docs: add some new links

Author: mehdihadeli

docs/ai/ai.md

@@ -1,22 +1,24 @@
 # AI
 
 ## Resources
+
+- [microsoft/generative-ai-for-beginners](https://github.com/microsoft/generative-ai-for-beginners/) ⭐ - 21 Lessons, Get Started Building with Generative AI
+- [microsoft/ai-agents-for-beginners](https://github.com/microsoft/ai-agents-for-beginners) ⭐ - 11 Lessons to Get Started Building AI Agents
 - [Hannibal046/Awesome-LLM](https://github.com/Hannibal046/Awesome-LLM) - Awesome-LLM: a curated list of Large Language Model
 - [josephmisiti/awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning) - A curated list of awesome Machine Learning frameworks, libraries and software.
 - [dair-ai/ML-YouTube-Courses](https://github.com/dair-ai/ML-YouTube-Courses) - Discover the latest machine learning / AI courses on YouTube.
-- [microsoft/generative-ai-for-beginners](https://github.com/microsoft/generative-ai-for-beginners) - 12 Lessons, Get Started Building with Generative AI 
 - [louisfb01/start-machine-learning](https://github.com/louisfb01/start-machine-learning) - A complete guide to start and improve in machine learning
 - [HuangOwen/Awesome-LLM-Compression](https://github.com/HuangOwen/Awesome-LLM-Compression) - Awesome LLM compression research papers and tools.
 - [louisfb01/start-llms](https://github.com/louisfb01/start-llms) - A complete guide to start and improve your LLM skills
-- [mlabonne/llm-course](https://github.com/mlabonne/llm-course) - Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
+- [mlabonne/llm-course](https://github.com/mlabonne/llm-course) ⭐ - Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
 - [geffzhang/awesome-semantickernel](https://github.com/geffzhang/awesome-semantickernel) - Awesome list of tools and projects with the awesome semantic kernel framework
 - [jmatthiesen/dotnet-ai-resources](https://github.com/jmatthiesen/dotnet-ai-resources) - A collection of resources available to .NET developers working with AI
-- [dair-ai/Prompt-Engineering-Guide](https://github.com/dair-ai/Prompt-Engineering-Guide) - Guides, papers, lecture, notebooks and resources for prompt engineering
 - [LLM University](https://cohere.com/llmu)
 - [e2b-dev/awesome-ai-agents](https://github.com/e2b-dev/awesome-ai-agents) - A list of AI autonomous agents
-- [Hugging Face Learn](https://huggingface.co/learn)
+- [Hugging Face Learn](https://huggingface.co/learn) ⭐
 
 ## Articles
+
 - [Reviewing GitHub Copilot by Building a Deck of Cards](https://programmingpercy.tech/blog/reviewing-github-copilot-by-building-deck-of-cards/)
 - [ChatGPT Might Make Developers Unemployed In A Few Years](https://programmingpercy.tech/blog/chatgpt-might-make-developers-unemployed-in-years/)
 - [GPT4All: Running an Open-source ChatGPT Clone on Your Laptop](https://betterprogramming.pub/gpt4all-running-an-open-source-chatgpt-clone-on-your-laptop-71ebe8600c71)
@@ -28,26 +30,28 @@
 - [GitHub Models and .NET: Building Generative AI apps for engineers](https://devblogs.microsoft.com/dotnet/using-github-models-and-dotnet-to-build-generative-ai-apps/)
 
 ## 📺 Videos
+
 - [ChatGPT Might Make Developers Unemployed In A Few Years](https://www.youtube.com/watch?v=C6tRcvY5xZg)
 - [Auto-GPT Tutorial - Create Your Personal AI Assistant](https://www.youtube.com/watch?v=jn8n212l3PQ)
 - [Create a Large Language Model from Scratch with Python – Tutorial](https://www.youtube.com/watch?v=UU1WVnMk4E8)
 - [Intro to Large Language Models](https://www.youtube.com/watch?v=zjkBMFhNj_g) ⭐
 - [.NET AI Community Standup - Phi-3 & C#](https://www.youtube.com/watch?v=fbojvzHGtkM)
 - [Getting Started With Hugging Face in 15 Minutes | Transformers, Pipeline, Tokenizer, Models](https://www.youtube.com/watch?v=QEaBAZQCtwE)
+- [How Microsoft Developers Use AI in Real-World Coding](https://youtu.be/gieL0bxyTUU)
 
