diff --git a/docs/about-deepak-sood/ideas/creating-a-business-startup.md b/docs/about-deepak-sood/ideas/creating-a-business-startup.md
index 1949e9b0ef2..9a014a9cc2d 100755
--- a/docs/about-deepak-sood/ideas/creating-a-business-startup.md
+++ b/docs/about-deepak-sood/ideas/creating-a-business-startup.md
@@ -326,3 +326,4 @@ Discovery commerce is the equivalent of 'I'm feeling lucky' in Google searches.
 - [Business Building Masterclass - Idea to Product ✈️ - YouTube](https://www.youtube.com/watch?v=juZmbYfGmiU&ab_channel=LabourLawAdvisor)
 - [How To Start A Dev Tools Company | Startup School - YouTube](https://www.youtube.com/watch?v=z1aKRhRnVNk)
 - [Make ₹50 Lakhs in 50 Days | E-Commerce/Business Masterclass - YouTube](https://www.youtube.com/watch?v=N3rZ6glHKTQ)
+- [How Do Indian Founders make 100 Crores Selling Their Companies? - YouTube](https://www.youtube.com/watch?v=zrq7kczXpXQ)
diff --git a/docs/about-deepak-sood/ideas/education.md b/docs/about-deepak-sood/ideas/education.md
index d750a9c17a8..06f7a366ef1 100755
--- a/docs/about-deepak-sood/ideas/education.md
+++ b/docs/about-deepak-sood/ideas/education.md
@@ -232,6 +232,8 @@ Just add a module of UPSC in khan academy. It has everything.
 
 ## Best Education System in the World
 
+[Which country has the best education in the world? - The Global Story podcast, BBC World Service - YouTube](https://www.youtube.com/watch?v=liyn5xWvx44)
+
 [Which country's primary education model is the best? - Quora](https://www.quora.com/Which-countrys-primary-education-model-is-the-best)
 
 1. Finland:
@@ -277,3 +279,4 @@ Just add a module of UPSC in khan academy. It has everything.
 - [He's helped THOUSANDS of people learn to code \[Leon Noel of #100devs on freeCodeCamp Podcast #117\] - YouTube](https://www.youtube.com/watch?v=KYAakLooVuE&ab_channel=freeCodeCamp.org)
 - [The flawed history of testing — and how we move beyond it - YouTube](https://www.youtube.com/watch?v=sdZLz2t7U4Q)
 - Liberated Podcast - [LiberatED with Kerry McDonald - YouTube](https://www.youtube.com/@liberatedpodcast)
+- [1 million students have ditched traditional classrooms. Here’s where they’re going instead - YouTube](https://www.youtube.com/watch?v=aMCwW6aTwpw)
diff --git a/docs/about-deepak-sood/ideas/improvements-feedbacks.md b/docs/about-deepak-sood/ideas/improvements-feedbacks.md
index f8414b2103b..909dd5f9454 100755
--- a/docs/about-deepak-sood/ideas/improvements-feedbacks.md
+++ b/docs/about-deepak-sood/ideas/improvements-feedbacks.md
@@ -29,6 +29,7 @@ Ex
 
 - No notes on videos
 - Videos should be like books, where one can annotate, add notes, search, arrange, etc. that you can do with books.
+- [I Redesigned the ENTIRE YouTube UI from Scratch - YouTube](https://www.youtube.com/watch?v=OUM6XmhViN4)
 
 ### Google Search
 
diff --git a/docs/about-deepak-sood/ideas/thoughts-future-ideas-vision-prediction.md b/docs/about-deepak-sood/ideas/thoughts-future-ideas-vision-prediction.md
index fefabcfec05..6b29d404512 100755
--- a/docs/about-deepak-sood/ideas/thoughts-future-ideas-vision-prediction.md
+++ b/docs/about-deepak-sood/ideas/thoughts-future-ideas-vision-prediction.md
@@ -36,6 +36,11 @@ What they have done essentially is to develop a type of semiconductor device cal
 
 [(PDF) Linear, symmetric, self-selecting 14-bit molecular memristors](https://www.researchgate.net/publication/377744243_Linear_symmetric_self-selecting_14-bit_molecular_memristors)
 
+#### Links
+
+- [2024's Biggest Breakthroughs in Math - YouTube](https://www.youtube.com/watch?v=lwVSeXswWZY)
+- [2024's Biggest Breakthroughs in Biology and Neuroscience - YouTube](https://www.youtube.com/watch?v=p9XHI_26cPE)
+
 ## Thoughts
 
