roadmap.sh/vibe-coding/best-tools)
+- [@video@Everything You Need to Know About Coding with AI // NOT vibe coding](https://www.youtube.com/watch?v=5fhcklZe-qE)
@@ -4,9 +4,7 @@ Traditional software development relies on developers explicitly writing code to

 Visit the following resources to learn more:

+- [@roadmap@Visit the Dedicated Vibe Coding Roamdap](https://roadmap.sh/vibe-coding)
 - [@article@What is vibe coding?](https://www.ibm.com/think/topics/vibe-coding)
- [@article@Unlocking the value of AI in software development](https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/unlocking-the-value-of-ai-in-software-development)
 - [@article@How AI is transforming work at Anthropic](https://www.anthropic.com/research/how-ai-is-transforming-work-at-anthropic)
- [@video@AI Systems vs Traditional Coding](https://www.youtube.com/watch?v=P7lryCIvxgA)
- [@video@Vibe Coding Fundamentals In 33 minutes](https://www.youtube.com/watch?v=iLCDSY2XX7E)
- [@video@What is Vibe Coding?](https://www.youtube.com/watch?v=5OWurmg41tI)
+- [@video@AI Systems vs Traditional Coding](https://www.youtube.com/watch?v=P7lryCIvxgA)
@@ -4,7 +4,7 @@ Anthropic is an AI safety and research company focused on developing reliable, i

 Visit the following resources to learn more:

- [@official@Antropic](https://www.anthropic.com/)
- [@official@Antropic Academy](https://www.anthropic.com/)
- [@official@Antropic Tutorial](https://claude.com/resources/tutorials)
+- [@roadmap@Visit the Dedicated Claude Code Roamdap](https://roadmap.sh/claude-code)
+- [@official@Anthropic](https://www.anthropic.com/)
+- [@official@Claude Tutorials](https://claude.com/resources/tutorials)
 - [@article@Anthropic: What We Know About the Company Behind Claude AI](https://builtin.com/articles/anthropic)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@official@Google Antigravity](https://antigravity.google/)
 - [@official@Getting Started with Google Antigravity](https://codelabs.developers.google.com/getting-started-google-antigravity#0)
 - [@article@Hands-On With Antigravity: Google’s Newest AI Coding Experiment](https://thenewstack.io/hands-on-with-antigravity-googles-newest-ai-coding-experiment/)
- [@video@Welcome to Google Antigravity 🚀](https://www.youtube.com/watch?v=SVCBA-pBgt0)
 - [@video@Antigravity + Stitch MCP: AI Agents That Build Complete Websites](https://www.youtube.com/watch?v=7wa4Ey_tCCE)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@official@Apache Server](https://httpd.apache.org/)
 - [@official@Apache Server Documentation](https://httpd.apache.org/docs/2.4/)
 - [@video@What is Apache Web Server?](https://www.youtube.com/watch?v=kaaenHXO4t4)
- [@video@Apache vs NGINX](https://www.youtube.com/watch?v=9nyiY-psbMs)
- [@feed@Explore top posts about Apache](https://app.daily.dev/tags/apache?ref=roadmapsh)
+- [@video@Apache vs NGINX](https://www.youtube.com/watch?v=9nyiY-psbMs)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@article@14 Architectural Patterns to know - Red Hat](https://www.redhat.com/architect/14-software-architecture-patterns)
 - [@article@10 Common Software Architectural Patterns in a nutshell](https://towardsdatascience.com/10-common-software-architectural-patterns-in-a-nutshell-a0b47a1e9013)
 - [@article@Software Architecture Patterns - O'Reilly](https://www.oreilly.com/library/view/software-architecture-patterns/9781491971437/)
- [@video@Software Architecture | Architectural patterns](https://www.youtube.com/watch?v=BrT3AO8bVQY)
 - [@video@10 Architecture Patterns Used In Enterprise Software Development Today](https://www.youtube.com/watch?v=BrT3AO8bVQY)
@@ -9,5 +9,4 @@ Visit the following resources to learn more:
 - [@article@Token Based Authentication](https://roadmap.sh/guides/token-authentication)
 - [@article@JWT Authentication](https://roadmap.sh/guides/jwt-authentication)
 - [@article@OAuth - Open Authorization](https://roadmap.sh/guides/oauth)
- [@article@SSO - Single Sign On](https://roadmap.sh/guides/sso)
- [@feed@Explore top posts about Authentication](https://app.daily.dev/tags/authentication?ref=roadmapsh)
+- [@article@SSO - Single Sign On](https://roadmap.sh/guides/sso)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@article@Awesome Architecture: Backpressure](https://awesome-architecture.com/back-pressure/)
 - [@article@Backpressure explained — the flow of data through software](https://medium.com/@jayphelps/backpressure-explained-the-flow-of-data-through-software-2350b3e77ce7)
 - [@article@Handling Backpressure in Node.js Streams](https://nodejs.org/en/docs/guides/backpressuring-in-streams)
- [@video@What is Back Pressure](https://www.youtube.com/watch?v=viTGm_cV7lE)
- [@video@Backpressure in Reactive Systems Explained](https://www.youtube.com/watch?v=Yb5OzHv-E6s)
+- [@video@What is Back Pressure](https://www.youtube.com/watch?v=viTGm_cV7lE)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@article@HTTP Basic Authentication](https://roadmap.sh/guides/http-basic-authentication)
 - [@video@Basic Authentication in 5 minutes](https://www.youtube.com/watch?v=rhi1eIjSbvk)
- [@video@Illustrated HTTP Basic Authentication](https://www.youtube.com/watch?v=mwccHwUn7Gc)
- [@feed@Explore top posts about Authentication](https://app.daily.dev/tags/authentication?ref=roadmapsh)
+- [@video@Illustrated HTTP Basic Authentication](https://www.youtube.com/watch?v=mwccHwUn7Gc)
@@ -6,8 +6,5 @@ Visit the following resources to learn more:

 - [@opensource@bcrypt for Node.js](https://github.com/kelektiv/node.bcrypt.js)
 - [@article@Understanding bcrypt](https://auth0.com/blog/hashing-in-action-understanding-bcrypt/)
- [@article@Password Hashing: Bcrypt, Scrypt and Argon2](https://stytch.com/blog/argon2-vs-bcrypt-vs-scrypt/)
 - [@article@Why you should use BCrypt to hash passwords](https://www.freecodecamp.org/news/why-you-should-use-bcrypt-to-hash-passwords/)
- [@video@Bcrypt Explained](https://www.youtube.com/watch?v=O6cmuiTBZVs)
- [@video@How To Store A Password](https://www.youtube.com/watch?v=8ZtInClXe1Q)
 - [@video@bcrypt explained](https://www.youtube.com/watch?v=AzA_LTDoFqY)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@article@How Browsers Work](https://www.ramotion.com/blog/what-is-web-browser/)
 - [@article@Populating the Page: How Browsers Work](https://developer.mozilla.org/en-US/docs/Web/Performance/How_browsers_work)
- [@video@How Do Web Browsers Work?](https://www.youtube.com/watch?v=5rLFYtXHo9s)
- [@feed@Explore top posts about Browsers](https://app.daily.dev/tags/browsers?ref=roadmapsh)
+- [@video@How Do Web Browsers Work?](https://www.youtube.com/watch?v=5rLFYtXHo9s)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@course@C# Learning Path](https://docs.microsoft.com/en-us/learn/paths/csharp-first-steps/?WT.mc_id=dotnet-35129-website)
 - [@official@C# Tour](https://learn.microsoft.com/en-us/dotnet/csharp/tour-of-csharp/)
- [@video@Learn C# Programming – Full Course with Mini-Projects](https://www.youtube.com/watch?v=YrtFtdTTfv0)
- [@feed@Explore top posts about C#](https://app.daily.dev/tags/csharp?ref=roadmapsh)
+- [@video@Learn C# Programming – Full Course with Mini-Projects](https://www.youtube.com/watch?v=YrtFtdTTfv0)
@@ -5,9 +5,6 @@ Caching is a technique used to store copies of data in a temporary storage locat
 Visit the following resources to learn more:

 - [@course@Redis University - Introduction to Redis Data Structures](https://redis.io/university/courses/ru101/)
- [@article@Caching Overview](https://aws.amazon.com/caching/)
 - [@article@What is caching?](https://www.cloudflare.com/en-gb/learning/cdn/what-is-caching/)
- [@article@Caching Strategies and How to Choose the Right One](https://codeahoy.com/2017/08/11/caching-strategies-and-how-to-choose-the-right-one/)
 - [@article@Top Caching Strategies Explained](https://blog.bytebytego.com/p/top-caching-strategies)
- [@video@Caching Complete Tutorial for Beginners](https://www.youtube.com/watch?v=1XJG34mewts)
- [@video@Cache Systems Every Developer Should Know](https://www.youtube.com/watch?v=dGAgxozNWFE)
+- [@video@Caching Complete Tutorial for Beginners](https://www.youtube.com/watch?v=1XJG34mewts)
@@ -6,6 +6,5 @@ Visit the following resources to learn more:

 - [@article@What is CAP Theorem?](https://www.bmc.com/blogs/cap-theorem/)
 - [@article@An Illustrated Proof of the CAP Theorem](https://mwhittaker.github.io/blog/an_illustrated_proof_of_the_cap_theorem/)
- [@article@Perspectives on the CAP Theorem](https://github.com/user-attachments/files/18232157/Brewer2.pdf)
 - [@article@CAP Theorem and its applications in NoSQL Databases](https://www.ibm.com/uk-en/cloud/learn/cap-theorem)
 - [@video@What is CAP Theorem?](https://www.youtube.com/watch?v=_RbsFXWRZ10)
@@ -6,7 +6,5 @@ Visit the following resources to learn more:

 - [@article@What is CI/CD?](https://about.gitlab.com/topics/ci-cd/)
 - [@article@A Primer: Continuous Integration and Continuous Delivery (CI/CD)](https://thenewstack.io/a-primer-continuous-integration-and-continuous-delivery-ci-cd/)
- [@article@Articles about CI/CD](https://thenewstack.io/category/ci-cd/)
 - [@video@DevOps CI/CD Explained in 100 Seconds](https://www.youtube.com/watch?v=scEDHsr3APg)
- [@video@Automate your Workflows with GitHub Actions](https://www.youtube.com/watch?v=nyKZTKQS_EQ)
- [@feed@Explore top posts about CI/CD](https://app.daily.dev/tags/cicd?ref=roadmapsh)
+- [@video@Automate your Workflows with GitHub Actions](https://www.youtube.com/watch?v=nyKZTKQS_EQ)
@@ -6,7 +6,5 @@ Visit the following resources to learn more:

 - [@official@Circuit Breaker - Azure Architecture Patterns](https://learn.microsoft.com/en-us/azure/architecture/patterns/circuit-breaker)
 - [@opensource@Resilience4j - Circuit Breaker Library for Java](https://github.com/resilience4j/resilience4j)
- [@article@Circuit Breaker - AWS Well-Architected Framework](https://docs.aws.amazon.com/wellarchitected/latest/reliability-pillar/rel_mitigate_interaction_failure_graceful_degradation.html)
 - [@article@The Circuit Breaker Pattern](https://aerospike.com/blog/circuit-breaker-pattern/)
- [@video@What is the Circuit Breaker Pattern?](https://www.youtube.com/watch?v=ADHcBxEXvFA)
- [@video@Back to Basics: Static Stability Using a Circuit Breaker Pattern](https://www.youtube.com/watch?v=gy1RITZ7N7s)
+- [@video@What is the Circuit Breaker Pattern?](https://www.youtube.com/watch?v=ADHcBxEXvFA)
@@ -6,5 +6,5 @@ Visit the following resources to learn more:

 - [@roadmap@Visit the Dedicated Claude Code Roadmap](https://roadmap.sh/claude-code)
 - [@official@Claude Code Overview](https://code.claude.com/docs/en/overview)
- [@article@Claude Code: From Zero to Hero](https://medium.com/@dan.avila7/claude-code-from-zero-to-hero-bebe2436ac32)
+- [@article@Vibe coding tutorial: Build your first app with Claude Code](https://roadmap.sh/vibe-coding/tutorial)
 - [@video@Claude Code Tutorial for Beginners](https://www.youtube.com/watch?v=eMZmDH3T2bY)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@official@ClickHouse](https://clickhouse.com/)
 - [@official@What is ClickHouse?](https://clickhouse.com/docs/intro)
 - [@opensource@clickhouse](https://github.com/ClickHouse/ClickHouse)
- [@video@How to Get Started with ClickHouse](https://www.youtube.com/watch?v=6mmQUOmA-T0&list=PL0Z2YDlm0b3gtIdcZI3B_8bMJclDOvY8s)
- [@video@Authenticating in ClickHouse with an SSH Key](https://www.youtube.com/watch?v=Rhe-kUyrFUE&list=PL0Z2YDlm0b3gcY5R_MUo4fT5bPqUQ66ep)
+- [@video@How to Get Started with ClickHouse](https://www.youtube.com/watch?v=6mmQUOmA-T0&list=PL0Z2YDlm0b3gtIdcZI3B_8bMJclDOvY8s)
@@ -5,8 +5,6 @@ Cookie-based authentication maintains user sessions by storing session IDs in br
 Visit the following resources to learn more:

 - [@official@HTTP Cookies - MDN Web Docs](https://developer.mozilla.org/en-US/docs/Web/HTTP/Cookies)
- [@article@How does cookie based authentication work?](https://stackoverflow.com/questions/17769011/how-does-cookie-based-authentication-work)
 - [@article@Session vs Token Authentication](https://www.section.io/engineering-education/token-based-vs-session-based-authentication/)
- [@article@Cookies vs LocalStorage vs SessionStorage](https://dev.to/cotter/localstorage-vs-cookies-all-you-need-to-know-about-storing-jwt-tokens-securely-in-the-front-end-15id)
 - [@video@Session vs Token Authentication in 100 Seconds](https://www.youtube.com/watch?v=UBUNrFtufWo)
 - [@video@How do cookies work?](https://www.youtube.com/watch?v=rdVPflECed8)
@@ -6,6 +6,4 @@ Visit the following resources to learn more:

 - [@official@Quickstart for GitHub Copilot](https://docs.github.com/en/copilot/quickstart)
 - [@article@What is GitHub Copilot?](https://www.codecademy.com/article/what-is-github-copilot)
- [@video@Getting started with GitHub Copilot | Tutorial](https://www.youtube.com/watch?v=n0NlxUyA7FI)
- [@video@Intro to GitHob Copilot in Visual Studio](https://www.youtube.com/watch?v=z1ycDvspv8U)
- [@video@GitHub Copilot in VSCode: Top 10 Features Explained](https://www.youtube.com/watch?v=2nPoiUJpDaU)
+- [@video@Getting started with GitHub Copilot | Tutorial](https://www.youtube.com/watch?v=n0NlxUyA7FI)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@official@CouchDB](https://couchdb.apache.org/)
 - [@official@CouchDB Documentation](https://docs.couchdb.org/en/stable/)
- [@video@What is CouchDB?](https://www.youtube.com/watch?v=Mru4sHzIfSA)
- [@feed@Explore top posts about CouchDB](https://app.daily.dev/tags/couchdb?ref=roadmapsh)
+- [@video@What is CouchDB?](https://www.youtube.com/watch?v=Mru4sHzIfSA)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@article@MDN — Content Security Policy (CSP)](https://developer.mozilla.org/en-US/docs/Web/HTTP/CSP)
 - [@article@Google Devs — Content Security Policy (CSP)](https://developers.google.com/web/fundamentals/security/csp)
- [@video@Content Security Policy Explained](https://www.youtube.com/watch?v=-LjPRzFR5f0)
- [@feed@Explore top posts about Security](https://app.daily.dev/tags/security?ref=roadmapsh)
+- [@video@Content Security Policy Explained](https://www.youtube.com/watch?v=-LjPRzFR5f0)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@roadmap@Visit the Dedicated CSS Roadmap](https://roadmap.sh/css)
 - [@book@HTML & CSS: design and build websites](https://sites.math.duke.edu/courses/math_everywhere/assets/techRefs/HTML%20and%20CSS-%20Design%20and%20Build%20Websites_Jon%20Duckett_2011.pdf)
 - [@article@CSS MDN Docs](https://developer.mozilla.org/en-US/docs/Learn_web_development/Core/Styling_basics/What_is_CSS)
- [@article@CSS | Wikipedia](https://en.wikipedia.org/wiki/CSS)
 - [@video@CSS Tutorial – Full Course for Beginners](https://www.youtube.com/watch?v=OXGznpKZ_sA)
@@ -5,8 +5,6 @@ Cursor is an AI-powered code editor designed to enhance developer productivity.
 Visit the following resources to learn more:

 - [@course@Cursor Learn](https://cursor.com/learn)
- [@official@Cursor](https://cursor.com/)
 - [@official@Cursor Docs](https://cursor.com/docs)
- [@article@Cursor AI: A Guide With 10 Practical Examples](https://www.datacamp.com/tutorial/cursor-ai-code-editor)
- [@video@Cursor AI Tutorial for Beginners](https://www.youtube.com/watch?v=3289vhOUdKA)
+- [@article@Claude Code vs Cursor: Which AI Coding Tool To Choose](https://roadmap.sh/claude-code/vs-cursor)
 - [@video@Cursor Tutorial for Beginners (AI Code Editor)](https://www.youtube.com/watch?v=ocMOZpuAMw4)
@@ -6,8 +6,5 @@ Visit the following resources to learn more:

 - [@official@PostgreSQL - Indexes](https://www.postgresql.org/docs/current/indexes.html)
 - [@article@What is a Database Index?](https://www.codecademy.com/article/sql-indexes)
- [@article@How Do Database Indexes Work?](https://planetscale.com/blog/how-do-database-indexes-work)
 - [@article@Use the Index, Luke! - A Guide to Database Performance for Developers](https://use-the-index-luke.com/)
- [@video@Database Indexing Explained](https://www.youtube.com/watch?v=-qNSXK7s7_w)
- [@video@How do SQL Indexes Work](https://www.youtube.com/watch?v=fsG1XaZEa78)
- [@feed@Explore top posts about Database](https://app.daily.dev/tags/database?ref=roadmapsh)
+- [@video@Database Indexing Explained](https://www.youtube.com/watch?v=-qNSXK7s7_w)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@official@Dgraph](https://docs.hypermode.com/dgraph/overview)
 - [@opensource@dgraph](https://github.com/dgraph-io/dgraph)
 - [@article@Dgraph, what is a graph database anyway?](https://medium.com/@JalalOkbi/dgraph-what-is-a-graph-database-anyway-8b6c22fb1eeb)
- [@video@What is Dgraph?](https://www.youtube.com/watch?v=7oufmZ0xbds)
 - [@video@Learn Dgraph in 20 minutes (Graph Database) quick tutorial](https://www.youtube.com/watch?v=roHj5G4vM9Q)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@article@Everything You Need to Know About DNS](https://cs.fyi/guide/everything-you-need-to-know-about-dns)
 - [@article@What is DNS?](https://www.cloudflare.com/en-gb/learning/dns/what-is-dns/)
 - [@article@How DNS works (comic)](https://howdns.works/)
- [@video@DNS and How does it Work?](https://www.youtube.com/watch?v=Wj0od2ag5sk)
- [@feed@Explore top posts about DNS](https://app.daily.dev/tags/dns?ref=roadmapsh)
+- [@video@DNS and How does it Work?](https://www.youtube.com/watch?v=Wj0od2ag5sk)
@@ -5,5 +5,4 @@ AWS DynamoDB is a fully managed, serverless NoSQL database supporting key-value
 Visit the following resources to learn more:

 - [@official@AWS DynamoDB](https://aws.amazon.com/dynamodb/)
- [@video@AWS DynamoDB Tutorial For Beginners](https://www.youtube.com/watch?v=2k2GINpO308)
- [@feed@daily.dev AWS DynamoDB Feed](https://app.daily.dev/tags/aws-dynamodb)
+- [@video@AWS DynamoDB Tutorial For Beginners](https://www.youtube.com/watch?v=2k2GINpO308)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@roadmap@Visit the Dedicated Elasticsearch Roadmap](https://roadmap.sh/elasticsearch)
 - [@official@Elasticsearch Website](https://www.elastic.co/elasticsearch/)
 - [@official@Elasticsearch Documentation](https://www.elastic.co/guide/index.html)
- [@video@What is Elasticsearch](https://www.youtube.com/watch?v=ZP0NmfyfsoM)
- [@feed@Explore top posts about ELK](https://app.daily.dev/tags/elk?ref=roadmapsh)
+- [@video@What is Elasticsearch](https://www.youtube.com/watch?v=ZP0NmfyfsoM)
@@ -1,11 +1,10 @@
 # Embeddings

-Embeddings are dense, continuous vector representations of data, such as words, sentences, or images, in a lower-dimensional space. They capture the semantic relationships and patterns in the data, where similar items are placed closer together in the vector space. In machine learning, embeddings are used to convert complex data into numerical form that models can process more easily. For example, word embeddings represent words based on their meanings and contexts, allowing models to understand relationships like synonyms or analogies. Embeddings are widely used in tasks like natural language processing, recommendation systems, and image recognition to improve model performance and efficiency.
+Embeddings are dense, continuous vector representations of data, such as words, sentences, or images, in a lower-dimensional space. They capture the semantic relationships and patterns in the data, where similar items are placed closer together in the vector space. In machine learning, embeddings are used to convert complex data into a numerical form that models can process more easily. For example, word embeddings represent words based on their meanings and contexts, allowing models to understand relationships like synonyms or analogies. Embeddings are widely used in tasks like natural language processing, recommendation systems, and image recognition to improve model performance and efficiency.

 Visit the following resources to learn more:

 - [@article@What are Embeddings in Machine Learning?](https://www.cloudflare.com/en-gb/learning/ai/what-are-embeddings/)
 - [@article@What is Embedding?](https://www.ibm.com/topics/embedding)
 - [@article@Getting Started With Embeddings](https://huggingface.co/blog/getting-started-with-embeddings)
- [@article@A Guide on Word Embeddings in NLP](https://www.turing.com/kb/guide-on-word-embeddings-in-nlp)
 - [@video@What are Word Embeddings?](https://www.youtube.com/watch?v=wgfSDrqYMJ4)
@@ -5,6 +5,5 @@ Firebase is Google's comprehensive mobile and web development platform offering
 Visit the following resources to learn more:

 - [@course@The Ultimate Guide to Firebase](https://fireship.io/lessons/the-ultimate-beginners-guide-to-firebase/)
- [@official@Firebase](https://firebase.google.com/)
 - [@official@Firebase Documentation](https://firebase.google.com/docs)
 - [@video@Firebase in 100 seconds](https://www.youtube.com/watch?v=vAoB4VbhRzM)
@@ -7,6 +7,4 @@ Visit the following resources to learn more:
 - [@official@Playwright - End-to-End Testing Documentation](https://playwright.dev/docs/intro)
 - [@article@What is Functional Testing?](https://www.guru99.com/functional-testing.html)
 - [@article@Functional Testing: What It Is and How to Do It Right](https://www.atlassian.com/continuous-delivery/software-testing/functional-testing)
- [@video@Functional Testing vs Non-Functional Testing](https://www.youtube.com/watch?v=NgQT7miTP9M)
- [@video@Software Testing Tutorial for Beginners](https://www.youtube.com/watch?v=u6QfIXgjwGQ)
- [@feed@Explore top posts about Testing](https://app.daily.dev/tags/testing?ref=roadmapsh)
+- [@video@Functional Testing vs Non-Functional Testing](https://www.youtube.com/watch?v=NgQT7miTP9M)
@@ -5,6 +5,6 @@ Git is a distributed version control system created by Linus Torvalds in 2005. T
 Visit the following resources to learn more:

 - [@roadmap@Visit Dedicated Git & GitHub Roadmap](https://roadmap.sh/git-github)
+- [@course@Why use Git? (Interactive Lesson)](https://inter-git.com/lessons/introduction)
 - [@article@Tutorial: Git for Absolutely Everyone](https://thenewstack.io/tutorial-git-for-absolutely-everyone/)
- [@video@Git & GitHub Crash Course For Beginners](https://www.youtube.com/watch?v=SWYqp7iY_Tc)
- [@course@Why use Git? (Interactive Lesson)](https://inter-git.com/lessons/introduction)
+- [@video@Git & GitHub Crash Course For Beginners](https://www.youtube.com/watch?v=SWYqp7iY_Tc)
@@ -5,9 +5,6 @@ GitHub is Microsoft's web-based Git hosting platform offering repositories, pull
 Visit the following resources to learn more:

 - [@roadmap@Visit Dedicated Git & GitHub Roadmap](https://roadmap.sh/git-github)
- [@official@GitHub](https://github.com)
 - [@official@GitHub Documentation](https://docs.github.com)
 - [@video@What is GitHub?](https://www.youtube.com/watch?v=w3jLJU7DT5E)
- [@video@Git vs. GitHub: Whats the difference?](https://www.youtube.com/watch?v=wpISo9TNjfU)
- [@video@Git and GitHub for Beginners](https://www.youtube.com/watch?v=RGOj5yH7evk)
- [@feed@Explore top posts about GitHub](https://app.daily.dev/tags/github?ref=roadmapsh)
+- [@video@Git and GitHub for Beginners](https://www.youtube.com/watch?v=RGOj5yH7evk)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@official@GitLab](https://gitlab.com/)
 - [@official@GitLab Documentation](https://docs.gitlab.com/)
- [@video@What is GitLab and Why Use It?](https://www.youtube.com/watch?v=bnF7f1zGpo4)
- [@feed@Explore top posts about GitLab](https://app.daily.dev/tags/gitlab?ref=roadmapsh)
+- [@video@What is GitLab and Why Use It?](https://www.youtube.com/watch?v=bnF7f1zGpo4)
@@ -1,12 +1,10 @@
 # Go

-Go (Golang) is Google's statically typed, compiled language combining efficiency with ease of use. Features built-in concurrency via goroutines and channels, simple syntax, fast compilation, and comprehensive standard library. Popular for microservices, web servers, and cloud-native development.
+Go (Golang) is Google's statically typed, compiled language combining efficiency with ease of use. Features built-in concurrency via goroutines and channels, simple syntax, fast compilation, and a comprehensive standard library. Popular for microservices, web servers, and cloud-native development.

 Visit the following resources to learn more:

 - [@roadmap@Visit Dedicated Go Roadmap](https://roadmap.sh/golang)
 - [@official@Go Reference Documentation](https://go.dev/doc/)
 - [@article@Go by Example - annotated example programs](https://gobyexample.com/)
- [@article@Go, the Programming Language of the Cloud](https://thenewstack.io/go-the-programming-language-of-the-cloud/)
- [@video@Go Programming – Golang Course with Bonus Projects](https://www.youtube.com/watch?v=un6ZyFkqFKo)
- [@feed@Explore top posts about Golang](https://app.daily.dev/tags/golang?ref=roadmapsh)
+- [@video@Go Programming – Golang Course with Bonus Projects](https://www.youtube.com/watch?v=un6ZyFkqFKo)
@@ -1,10 +1,9 @@
 # GraphQL

-GraphQL is Facebook's query language for APIs allowing clients to request exactly the data they need. Uses single endpoint with schema-defined data structure, reducing over-fetching and under-fetching. More flexible than REST for complex applications with diverse platform needs.
+GraphQL is Facebook's query language for APIs, allowing clients to request exactly the data they need. Uses a single endpoint with schema-defined data structure, reducing over-fetching and under-fetching. More flexible than REST for complex applications with diverse platform needs.

 Visit the following resources to learn more:

 - [@roadmap@Visit Dedicated GraphQL Roadmap](https://roadmap.sh/graphql)
 - [@official@GraphQL](https://graphql.org/)
- [@video@Tutorial - GraphQL Explained in 100 Seconds](https://www.youtube.com/watch?v=eIQh02xuVw4)
- [@feed@Explore top posts about GraphQL](https://app.daily.dev/tags/graphql?ref=roadmapsh)
+- [@video@Tutorial - GraphQL Explained in 100 Seconds](https://www.youtube.com/watch?v=eIQh02xuVw4)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@official@gRPC Website](https://grpc.io/)
 - [@article@What Is GRPC?](https://www.wallarm.com/what/the-concept-of-grpc)
- [@video@What Is GRPC?](https://www.youtube.com/watch?v=hVrwuMnCtok)
- [@feed@Explore top posts about gRPC](https://app.daily.dev/tags/grpc?ref=roadmapsh)
+- [@video@What Is GRPC?](https://www.youtube.com/watch?v=hVrwuMnCtok)
@@ -1,12 +1,9 @@
 # Internet

-The internet is a global network of interconnected computers using TCP/IP protocols. Requests travel through ISPs to DNS servers for domain-to-IP translation, then route across networks via routers to destination servers. Enables dynamic, decentralized global communication.
+The Internet is a global network of interconnected computers using TCP/IP protocols. Requests travel through ISPs to DNS servers for domain-to-IP translation, then are routed across networks via routers to destination servers. Enables dynamic, decentralized global communication.