 ## Courses
+
 - [Huggingface Courses](https://huggingface.co/learn)
 - [ChatGPT Prompt Engineering for Developers](https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/)
 
 ## Libraries
+
 - [nomic-ai/gpt4all](https://github.com/nomic-ai/gpt4all) - gpt4all: a chatbot trained on a massive collection of clean assistant data including code, stories and dialogue
 - [Torantulino/Auto-GPT](https://github.com/Torantulino/Auto-GPT) - An experimental open-source attempt to make GPT-4 fully autonomous.
 - [microsoft/DeepSpeed](https://github.com/microsoft/DeepSpeed) - DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
-- [cfortuner/promptable](https://github.com/cfortuner/promptable) - Build LLM apps in Typescript/Javascript.
 - [lm-sys/FastChat](https://github.com/lm-sys/FastChat) - The release repo for "Vicuna: An Open Chatbot Impressing GPT-4"
 - [karpathy/nanoGPT](https://github.com/karpathy/nanoGPT) - The simplest, fastest repository for training/finetuning medium-sized GPTs.
 - [Significant-Gravitas/Auto-GPT-Plugins](https://github.com/Significant-Gravitas/Auto-GPT-Plugins) - Plugins for Auto-GPT
-- [alaeddine-13/thinkgpt](https://github.com/alaeddine-13/thinkgpt) 
 - [LAION-AI/Open-Assistant](https://github.com/LAION-AI/Open-Assistant) - OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.
 - [go-skynet/LocalAI](https://github.com/go-skynet/LocalAI) - Self-hosted, community-driven, local OpenAI-compatible API. Drop-in replacement for OpenAI running LLMs on consumer-grade hardware. No GPU required
 - [SciSharp/LLamaSharp](https://github.com/SciSharp/LLamaSharp) - C#/.NET binding of llama.cpp, including LLaMa/GPT model inference and quantization, ASP.NET core integration and UI.
@@ -66,11 +70,8 @@
 - [chroma-core/chroma](https://github.com/chroma-core/chroma) - the AI-native open-source embedding database
 - [microsoft/azurechatgpt](https://github.com/microsoft/azurechatgpt) - Azure ChatGPT: Private & secure ChatGPT for internal enterprise use
 - [StanGirard/quivr](https://github.com/StanGirard/quivr) - Your Second Brain supercharged by Generative AI Dump all your files and chat with your personal assistant on your files & more using GPT 3.5/4, Private, Anthropic, VertexAI, LLMs...
-- [karpathy/llama2.c](https://github.com/karpathy/llama2.c) - Inference Llama 2 in one file of pure C
-- [SciSharp/BotSharp](https://github.com/SciSharp/BotSharp) - The LLM Powered Chatbot Framework in .NET
 - [oobabooga/text-generation-webui](https://github.com/oobabooga/text-generation-webui) - A Gradio web UI for Large Language Models. Supports transformers, GPTQ, llama.cpp (ggml/gguf), Llama models
 - [jmorganca/ollama](https://github.com/jmorganca/ollama) ⭐ - Get up and running with Llama 2 and other large language models locally
-- [trholding/llama2.c](https://github.com/trholding/llama2.c) - About Llama 2 Everywhere (L2E)
 - [xtekky/gpt4free](https://github.com/xtekky/gpt4free) - The official gpt4free repository | various collection of powerful language models
 - [RayVentura/ShortGPT](https://github.com/RayVentura/ShortGPT) - ShortGPT - Experimental AI framework for automated short/video content creation.
 - [LAION-AI/Open-Assistant](https://github.com/LAION-AI/Open-Assistant) - OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.
@@ -87,7 +88,7 @@
 - [microsoft/kernel-memory](https://github.com/microsoft/kernel-memory) - RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns
 - [unslothai/unsloth](https://github.com/unslothai/unsloth) - Finetune Llama 3.1, Mistral, Phi & Gemma LLMs 2-5x faster with 80% less memory
 - [meta-llama/codellama](https://github.com/meta-llama/codellama) - Inference code for CodeLlama models
-DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence
+  DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence
 - [deepseek-ai/DeepSeek-Coder-V2](https://github.com/deepseek-ai/DeepSeek-Coder-V2) - DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence
 - [UKPLab/sentence-transformers](https://github.com/UKPLab/sentence-transformers) - State-of-the-Art Text Embeddings
 - [SciSharp/TensorFlow.NET](https://github.com/SciSharp/TensorFlow.NET) - .NET Standard bindings for Google's TensorFlow for developing, training and deploying Machine Learning models in C# and F#.
@@ -98,6 +99,7 @@ DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intellig
 - [microsoft/markitdown](https://github.com/microsoft/markitdown) - Python tool for converting files and office documents to Markdown.
 
 ## Tools
+
 - [zed-industries/zed](https://github.com/zed-industries/zed) - Code at the speed of thought – Zed is a high-performance, multiplayer code editor from the creators of Atom and Tree-sitter.
 - [saoudrizwan/claude-dev](https://github.com/saoudrizwan/claude-dev) - Autonomous coding agent right in your IDE, capable of creating/editing files, executing commands, and more with your permission every step of the way.
 - [meltylabs/melty](https://github.com/meltylabs/melty) - Chat first code editor. To download the packaged app:
@@ -111,21 +113,21 @@ DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intellig
 - [Pythagora-io/gpt-pilot](https://github.com/Pythagora-io/gpt-pilot) - The first real AI developer
 - [microsoft/chat-copilot](https://github.com/microsoft/chat-copilot)
 - [All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands) - OpenHands: Code Less, Make More
-- [Doriandarko/o1-engineer](https://github.com/Doriandarko/o1-engineer) - o1-engineer is a command-line tool designed to assist developers in managing and interacting with their projects efficiently. 
+- [Doriandarko/o1-engineer](https://github.com/Doriandarko/o1-engineer) - o1-engineer is a command-line tool designed to assist developers in managing and interacting with their projects efficiently.
 - [Doriandarko/claude-engineer](https://github.com/Doriandarko/claude-engineer) - Claude Engineer is an interactive command-line interface (CLI) that leverages the power of Anthropic's Claude-3.5-Sonnet model to assist with software development tasks.
-- [Doriandarko/RepoToTextForLLMs](https://github.com/Doriandarko/RepoToTextForLLMs) - Automate the analysis of GitHub repositories for LLMs with RepoToTextForLLMs. 
+- [Doriandarko/RepoToTextForLLMs](https://github.com/Doriandarko/RepoToTextForLLMs) - Automate the analysis of GitHub repositories for LLMs with RepoToTextForLLMs.
 - [carlrobertoh/CodeGPT](https://github.com/carlrobertoh/CodeGPT) - The leading open-source AI copilot for JetBrains. Connect to any model in any environment, and customize your coding experience in any way you like.
 - [plandex-ai/plandex](https://github.com/plandex-ai/plandex) - AI driven development in your terminal. Designed for large, real-world tasks.
 - [sourcegraph/cody](https://github.com/sourcegraph/cody) - Type less, code more: Cody is an AI code assistant that uses advanced search and codebase context to help you write and fix code.
 
 ## Samples
+
 - [Azure-Samples/openai-dotnet-samples](https://github.com/Azure-Samples/openai-dotnet-samples)
 - [dotnet/ai-samples](https://github.com/dotnet/ai-samples)
-- [microsoft/generative-ai-for-beginners](https://github.com/microsoft/generative-ai-for-beginners/) - 21 Lessons, Get Started Building with Generative AI 🔗
-- [microsoft/ai-agents-for-beginners](https://github.com/microsoft/ai-agents-for-beginners) - 10 Lessons to Get Started Building AI Agents
 
 ## Books
+
 - [Building LLMs for Production: Enhancing LLM Abilities and Reliability with Prompting, Fine-Tuning, and RAG](https://www.amazon.com/Building-LLMs-Production-Reliability-Fine-Tuning/dp/B0D4FFPFW8)
 - [Super Study Guide: Transformers & Large Language Models](https://www.amazon.com/dp/B0DC4NYLTN/)
 - [Hands-On Large Language Models](https://www.oreilly.com/library/view/hands-on-large-language/9781098150952/)
-- [LLM Engineer's Handbook: Master the art of engineering large language models from concept to production](https://www.amazon.com/LLM-Engineers-Handbook-engineering-production/dp/1836200072/)
+- [LLM Engineer's Handbook: Master the art of engineering large language models from concept to production](https://www.amazon.com/LLM-Engineers-Handbook-engineering-production/dp/1836200072/)

docs/ai/mcp.md

@@ -1,4 +1,8 @@
 # Model Context Protocol (MCP)
 