 Visit the following resources to learn more:

 - [@article@How does the Internet Work?](https://cs.fyi/guide/how-does-internet-work)
 - [@article@The Internet Explained](https://www.vox.com/2014/6/16/18076282/the-internet)
- [@article@How Does the Internet Work?](http://web.stanford.edu/class/msande91si/www-spr04/readings/week1/InternetWhitepaper.htm)
- [@article@Introduction to Internet](/guides/what-is-internet)
- [@video@How does the Internet work?](https://www.youtube.com/watch?v=x3c1ih2NJEg)
 - [@video@How does the internet work? (Full Course)](https://www.youtube.com/watch?v=zN8YNNHcaZc)
@@ -6,7 +6,5 @@ Visit the following resources to learn more:

 - [@roadmap@Visit the Dedicated AI Engineer Roadmap](https://roadmap.sh/ai-engineer)
 - [@article@What is a large language model (LLM)?](https://www.cloudflare.com/en-gb/learning/ai/what-is-large-language-model/)
- [@article@Understanding AI](https://leerob.com/ai)
 - [@article@New to LLMs? Start Here](https://towardsdatascience.com/new-to-llms-start-here/)
- [@video@How Large Language Models Work](https://www.youtube.com/watch?v=5sLYAQS9sWQ)
- [@video@Large Language Models Made Easy (LLMs)](https://www.youtube.com/watch?v=osKyvYJ3PRM)
+- [@video@How Large Language Models Work](https://www.youtube.com/watch?v=5sLYAQS9sWQ)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@roadmap@Visit the dedicated HTML roadmap](https://roadmap.sh/html)
 - [@article@Responsive Web Design Certification - Co-Learn HTML & CSS with guided projects](https://www.freecodecamp.org/learn/2022/responsive-web-design/)
 - [@video@HTML Full Course for Beginners](https://www.youtube.com/watch?v=mJgBOIoGihA)
- [@video@HTML Full Course - Build a Website Tutorial](https://www.youtube.com/watch?v=pQN-pnXPaVg)
- [@feed@Explore top posts about HTML](https://app.daily.dev/tags/html?ref=roadmapsh)
+- [@video@HTML Full Course - Build a Website Tutorial](https://www.youtube.com/watch?v=pQN-pnXPaVg)
@@ -5,7 +5,6 @@ HTTPS (Hypertext Transfer Protocol Secure) extends HTTP with SSL/TLS encryption
 Visit the following resources to learn more:

 - [@article@What is HTTPS?](https://www.cloudflare.com/en-gb/learning/ssl/what-is-https/)
- [@article@Why HTTPS Matters](https://developers.google.com/web/fundamentals/security/encrypt-in-transit/why-https)
 - [@article@How HTTPS works (comic)](https://howhttps.works/)
 - [@article@HTTPS explained with carrier pigeons](https://baida.dev/articles/https-explained-with-carrier-pigeons)
 - [@video@HTTP vs HTTPS](https://www.youtube.com/watch?v=nOmT_5hqgPk)
@@ -4,10 +4,7 @@ InfluxDB is a high-performance, open-source time-series database for handling ti

 Visit the following resources to learn more:

- [@official@InfluxDB Website](https://www.influxdata.com/)
 - [@official@InfluxDB Documentation](https://docs.influxdata.com/influxdb/cloud/)
 - [@article@Time series database](https://www.influxdata.com/time-series-database/)
 - [@article@Introduction to InfluxDB - DigitalOcean](https://www.digitalocean.com/community/tutorials/how-to-monitor-system-metrics-with-the-tick-stack-on-centos-7)
- [@video@InfluxDB for Beginners - Getting Started](https://www.youtube.com/watch?v=Vq4cDIdz_M8)
- [@video@The Basics of Time Series Data](https://www.youtube.com/watch?v=wBWTj-1XiRU)
- [@feed@Explore top posts about Backend Development](https://app.daily.dev/tags/backend?ref=roadmapsh)
+- [@video@The Basics of Time Series Data](https://www.youtube.com/watch?v=wBWTj-1XiRU)
@@ -6,8 +6,5 @@ Visit the following resources to learn more:

 - [@opensource@Supertest - HTTP Integration Testing for Node.js](https://github.com/ladjs/supertest)
 - [@article@Integration Testing](https://www.guru99.com/integration-testing.html)
- [@article@Unit Test vs Integration Test: What's the Difference?](https://www.testim.io/blog/unit-test-vs-integration-test/)
 - [@article@How to Integrate and Test Your Tech Stack](https://thenewstack.io/how-to-integrate-and-test-your-tech-stack/)
- [@video@What is Integration Testing?](https://www.youtube.com/watch?v=kRD6PA6uxiY)
- [@video@Integration Testing in Node.js](https://www.youtube.com/watch?v=r9HdJ8P6GQI)
- [@feed@Explore top posts about Testing](https://app.daily.dev/tags/testing?ref=roadmapsh)
+- [@video@Integration Testing in Node.js](https://www.youtube.com/watch?v=r9HdJ8P6GQI)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@roadmap@Visit Dedicated Java Roadmap](https://roadmap.sh/java)
 - [@official@Java Website](https://www.java.com/)
- [@video@Complete Java course](https://www.youtube.com/watch?v=xk4_1vDrzzo)
- [@feed@Explore top posts about Java](https://app.daily.dev/tags/java?ref=roadmapsh)
+- [@video@Complete Java course](https://www.youtube.com/watch?v=xk4_1vDrzzo)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@roadmap@Visit Dedicated JavaScript Roadmap](https://roadmap.sh/javascript)
 - [@article@The Modern JavaScript Tutorial](https://javascript.info/)
 - [@article@Build 30 Javascript Projects in 30 days](https://javascript30.com/)
- [@video@JavaScript Crash Course for Beginners](https://youtu.be/hdI2bqOjy3c?t=2)
- [@feed@Explore top posts about JavaScript](https://app.daily.dev/tags/javascript?ref=roadmapsh)
+- [@video@JavaScript Crash Course for Beginners](https://youtu.be/hdI2bqOjy3c?t=2)
@@ -7,6 +7,4 @@ Visit the following resources to learn more:
 - [@roadmap@Visit Dedicated JavaScript Roadmap](https://roadmap.sh/javascript)
 - [@book@JavaScript from Beginner to Professional](https://www.gurukultti.org/admin/notice/javascript.pdf)
 - [@article@The Modern JavaScript Tutorial](https://javascript.info/)
- [@article@Build 30 Javascript projects in 30 days](https://javascript30.com/)
- [@video@JavaScript Crash Course For Beginners](https://www.youtube.com/watch?v=hdI2bqOjy3c&t=4s)
- [@feed@Explore top posts about JavaScript](https://app.daily.dev/tags/javascript?ref=roadmapsh)
+- [@video@JavaScript Crash Course For Beginners](https://www.youtube.com/watch?v=hdI2bqOjy3c&t=4s)
@@ -1,13 +1,10 @@
 # JSON APIs

-JSON (JavaScript Object Notation) is an encoding scheme eliminating ad-hoc code for server communication. JSON API provides standardized implementation for data stores and structures, including entity types, bundles, and fields with defined communication protocols.
+JSON (JavaScript Object Notation) is an encoding scheme eliminating ad-hoc code for server communication. JSON API provides a standardized implementation for data stores and structures, including entity types, bundles, and fields with defined communication protocols.

 Visit the following resources to learn more:

 - [@course@Full Stack Open - Node.js and Express (Part 3)](https://fullstackopen.com/en/part3)
- [@official@JSON API Specification](https://jsonapi.org/)
 - [@official@JSON.org - Introducing JSON](https://www.json.org/json-en.html)
- [@article@What is JSON API?](https://medium.com/@niranjan.cs/what-is-json-api-3b824fba2788)
 - [@article@JSON API Recommendations and Best Practices](https://jsonapi.org/recommendations/)
- [@video@JSON API: Explained in 4 minutes](https://www.youtube.com/watch?v=N-4prIh7t38)
 - [@video@REST API vs JSON API - Which Should You Use?](https://www.youtube.com/watch?v=0oXYLzuucwE)
@@ -5,9 +5,6 @@ JWT (JSON Web Token) securely transmits information as JSON objects with three p
 Visit the following resources to learn more:

 - [@official@jwt.io Website](https://jwt.io/)
- [@official@RFC 7519 - JSON Web Token Standard](https://datatracker.ietf.org/doc/html/rfc7519)
 - [@article@What is JWT?](https://www.akana.com/blog/what-is-jwt)
 - [@article@JWT Security Best Practices](https://curity.io/resources/learn/jwt-best-practices/)
- [@video@What Is JWT and Why Should You Use JWT](https://www.youtube.com/watch?v=7Q17ubqLfaM)
- [@video@Node.js JWT Authentication Tutorial](https://www.youtube.com/watch?v=mbsmsi7l3r4)
- [@feed@Explore top posts about JWT](https://app.daily.dev/tags/jwt?ref=roadmapsh)
+- [@video@Node.js JWT Authentication Tutorial](https://www.youtube.com/watch?v=mbsmsi7l3r4)
@@ -7,6 +7,4 @@ Visit the following resources to learn more:
 - [@official@Apache Kafka](https://kafka.apache.org/quickstart)
 - [@official@Apache Kafka Streams](https://kafka.apache.org/documentation/streams/)
 - [@official@Kafka Streams Confluent](https://docs.confluent.io/platform/current/streams/concepts.html)
- [@video@Apache Kafka Fundamentals](https://www.youtube.com/watch?v=B5j3uNBH8X4)
- [@video@Kafka in 100 Seconds](https://www.youtube.com/watch?v=uvb00oaa3k8)
- [@feed@Explore top posts about Kafka](https://app.daily.dev/tags/kafka?ref=roadmapsh)
+- [@video@Apache Kafka Fundamentals](https://www.youtube.com/watch?v=B5j3uNBH8X4)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@roadmap@Visit the Dedicated API Design Roadmap](https://roadmap.sh/api-design)
 - [@roadmap@Visit the Dedicated API Security Best Practices](https://roadmap.sh/api-security-best-practices)
 - [@article@What is an API?](https://aws.amazon.com/what-is/api/)
- [@video@What is an API (in 5 minutes)](https://www.youtube.com/watch?v=ByGJQzlzxQg)
- [@feed@daily.dev API Feed](https://app.daily.dev/tags/rest-api)
+- [@video@What is an API (in 5 minutes)](https://www.youtube.com/watch?v=ByGJQzlzxQg)
@@ -4,6 +4,6 @@

 Visit the following resources to learn more:

- [@article@AI in software development](https://www.ibm.com/think/topics/ai-in-software-development)
- [@article@AI in Software Development](https://github.com/resources/articles/ai-in-software-development)
+- [@article@AI in software development - IBM](https://www.ibm.com/think/topics/ai-in-software-development)
+- [@article@AI in Software Development - GitHub](https://github.com/resources/articles/ai-in-software-development)
 - [@article@AI in Software Development: Revolutionizing the Coding Landscape](https://www.coursera.org/articles/ai-in-software-development)
@@ -1,10 +1,9 @@
 # MariaDB

-MariaDB is a community-developed MySQL fork created by original MySQL team members. Designed as a feature-rich, stable, drop-in replacement for MySQL with better licensing. Works with external developers to deliver comprehensive open-source SQL server.
+MariaDB is a community-developed MySQL fork created by original MySQL team members. Designed as a feature-rich, stable, drop-in replacement for MySQL with better licensing. Works with external developers to deliver a comprehensive open-source SQL server.

 Visit the following resources to learn more:

 - [@official@MariaDB](https://mariadb.org/)
 - [@article@MariaDB vs MySQL](https://www.guru99.com/mariadb-vs-mysql.html)
- [@video@MariaDB Tutorial For Beginners in One Hour](https://www.youtube.com/watch?v=_AMj02sANpI)
- [@feed@Explore top posts about Infrastructure](https://app.daily.dev/tags/infrastructure?ref=roadmapsh)
+- [@video@MariaDB Tutorial For Beginners in One Hour](https://www.youtube.com/watch?v=_AMj02sANpI)
@@ -7,6 +7,4 @@ Visit the following resources to learn more:
 - [@course@MCP: Build Rich-Context AI Apps with Anthropic](https://www.deeplearning.ai/short-courses/mcp-build-rich-context-ai-apps-with-anthropic/)
 - [@official@Model Context Protocol](https://modelcontextprotocol.io/introduction)
 - [@opensource@modelcontexprotocol](https://github.com/modelcontextprotocol/modelcontextprotocol)
- [@article@The Ultimate Guide to MCP](https://guangzhengli.com/blog/en/model-context-protocol)
- [@article@A Clear Intro to MCP (Model Context Protocol) with Code Examples](https://towardsdatascience.com/clear-intro-to-mcp/)
- [@article@Model Context Protocol (MCP): A Guide With Demo Project](https://www.datacamp.com/tutorial/mcp-model-context-protocol)
+- [@article@A Clear Intro to MCP (Model Context Protocol) with Code Examples](https://towardsdatascience.com/clear-intro-to-mcp/)
@@ -7,6 +7,4 @@ Visit the following resources to learn more:
 - [@article@Pattern: Microservice Architecture](https://microservices.io/patterns/microservices.html)
 - [@article@What is Microservices?](https://smartbear.com/solutions/microservices/)
 - [@article@Microservices 101](https://thenewstack.io/microservices-101/)
- [@article@Articles about Microservices](https://thenewstack.io/category/microservices/)
- [@video@Microservices explained in 5 minutes](https://www.youtube.com/watch?v=lL_j7ilk7rc)
- [@feed@Explore top posts about Microservices](https://app.daily.dev/tags/microservices?ref=roadmapsh)
+- [@video@Microservices explained in 5 minutes](https://www.youtube.com/watch?v=lL_j7ilk7rc)
@@ -6,6 +6,5 @@ Visit the following resources to learn more:

 - [@article@Schema migration](https://en.wikipedia.org/wiki/Schema_migration)
 - [@article@What is Database Migration?](https://www.mongodb.com/resources/basics/databases/database-migration)
- [@article@Database Migrations](https://vadimkravcenko.com/shorts/database-migrations/)
 - [@article@Introduction to Database Migration: A Beginner's Guide](https://www.dbvis.com/thetable/introduction-to-database-migration-a-beginners-guide/)
 - [@video@Database Migrations Explained](https://www.youtube.com/watch?v=mMsZPZKNc4g)
@@ -5,7 +5,5 @@ MongoDB is a NoSQL document-oriented database storing data in BSON format withou
 Visit the following resources to learn more:

 - [@roadmap@Visit Dedicated MongoDB Roadmap](https://roadmap.sh/mongodb)
- [@official@MongoDB Website](https://www.mongodb.com/)
 - [@official@Learning Path for MongoDB Developers](https://learn.mongodb.com/catalog)
- [@article@MongoDB Online Sandbox](https://mongoplayground.net/)
- [@feed@daily.dev MongoDB Feed](https://app.daily.dev/tags/mongodb)
+- [@article@MongoDB Online Sandbox](https://mongoplayground.net/)
@@ -6,8 +6,5 @@ Visit the following resources to learn more:

 - [@official@Prometheus Documentation](https://prometheus.io/docs/introduction/overview/)
 - [@official@Grafana Documentation](https://grafana.com/docs/grafana/latest/)
- [@article@Top Monitoring Tools](https://thectoclub.com/tools/best-application-monitoring-software/)
- [@article@Monitoring Distributed Systems - Google SRE Book](https://sre.google/sre-book/monitoring-distributed-systems/)
 - [@video@Prometheus and Grafana Tutorial for Beginners](https://www.youtube.com/watch?v=9TJx7QTrTyo)
- [@video@Grafana Explained in 5 Minutes](https://www.youtube.com/watch?v=lILY8eSspEo)
- [@feed@Explore top posts about Monitoring](https://app.daily.dev/tags/monitoring?ref=roadmapsh)
+- [@video@Grafana Explained in 5 Minutes](https://www.youtube.com/watch?v=lILY8eSspEo)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@official@Microsoft -IIS](https://www.iis.net/)
 - [@video@Learn Windows Web Server IIS](https://www.youtube.com/watch?v=1VdxPWwtISA)
- [@video@What is IIS?](https://www.youtube.com/watch?v=hPWSqEXOjQY)
- [@feed@Explore top posts about .NET](https://app.daily.dev/tags/.net?ref=roadmapsh)
+- [@video@What is IIS?](https://www.youtube.com/watch?v=hPWSqEXOjQY)
@@ -1,11 +1,10 @@
 # MySQL

-MySQL is an open-source RDBMS known for speed, reliability, and ease of use. Supports SQL, transactions, indexing, and stored procedures. Widely used for web applications, integrates with many languages, and part of LAMP stack. Maintained by Oracle with large community support.
+MySQL is an open-source RDBMS known for speed, reliability, and ease of use. Supports SQL, transactions, indexing, and stored procedures. Widely used for web applications, integrates with many languages, and is part of the LAMP stack. Maintained by Oracle with large community support.

 Visit the following resources to learn more:

 - [@official@MySQL](https://www.mysql.com/)
 - [@article@MySQL for Developers](https://planetscale.com/courses/mysql-for-developers/introduction/course-introduction)
 - [@article@MySQL Tutorial](https://www.mysqltutorial.org/)
- [@video@MySQL Complete Course](https://www.youtube.com/watch?v=5OdVJbNCSso)
- [@feed@Explore top posts about MySQL](https://app.daily.dev/tags/mysql?ref=roadmapsh)
+- [@video@MySQL Complete Course](https://www.youtube.com/watch?v=5OdVJbNCSso)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@article@In Detail Explanation of N+1 Problem](https://medium.com/doctolib/understanding-and-fixing-n-1-query-30623109fe89)
 - [@article@What is the N+1 Problem](https://planetscale.com/blog/what-is-n-1-query-problem-and-how-to-solve-it)
- [@article@Solving N+1 Problem: For Java Backend Developers](https://dev.to/jackynote/solving-the-notorious-n1-problem-optimizing-database-queries-for-java-backend-developers-2o0p)
 - [@video@SQLite and the N+1 (no) problem](https://www.youtube.com/watch?v=qPfAQY_RahA)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@official@Neo4j Website](https://neo4j.com)
 - [@video@Neo4j in 100 Seconds](https://www.youtube.com/watch?v=T6L9EoBy8Zk)
- [@video@Neo4j Course for Beginners](https://www.youtube.com/watch?v=_IgbB24scLI)
- [@feed@Explore top posts about Backend Development](https://app.daily.dev/tags/backend?ref=roadmapsh)
+- [@video@Neo4j Course for Beginners](https://www.youtube.com/watch?v=_IgbB24scLI)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@official@Nginx Website](https://nginx.org/)
 - [@video@NGINX Explained in 100 Seconds](https://www.youtube.com/watch?v=JKxlsvZXG7c)
- [@video@NGINX Tutorial for Beginners](https://www.youtube.com/watch?v=9t9Mp0BGnyI)
- [@feed@Explore top posts about Nginx](https://app.daily.dev/tags/nginx?ref=roadmapsh)
+- [@video@NGINX Tutorial for Beginners](https://www.youtube.com/watch?v=9t9Mp0BGnyI)
@@ -5,5 +5,4 @@ Database normalization structures relational databases using normal forms to red
 Visit the following resources to learn more:

 - [@article@What is Normalization in DBMS (SQL)? 1NF, 2NF, 3NF, BCNF Database with Example](https://www.guru99.com/database-normalization.html)
- [@video@Complete guide to Database Normalization in SQL](https://www.youtube.com/watch?v=rBPQ5fg_kiY)
- [@feed@Explore top posts about Database](https://app.daily.dev/tags/database?ref=roadmapsh)
+- [@video@Complete guide to Database Normalization in SQL](https://www.youtube.com/watch?v=rBPQ5fg_kiY)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@article@NoSQL Explained](https://www.mongodb.com/nosql-explained)
 - [@video@How do NoSQL Databases work](https://www.youtube.com/watch?v=0buKQHokLK8)
- [@video@SQL vs NoSQL Explained](https://www.youtube.com/watch?v=ruz-vK8IesE)
- [@feed@Explore top posts about NoSQL](https://app.daily.dev/tags/nosql?ref=roadmapsh)
+- [@video@SQL vs NoSQL Explained](https://www.youtube.com/watch?v=ruz-vK8IesE)
@@ -1,10 +1,9 @@
 # OAuth

-OAuth is an open authorization standard allowing third-party applications to access user resources without exposing credentials. Uses access tokens issued after user permission, involving resource owner, resource server, and authorization server. Enables secure token-based access management for services.
+OAuth is an open authorization standard allowing third-party applications to access user resources without exposing credentials. Uses access tokens issued after user permission, involving the resource owner, the resource server, and the authorization server. Enables secure token-based access management for services.

 Visit the following resources to learn more:

 - [@article@Okta - What the Heck is OAuth](https://developer.okta.com/blog/2017/06/21/what-the-heck-is-oauth)
 - [@article@DigitalOcean - An Introduction to OAuth 2](https://www.digitalocean.com/community/tutorials/an-introduction-to-oauth-2)
- [@video@OAuth 2 Explained In Simple Terms](https://www.youtube.com/watch?v=ZV5yTm4pT8g)
- [@feed@Explore top posts about OAuth](https://app.daily.dev/tags/oauth?ref=roadmapsh)
+- [@video@OAuth 2 Explained In Simple Terms](https://www.youtube.com/watch?v=ZV5yTm4pT8g)
@@ -5,8 +5,6 @@ Observability monitors system internal state through external outputs like metri
 Visit the following resources to learn more:

 - [@article@DataDog Docs](https://docs.datadoghq.com/)
- [@article@AWS CloudWatch Docs](https://aws.amazon.com/cloudwatch/getting-started/)
 - [@article@Sentry Docs](https://docs.sentry.io/)
 - [@article@Observability and Instrumentation: What They Are and Why They Matter](https://newrelic.com/blog/best-practices/observability-instrumentation)
- [@video@What is observability?](https://www.youtube.com/watch?v=--17See0KHs)
- [@feed@Explore top posts about Observability](https://app.daily.dev/tags/observability?ref=roadmapsh)
+- [@video@What is observability?](https://www.youtube.com/watch?v=--17See0KHs)
@@ -7,4 +7,4 @@ Visit the following resources to learn more:
 - [@official@OpenAPI Specification Website](https://swagger.io/specification/)
 - [@official@Open API Live Editor](https://swagger.io/tools/swagger-editor/)
 - [@video@OpenAPI 3.0: How to Design and Document APIs with the Latest OpenAPI Specification 3.0](https://www.youtube.com/watch?v=6kwmW_p_Tig)
- [@video@ REST API and OpenAPI: It’s Not an Either/Or Question](https://www.youtube.com/watch?v=pRS9LRBgjYg)
+- [@video@REST API and OpenAPI: It’s Not an Either/Or Question](https://www.youtube.com/watch?v=pRS9LRBgjYg)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@official@OpenID Website](https://openid.net/)
 - [@article@OpenID Connect Protocol](https://auth0.com/docs/authenticate/protocols/openid-connect-protocol)
 - [@video@An Illustrated Guide to OAuth and OpenID Connect](https://www.youtube.com/watch?v=t18YB3xDfXI)
- [@video@OAuth 2.0 and OpenID Connect (in plain English)](https://www.youtube.com/watch?v=996OiexHze0)
- [@feed@Explore top posts about Authentication](https://app.daily.dev/tags/authentication?ref=roadmapsh)
+- [@video@OAuth 2.0 and OpenID Connect (in plain English)](https://www.youtube.com/watch?v=996OiexHze0)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@official@Oracle Website](https://www.oracle.com/database/)
 - [@official@Oracle Docs](https://docs.oracle.com/en/database/index.html)
- [@video@Oracle SQL Tutorial for Beginners](https://www.youtube.com/watch?v=ObbNGhcxXJA)
- [@feed@Explore top posts about Oracle](https://app.daily.dev/tags/oracle?ref=roadmapsh)
+- [@video@Oracle SQL Tutorial for Beginners](https://www.youtube.com/watch?v=ObbNGhcxXJA)
@@ -4,10 +4,6 @@ ORM (Object-Relational Mapping) allows developers to interact with databases usi

 Visit the following resources to learn more:

- [@official@Prisma ORM Documentation](https://www.prisma.io/docs)
- [@official@SQLAlchemy Documentation](https://docs.sqlalchemy.org/)
 - [@article@What is an ORM, how does it work, and how should I use one?](https://stackoverflow.com/a/1279678)
 - [@article@What is an ORM](https://www.freecodecamp.org/news/what-is-an-orm-the-meaning-of-object-relational-mapping-database-tools/)
- [@video@What is an ORM? - NestJS and Prisma Tutorial](https://www.youtube.com/watch?v=rLRIB6AF2Dg)
- [@video@Why Use an ORM?](https://www.youtube.com/watch?v=vHt2LC1EM3Q)
- [@feed@Explore top posts about Backend Development](https://app.daily.dev/tags/backend?ref=roadmapsh)
+- [@video@Why Use an ORM?](https://www.youtube.com/watch?v=vHt2LC1EM3Q)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@official@Visit Dedicated PHP Roadmap](https://roadmap.sh/php)
 - [@official@PHP](https://php.net/)
 - [@article@PHP - The Right Way](https://phptherightway.com/)
- [@video@PHP for Beginners](https://www.youtube.com/watch?v=zZ6vybT1HQs)
- [@feed@Explore top posts about PHP](https://app.daily.dev/tags/php?ref=roadmapsh)
+- [@video@PHP for Beginners](https://www.youtube.com/watch?v=zZ6vybT1HQs)
@@ -5,9 +5,6 @@ PostgreSQL is an advanced, open-source RDBMS known for robustness, extensibility
 Visit the following resources to learn more:

 - [@roadmap@Visit Dedicated PostgreSQL DBA Roadmap](https://roadmap.sh/postgresql-dba)
- [@course@PostgreSQL Full Course for Beginners – freeCodeCamp](https://www.youtube.com/watch?v=qw--VYLpxG4)
 - [@official@Official Website](https://www.postgresql.org/)
 - [@article@Learn PostgreSQL - Full Tutorial for Beginners](https://www.postgresqltutorial.com/)
- [@video@PostgreSQL in 100 Seconds](https://www.youtube.com/watch?v=n2Fluyr3lbc)
- [@video@Postgres tutorial for Beginners](https://www.youtube.com/watch?v=SpfIwlAYaKk)
- [@feed@Explore top posts about PostgreSQL](https://app.daily.dev/tags/postgresql?ref=roadmapsh)
+- [@course@PostgreSQL Full Course for Beginners – freeCodeCamp](https://www.youtube.com/watch?v=qw--VYLpxG4)
@@ -6,7 +6,5 @@ Visit the following resources to learn more:

 - [@roadmap@Visit Dedicated Prompt Engineering Roadmap](https://roadmap.sh/prompt-engineering)
 - [@course@Introduction to Prompt Engineering](https://learnprompting.org/courses/intro-to-prompt-engineering)
- [@article@What is Prompt Engineering? A Detailed Guide For 2026](https://www.datacamp.com/blog/what-is-prompt-engineering-the-future-of-ai-communication)
- [@article@Prompting Techniques](https://www.promptingguide.ai/techniques)
 - [@article@Prompt engineering techniques](https://www.ibm.com/think/topics/prompt-engineering-techniques)
 - [@video@What is Prompt Engineering?](https://www.youtube.com/watch?v=nf1e-55KKbg)
@@ -7,6 +7,4 @@ Visit the following resources to learn more:
 - [@roadmap@Visit Dedicated Python Roadmap](https://roadmap.sh/python)
 - [@course@Python Full Course for free](https://www.youtube.com/watch?v=ix9cRaBkVe0)
 - [@official@Python Website](https://www.python.org/)
- [@article@Automate the Boring Stuff](https://automatetheboringstuff.com/)
- [@article@An Introduction to Python for Non-Programmers](https://thenewstack.io/an-introduction-to-python-for-non-programmers/)
- [@feed@Explore top posts about Python](https://app.daily.dev/tags/python?ref=roadmapsh)
+- [@article@Automate the Boring Stuff](https://automatetheboringstuff.com/)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@official@RabbitMQ Tutorials](https://www.rabbitmq.com/getstarted.html)
 - [@video@RabbitMQ Tutorial - Message Queues and Distributed Systems](https://www.youtube.com/watch?v=nFxjaVmFj5E)
- [@video@RabbitMQ in 100 Seconds](https://m.youtube.com/watch?v=NQ3fZtyXji0)
- [@feed@Explore top posts about RabbitMQ](https://app.daily.dev/tags/rabbitmq?ref=roadmapsh)
+- [@video@RabbitMQ in 100 Seconds](https://m.youtube.com/watch?v=NQ3fZtyXji0)
@@ -6,9 +6,5 @@ Visit the following resources to learn more:

 - [@roadmap@Visit Dedicated Redis Roadmap](https://roadmap.sh/redis)
 - [@course@Redis Crash Course](https://www.youtube.com/watch?v=XCsS_NVAa1g)
- [@official@Redis](https://redis.io/)
 - [@official@Redis Documentation](https://redis.io/docs/latest/)
- [@article@Redis Data Types Explained](https://redis.io/docs/data-types/)
- [@video@Redis in 100 Seconds](https://www.youtube.com/watch?v=G1rOthIU-uo)
- [@video@Redis Tutorial for Beginners](https://www.youtube.com/watch?v=jgpVdJB2sKQ)
- [@feed@Explore top posts about Redis](https://app.daily.dev/tags/redis?ref=roadmapsh)
+- [@video@Redis Tutorial for Beginners](https://www.youtube.com/watch?v=jgpVdJB2sKQ)
@@ -6,9 +6,5 @@ Visit the following resources to learn more:

 - [@roadmap@Visit Dedicated Redis Roadmap](https://roadmap.sh/redis)
 - [@course@Redis Crash Course](https://www.youtube.com/watch?v=XCsS_NVAa1g)
- [@official@Redis](https://redis.io/)
 - [@official@Redis Documentation](https://redis.io/docs/latest/)
- [@article@Redis Data Types Explained](https://redis.io/docs/data-types/)
- [@video@Redis in 100 Seconds](https://www.youtube.com/watch?v=G1rOthIU-uo)
- [@video@Redis Tutorial for Beginners](https://www.youtube.com/watch?v=jgpVdJB2sKQ)
- [@feed@Explore top posts about Redis](https://app.daily.dev/tags/redis?ref=roadmapsh)
+- [@video@Redis Tutorial for Beginners](https://www.youtube.com/watch?v=jgpVdJB2sKQ)
@@ -6,7 +6,5 @@ Visit the following resources to learn more:

 - [@course@Databases and SQL](https://www.edx.org/course/databases-5-sql)
 - [@article@Relational Databases](https://www.ibm.com/cloud/learn/relational-databases)
- [@article@51 Years of Relational Databases](https://learnsql.com/blog/codd-article-databases/)
 - [@article@Intro To Relational Databases](https://www.udacity.com/course/intro-to-relational-databases--ud197)
- [@video@What is Relational Database](https://youtu.be/OqjJjpjDRLc)
- [@feed@Explore top posts about Backend Development](https://app.daily.dev/tags/backend?ref=roadmapsh)
+- [@video@What is Relational Database](https://youtu.be/OqjJjpjDRLc)
@@ -6,8 +6,5 @@ Visit the following resources to learn more:

 - [@article@What is a REST API?](https://www.redhat.com/en/topics/api/what-is-a-rest-api)
 - [@article@Best practices for RESTful web API design](https://learn.microsoft.com/en-us/azure/architecture/best-practices/api-design)
- [@article@Roy Fieldings dissertation chapter, Representational State Transfer (REST)](https://www.ics.uci.edu/~fielding/pubs/dissertation/rest_arch_style.htm)
 - [@article@Learn REST: A RESTful Tutorial](https://restapitutorial.com/)
- [@video@What is a REST API?](https://www.youtube.com/watch?v=-mN3VyJuCjM)
- [@video@REST API Best Practices – REST Endpoint Design](https://www.youtube.com/watch?v=1Wl-rtew1_E)
- [@feed@Explore top posts about REST API](https://app.daily.dev/tags/rest-api?ref=roadmapsh)
+- [@video@REST API Best Practices – REST Endpoint Design](https://www.youtube.com/watch?v=1Wl-rtew1_E)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@course@RethinkDB Crash Course](https://www.youtube.com/watch?v=pW3PFtchHDc)
 - [@official@RethinkDB Website](https://rethinkdb.com/)
- [@official@Ten-minute Guide with RethinkDB](https://rethinkdb.com/docs/guide/)
- [@feed@Explore top posts about RethinkDB](https://app.daily.dev/tags/rethinkdb?ref=roadmapsh)
+- [@official@Ten-minute Guide with RethinkDB](https://rethinkdb.com/docs/guide/)
@@ -1,11 +1,10 @@
 # Ruby

-Ruby is a high-level, object-oriented language known for simplicity, productivity, and elegant syntax. Emphasizes developer happiness and supports multiple paradigms. Famous for Ruby on Rails framework enabling rapid web application development. Popular for web development, scripting, and prototyping.
+Ruby is a high-level, object-oriented language known for simplicity, productivity, and elegant syntax. Emphasizes developer happiness and supports multiple paradigms. Famous for the Ruby on Rails framework, enabling rapid web application development. Popular for web development, scripting, and prototyping.

 Visit the following resources to learn more:

- [@article@Ruby Website](https://www.ruby-lang.org/en/)
+- [@roadmap@Visit the Dedicated Ruby Roadmap](https://roadmap.sh/ruby)
 - [@article@Learn Ruby in 20 minutes](https://www.ruby-lang.org/en/documentation/quickstart/)
 - [@article@Ruby, An Introduction to a Programmer’s Best Friend](https://thenewstack.io/ruby-a-programmers-best-friend/)
- [@video@Ruby Comprehensive courses](https://www.youtube.com/playlist?list=PL_EzhIKp343lBMH4UuklrMRL_WkilGoXe)
- [@feed@Explore top posts about Ruby](https://app.daily.dev/tags/ruby?ref=roadmapsh)
+- [@video@Ruby Comprehensive courses](https://www.youtube.com/playlist?list=PL_EzhIKp343lBMH4UuklrMRL_WkilGoXe)
@@ -7,6 +7,4 @@ Visit the following resources to learn more:
 - [@roadmap@Visit Dedicated Rust Roadmap](https://roadmap.sh/rust)
 - [@official@The Rust Programming Language - Book](https://doc.rust-lang.org/book/)
 - [@article@Rust vs. Go: Why They’re Better Together](https://thenewstack.io/rust-vs-go-why-theyre-better-together/)
- [@article@Rust by the Numbers: The Rust Programming Language in 2021](https://thenewstack.io/rust-by-the-numbers-the-rust-programming-language-in-2021/)
- [@video@Learn Rust Programming](https://www.youtube.com/watch?v=BpPEoZW5IiY)
- [@feed@Explore top posts about Rust](https://app.daily.dev/tags/rust?ref=roadmapsh)
+- [@video@Learn Rust Programming](https://www.youtube.com/watch?v=BpPEoZW5IiY)
@@ -6,7 +6,5 @@ Visit the following resources to learn more:

 - [@article@Strategies for Scaling Databases: A Comprehensive Guide](https://medium.com/@anil.goyal0057/strategies-for-scaling-databases-a-comprehensive-guide-b69cda7df1d3)
 - [@article@Horizontal vs. Vertical Scaling - How to Scale a Database](https://www.freecodecamp.org/news/horizontal-vs-vertical-scaling-in-database/)
- [@article@Understanding Database Sharding - DigitalOcean](https://www.digitalocean.com/community/tutorials/understanding-database-sharding)
 - [@article@Database Replication Explained](https://towardsdatascience.com/database-replication-explained-5c76a200d8f3)
- [@video@Database Scaling Strategies for Beginners](https://www.youtube.com/watch?v=dkhOZOmV7Fo)
- [@video@Database Sharding and Partitioning](https://www.youtube.com/watch?v=wXvljefXyEo)
+- [@video@Database Scaling Strategies for Beginners](https://www.youtube.com/watch?v=dkhOZOmV7Fo)
@@ -7,5 +7,4 @@ Visit the following resources to learn more:
 - [@official@ScyllaDB](https://www.scylladb.com/)
 - [@opensource@scylladb](https://github.com/scylladb/scylladb)
 - [@article@Understanding ScyllaDB: A Comprehensive Overview](https://risingwave.com/blog/understanding-scylladb-a-comprehensive-overview/)
- [@video@What Makes ScyllaDB So Fast?](https://www.youtube.com/watch?v=JPkrdWMVpPk)
- [@video@Todo App Part 1: Create an API using NodeJS and Express](https://www.youtube.com/watch?v=bvULDI6dtpw&list=PLSV-L4GsXwgkPrwyXCpL4S5NLAnCeGhvX)
+- [@video@What Makes ScyllaDB So Fast?](https://www.youtube.com/watch?v=JPkrdWMVpPk)
@@ -4,8 +4,7 @@ Search engines like Elasticsearch are specialized tools for fast, scalable searc

 Visit the following resources to learn more:

- [@official@Elasticsearch](https://www.elastic.co/elasticsearch/)
+- [@roadmap@Visit the Dedicated Elasticsearch Roamdap](https://roadmap.sh/elasticsearch)
 - [@article@What is Elasticsearch? - Official Docs](https://www.elastic.co/guide/en/elasticsearch/reference/current/elasticsearch-intro.html)
 - [@official@Intro to OpenSearch](https://opensearch.org/docs/latest/getting-started/intro/)
- [@video@Elasticsearch Tutorial for Beginners](https://www.youtube.com/watch?v=ZP0NmfyNsuo)
- [@feed@Explore top posts about Elasticsearch](https://app.daily.dev/tags/elasticsearch?ref=roadmapsh)
+- [@video@Elasticsearch Tutorial for Beginners](https://www.youtube.com/watch?v=ZP0NmfyNsuo)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@article@Serverless](https://www.ibm.com/cloud/learn/serverless)
 - [@article@AWS Services](https://aws.amazon.com/serverless/)
- [@video@Serverless Computing in 100 Seconds](https://www.youtube.com/watch?v=W_VV2Fx32_Y&ab_channel=Fireship)
- [@feed@Explore top posts about Serverless](https://app.daily.dev/tags/serverless?ref=roadmapsh)
+- [@video@Serverless Computing in 100 Seconds](https://www.youtube.com/watch?v=W_VV2Fx32_Y&ab_channel=Fireship)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@article@What is a Service Mesh (AWS blog)?](https://aws.amazon.com/what-is/service-mesh/)
 - [@article@What is a Service Mesh (RedHat blog)?](https://www.redhat.com/en/topics/microservices/what-is-a-service-mesh)
- [@video@What is a Service Mesh?](https://www.youtube.com/watch?v=vh1YtWjfcyk)
- [@feed@Explore top posts about Service Mesh](https://app.daily.dev/tags/service-mesh?ref=roadmapsh)
+- [@video@What is a Service Mesh?](https://www.youtube.com/watch?v=vh1YtWjfcyk)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@article@Wikipedia - Sharding in Database Architectures](https://en.wikipedia.org/wiki/Shard_(database_architecture))
 - [@article@How sharding a database can make it faster](https://stackoverflow.blog/2022/03/14/how-sharding-a-database-can-make-it-faster/)
- [@video@What is Database Sharding?](https://www.youtube.com/watch?v=XP98YCr-iXQ)
- [@feed@Explore top posts about Backend Development](https://app.daily.dev/tags/backend?ref=roadmapsh)
+- [@video@What is Database Sharding?](https://www.youtube.com/watch?v=XP98YCr-iXQ)
@@ -5,9 +5,6 @@ AI coding assistants can now leverage "skills" – pre-defined functions or tool
 Visit the following resources to learn more:

 - [@course@Agent Skills with Anthropic](https://www.deeplearning.ai/short-courses/agent-skills-with-anthropic/)
- [@article@Agent Skills: The Universal Standard Transforming How AI Agents Work](https://medium.com/@richardhightower/agent-skills-the-universal-standard-transforming-how-ai-agents-work-fc7397406e2e)
 - [@article@AI Agents or Skills? Why the Answer Is ‘Both’](https://thenewstack.io/ai-agents-or-skills-why-the-answer-is-both/)
 - [@article@Agent Skills vs Tools: What Actually Matters](https://blog.arcade.dev/what-are-agent-skills-and-tools)
- [@video@Claude Agent Skills Explained](https://www.youtube.com/watch?v=fOxC44g8vig)
- [@video@Agent Skills Explained: Why This Changes Everything for AI Development](https://www.youtube.com/watch?v=Ihoxov5x66k)
 - [@video@The complete guide to Agent Skills](https://www.youtube.com/watch?v=fabAI1OKKww)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@article@What is SOA?](https://aws.amazon.com/what-is/service-oriented-architecture/)
 - [@article@Reference Architecture Foundation for Service Oriented Architecture](http://docs.oasis-open.org/soa-rm/soa-ra/v1.0/soa-ra.html)
- [@video@Service Oriented Architecture (SOA) Simplified](https://www.youtube.com/watch?v=PA9RjHI463g)
- [@feed@Explore top posts about Architecture](https://app.daily.dev/tags/architecture?ref=roadmapsh)
+- [@video@Service Oriented Architecture (SOA) Simplified](https://www.youtube.com/watch?v=PA9RjHI463g)
@@ -1,12 +1,10 @@
 # SOAP

-SOAP (Simple Object Access Protocol) is a structured message protocol for exchanging information between systems and applications. SOAP APIs are developed in formal, structured ways. Messages can be carried over various protocols including HTTP.
+SOAP (Simple Object Access Protocol) is a structured message protocol for exchanging information between systems and applications. SOAP APIs are developed in formal, structured ways. Messages can be carried over various protocols, including HTTP.

 Visit the following resources to learn more:

- [@official@W3C SOAP Specification](https://www.w3.org/TR/soap12/)
 - [@article@What is SOAP? REST vs SOAP - AWS](https://aws.amazon.com/what-is/soap-vs-rest/)
- [@article@SOAP vs REST - Red Hat](https://www.redhat.com/en/topics/integration/whats-the-difference-between-soap-rest)
 - [@article@SOAP Web Services Tutorial for Beginners](https://www.guru99.com/soap-simple-object-access-protocol.html)
 - [@video@REST vs SOAP](https://www.youtube.com/watch?v=_fq8Ye8kodA)
 - [@video@SOAP vs REST vs GraphQL vs gRPC](https://www.youtube.com/watch?v=4vLxWqE94l4)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@official@SQLite](https://www.sqlite.org/index.html)
 - [@article@SQLite Tutorial](https://www.sqlitetutorial.net/)
- [@video@SQLite Introduction](https://www.youtube.com/watch?v=8Xyn8R9eKB8)
- [@feed@Explore top posts about SQLite](https://app.daily.dev/tags/sqlite?ref=roadmapsh)
+- [@video@SQLite Introduction](https://www.youtube.com/watch?v=8Xyn8R9eKB8)
@@ -1,8 +1,6 @@
 # Streamed Responses

-Streamed and unstreamed responses describe how an AI agent sends its answer to the user. With a streamed response, the agent starts sending words as soon as it generates them. The user sees the text grow on the screen in real time. This feels fast and lets the user stop or change the request early. It is useful for long answers and chat-like apps.
-
-An unstreamed response waits until the whole answer is ready, then sends it all at once. This makes the code on the client side simpler and is easier to cache or log, but the user must wait longer, especially for big outputs. Choosing between the two depends on the need for speed, the length of the answer, and how complex you want the client and server to be.
+Streamed and unstreamed responses describe how an AI agent sends its answer to the user. With a streamed response, the agent starts sending words as soon as it generates them. The user sees the text grow on the screen in real time. An unstreamed response waits until the whole answer is ready, then sends it all at once. This makes the code on the client side simpler and is easier to cache or log, but the user must wait longer, especially for big outputs.

 Visit the following resources to learn more:

@@ -5,5 +5,4 @@ Telemetry automates collection, transmission, and analysis of data from distribu
 Visit the following resources to learn more:

 - [@course@OpenTelemetry Course - Understand Software Performance](https://www.youtube.com/watch?v=r8UvWSX3KA8)
- [@article@What is telemetry and how does it work?](https://www.techtarget.com/whatis/definition/telemetry)
- [@feed@daily.dev OpenTelemetry feed](https://app.daily.dev/tags/opentelemetry)
+- [@article@What is telemetry and how does it work?](https://www.techtarget.com/whatis/definition/telemetry)
@@ -6,5 +6,4 @@ Visit the following resources to learn more:

 - [@article@Token Based Authentication](https://roadmap.sh/guides/token-authentication)
 - [@article@What Is Token-Based Authentication?](https://www.okta.com/identity-101/what-is-token-based-authentication/)
- [@video@Why is JWT popular?](https://www.youtube.com/watch?v=P2CPd9ynFLg)
- [@feed@Explore top posts about Authentication](https://app.daily.dev/tags/authentication?ref=roadmapsh)
+- [@video@Why is JWT popular?](https://www.youtube.com/watch?v=P2CPd9ynFLg)
@@ -4,10 +4,7 @@ Database transactions are series of operations executed as atomic units to ensur

 Visit the following resources to learn more:

- [@official@PostgreSQL Transaction Isolation Documentation](https://www.postgresql.org/docs/current/transaction-iso.html)
 - [@article@What are Transactions?](https://fauna.com/blog/database-transaction)
 - [@article@SQL Transactions Tutorial](https://www.sqlservertutorial.net/sql-server-basics/sql-server-transaction/)
- [@article@How does a Relational Database work?](https://vladmihalcea.com/how-does-a-relational-database-work/)
 - [@video@What is a Database transaction?](https://www.youtube.com/watch?v=wHUOeXbZCYA)
- [@video@ACID Properties in Databases With Examples](https://www.youtube.com/watch?v=GAe5oB742dw)
- [@video@Database Transactions and ACID Properties](https://www.youtube.com/watch?v=AcqtAEzuoj0)
+- [@video@ACID Properties in Databases With Examples](https://www.youtube.com/watch?v=GAe5oB742dw)
@@ -6,8 +6,5 @@ Visit the following resources to learn more:

 - [@official@Jest - JavaScript Testing Framework](https://jestjs.io/docs/getting-started)
 - [@opensource@JavaScript Testing Best Practices](https://github.com/goldbergyoni/javascript-testing-best-practices)
- [@article@Unit Testing](https://en.wikipedia.org/wiki/Unit_testing)
 - [@article@What is Unit Testing?](https://www.guru99.com/unit-testing-guide.html)
- [@video@JavaScript Unit Testing with Jest - Full Course](https://www.youtube.com/watch?v=IPiUDhwnZxA)
- [@video@What is Unit Testing?](https://youtu.be/x95ez7_V7rA?si=JhCVhcEN7zZOkxdp)
- [@feed@Explore top posts about Testing](https://app.daily.dev/tags/testing?ref=roadmapsh)
+- [@video@What is Unit Testing?](https://youtu.be/x95ez7_V7rA?si=JhCVhcEN7zZOkxdp)