+## Resources
+- [microsoft/mcp/Resources](https://github.com/microsoft/mcp/tree/main/Resources) - MCP Resources
+- [microsoft/mcp-for-beginners](https://github.com/microsoft/mcp-for-beginners) - This open-source curriculum is designed to teach the concepts and fundamentals of the Model Context Protocol (MCP), with practical examples in .NET, Java, TypeScript, JavaScript and Python.
+
 ## Articles
 - [Integrating Model Context Protocol Tools with Semantic Kernel: A Step-by-Step Guide](https://devblogs.microsoft.com/semantic-kernel/integrating-model-context-protocol-tools-with-semantic-kernel-a-step-by-step-guide/)

docs/ai/prompt-engineering.md

@@ -0,0 +1,5 @@
+# Prompt Engineering
+
+## Resources
+- [dair-ai/Prompt-Engineering-Guide](https://github.com/dair-ai/Prompt-Engineering-Guide) - Guides, papers, lecture, notebooks and resources for prompt engineering
+- [NirDiamant/Prompt_Engineering](https://github.com/NirDiamant/Prompt_Engineering) - This repository offers a comprehensive collection of tutorials and implementations for Prompt Engineering techniques, ranging from fundamental concepts to advanced strategies. 

docs/ai/semantic-kernel.md

@@ -1,4 +1,4 @@
-# Semantic Kernel
+# Semantic Kernel & .NET AI
 
 ## Resources
 - [Semantic Kernel documentation](https://learn.microsoft.com/en-us/semantic-kernel/)
@@ -13,6 +13,10 @@
 - [Using Semantic Kernel with Dependency Injection](https://devblogs.microsoft.com/semantic-kernel/using-semantic-kernel-with-dependency-injection/)
 - [Observability in Semantic Kernel](https://devblogs.microsoft.com/semantic-kernel/observability-in-semantic-kernel/)
 - [Integrating Model Context Protocol Tools with Semantic Kernel: A Step-by-Step Guide](https://devblogs.microsoft.com/semantic-kernel/integrating-model-context-protocol-tools-with-semantic-kernel-a-step-by-step-guide/)
+- [Introducing Microsoft.Extensions.AI Preview – Unified AI Building Blocks for .NET](https://devblogs.microsoft.com/dotnet/introducing-microsoft-extensions-ai-preview/)
+- [Introducing Microsoft.Extensions.VectorData Preview](https://devblogs.microsoft.com/dotnet/introducing-microsoft-extensions-vector-data/)
+- [.NET AI Template Now Available in Preview](https://devblogs.microsoft.com/dotnet/announcing-dotnet-ai-template-preview1/)
+- [Preview 2 of the .NET AI Template Now Available](https://devblogs.microsoft.com/dotnet/announcing-dotnet-ai-template-preview2/)
 
 ## Libraries
 - [microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) - Integrate cutting-edge LLM technology quickly and easily into your apps

docs/cloud-design-patterns/bff.md

@@ -5,26 +5,21 @@
 - [The BFF Pattern (Backend for Frontend): An Introduction](https://blog.bitsrc.io/bff-pattern-backend-for-frontend-an-introduction-e4fa965128bf)
 - [SHARING DATA BETWEEN MODULES IN MODULAR MONOLITH](https://dev.to/lukaszreszke/sharing-data-between-modules-in-modular-monolith-50on)
 - [Pattern: Backends For Frontends](https://samnewman.io/patterns/architectural/bff/)
-- [React UI with .NET Core BFF deployed at GCP AppEngine](https://medium.com/@op.tuuttila/react-ui-with-net-core-bff-deployed-at-gcp-appengine-715cfab2a4e4)
-- [Episode 020 - The backend for frontend and the HttpClient - ASP.NET Core: From 0 to overkill](https://blog.codingmilitia.com/2019/05/05/aspnet-020-from-zero-to-overkill-backend-for-frontend-httpclient/)
-- [Episode 029 - Simplifying the BFF with ProxyKit - ASP.NET Core: From 0 to overkill](https://blog.codingmilitia.com/2019/09/11/aspnet-029-from-zero-to-overkill-simplifying-the-bff-with-proxykit/)
 - [Backends for Frontends Pattern — BFF](https://medium.com/design-microservices-architecture-with-patterns/backends-for-frontends-pattern-bff-7ccd9182c6a1)
 - [Web App Security, Understanding the Meaning of the BFF Pattern](https://dev.to/damikun/web-app-security-understanding-the-meaning-of-the-bff-pattern-i85)
 - [Scaffold a Duende BFF with React and Vite into Any .NET 6 Project](https://wrapt.dev/blog/scaffolding-duende-bff-with-react)
 - [Using Duende BFF with React](https://wrapt.dev/blog/using-duende-bff-with-react)
 - [Creating a Standalone Duende BFF for any SPA](https://wrapt.dev/blog/standalone-duende-bff-for-any-spa)
 - [Let's make our SPA more secure by setting up a .NET BFF with Duende and Auth0](https://timdeschryver.dev/blog/lets-make-our-spa-more-secure-by-setting-up-a-net-bff-with-duende-and-auth0)
 - [OAuth 2.0 Security Best Current Practice](https://datatracker.ietf.org/doc/html/draft-ietf-oauth-security-topics)
-- [Microsoft Design Patterns: Backends for Frontends pattern](https://learn.microsoft.com/en-us/azure/architecture/patterns/backends-for-frontends?WT.mc_id=DT-MVP-5004452)
 - [Duende docs: BFF Security Framework](https://docs.duendesoftware.com/identityserver/v6/bff/overview/)
 - [Comparing the backend for frontend (BFF) security architecture with an SPA UI using a public API by Damien Bowden (damienbod)](https://damienbod.com/2022/01/10/comparing-the-backend-for-frontend-bff-security-architecture-with-an-spa-ui-using-a-public-api/)
-- [From the Implicit flow to PKCE: A look at OAuth 2.0 in SPAs by Dr. Philippe De Ryck](https://pragmaticwebsecurity.com/articles/oauthoidc/from-implicit-to-pkce.html)
-- [Auth0 Docs: Authorization Code Flow with Proof Key for Code Exchange (PKCE)](https://auth0.com/docs/get-started/authentication-and-authorization-flow/authorization-code-flow-with-proof-key-for-code-exchange-pkce)
 - [Let's make our SPA more secure by consuming a Duende BFF with Angular](https://timdeschryver.dev/blog/lets-make-our-spa-more-secure-by-consuming-a-duende-bff-with-angular)
 - [A Deep Dive into the Back-End for Front-End Pattern](https://www.codemag.com/Article/2203081/A-Deep-Dive-into-the-Back-End-for-Front-End-Pattern)
 - [The Backend for Frontend Pattern](https://auth0.com/blog/the-backend-for-frontend-pattern-bff/)
 - [Implement a secure web application using nx Standalone Angular and an ASP.NET Core server](https://damienbod.com/2023/09/11/implement-a-secure-web-application-using-nx-standalone-angular-and-an-asp-net-core-server/)
 - [BFF secured ASP.NET Core application using downstream API and an OAuth client credentials JWT](https://damienbod.com/2024/04/08/bff-secured-asp-net-core-application-using-downstream-api-and-an-oauth-client-credentials-jwt/)
+- [Using YARP as BFF within .NET Aspire: Integrating YARP into .NET Aspire](https://timdeschryver.dev/blog/integrating-yarp-within-dotnet-aspire)
 
 ## 📺 Videos
 - [JetBrains webinar with Dominick Baier: Securing SPAs and Blazor Applications using the BFF (Backend for Frontend) Pattern](https://www.youtube.com/watch?v=DdNssiaIY_Q)

docs/distributed-locking.md

@@ -1,6 +1,6 @@
 # Distributed Locking
 
-### 📕Articles
+## 📕Articles
 - [Distributed Locks with Redis](https://redis.io/docs/reference/patterns/distributed-locks/)
 - [Implementing Redlock on Redis for distributed locks](https://levelup.gitconnected.com/implementing-redlock-on-redis-for-distributed-locks-a3cfe60d4ea4)
 - [How to do distributed locking](https://martin.kleppmann.com/2016/02/08/how-to-do-distributed-locking.html)
@@ -9,6 +9,7 @@
 - [Control concurrency for shared resources in distributed systems with DLM (Distributed Lock Manager)](https://m-qafouri.medium.com/serialize-access-to-a-shared-resource-in-distributed-systems-with-dlm-distributed-lock-manager-5abf5e393e15)
 - [Solving Concurrency in Event-Driven Microservices](https://itnext.io/solving-concurrency-in-event-driven-microservices-79bbc13b597c)
 - [Distributed Locks with Redis](https://redis.io/docs/manual/patterns/distributed-locks/)
+- [Distributed Locking: A Practical Guide](https://www.architecture-weekly.com/p/distributed-locking-a-practical-guide)
 
 ## 📦 Libraries
 - [kidfashion/redlock-cs](https://github.com/kidfashion/redlock-cs) - Distributed lock with Redis and C# (based on http://redis.io/topics/distlock)