 We are highly unqualified to speak anything about anything that we are not working in, therefore we should speak about facts rather than opinions
diff --git a/docs/ai/libraries/mlops-model-deployment.md b/docs/ai/libraries/mlops-model-deployment.md
index 8c9a735a556..5351fe490ba 100755
--- a/docs/ai/libraries/mlops-model-deployment.md
+++ b/docs/ai/libraries/mlops-model-deployment.md
@@ -157,3 +157,7 @@ https://www.seldon.io
 - [AWS re:Invent 2023 - Introduction to MLOps engineering on AWS (TNC215) - YouTube](https://www.youtube.com/watch?v=2kzJPhgDkDE)
 - [AWS re:Invent 2023 - Zero to machine learning: Jump-start your data-driven journey (SMB204) - YouTube](https://www.youtube.com/watch?v=-CSrOKo8Qgs)
 - [Step-by-Step Guide to Deploying ML Models with Docker](https://www.kdnuggets.com/step-by-step-guide-to-deploying-ml-models-with-docker)
+- [End-to-End Machine Learning Project – AI, MLOps - YouTube](https://www.youtube.com/watch?v=o6vbe5G7xNo)
+	- ZenML
+	- MLflow
+-
diff --git a/docs/ai/llm/design-patterns.md b/docs/ai/llm/design-patterns.md
index 869f7bdec2a..c1bd216b09f 100644
--- a/docs/ai/llm/design-patterns.md
+++ b/docs/ai/llm/design-patterns.md
@@ -24,10 +24,18 @@ One of the biggest questions around in-context learning is: What happens if we j
 
 [Exploring real-time streaming for generative AI Applications | AWS Big Data Blog](https://aws.amazon.com/blogs/big-data/exploring-real-time-streaming-for-generative-ai-applications/)
 
-## Links
+## LoRA (Low Rank Adaptation)
 
 - [Mastering Low-Rank Adaptation (LoRA): Enhancing Large Language Models for Efficient Adaptation | DataCamp](https://www.datacamp.com/tutorial/mastering-low-rank-adaptation-lora-enhancing-large-language-models-for-efficient-adaptation)
 - [LoRA](https://huggingface.co/docs/diffusers/main/en/training/lora)
 - [GitHub - microsoft/LoRA: Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"](https://github.com/microsoft/LoRA)
+- [LoRA - Explained! - YouTube](https://www.youtube.com/watch?v=Bq9zqTJDsjg)
+
+## HSNW (Hierarchical Navigable Small Worlds)
+
+[System Design of ChatGPT | Mock interview @gkcs - YouTube](https://www.youtube.com/watch?v=H9Qdm8_JBAs)
+
+## Links
+
 - [AWS re:Invent 2023 - Generative AI: Architectures and applications in depth (BOA308) - YouTube](https://www.youtube.com/watch?v=aEA6X_IElpc)
 - [AWS re:Invent 2023 - SaaS meets AI/ML & generative AI: Multi-tenant patterns & strategies (SAS306) - YouTube](https://www.youtube.com/watch?v=oBhP44wowoY)
diff --git a/docs/ai/llm/intro.md b/docs/ai/llm/intro.md
index dd4ce71354c..1ed49a695eb 100644
--- a/docs/ai/llm/intro.md
+++ b/docs/ai/llm/intro.md
@@ -83,3 +83,4 @@ The architecture is a standard [transformer network](https://en.wikipedia.org/wi
 - [Introduction to Large Language Models - YouTube](https://www.youtube.com/watch?v=RBzXsQHjptQ)
 - [Welcome to State of AI Report 2024](https://www.stateof.ai/2024-report-launch)
 - [How Much Trust Do You Have with LLM-Based Solutions? • Matthew Salmon • GOTO 2024 - YouTube](https://www.youtube.com/watch?v=uMhmvba7Z3I)
+- [Building LLMs from the Ground Up: A 3-hour Coding Workshop - YouTube](https://www.youtube.com/watch?v=quh7z1q7-uc)
diff --git a/docs/ai/llm/llm-tuning.md b/docs/ai/llm/llm-tuning.md
index 92566ba69d3..509ae267b72 100644
--- a/docs/ai/llm/llm-tuning.md
+++ b/docs/ai/llm/llm-tuning.md
@@ -15,6 +15,7 @@ Supervised fine-tuning means updating a pre-trained language model using labeled
 - Instruction fine-tuning
 - Full fine-tuning
 - Parameter-efficient fine-tuning (PEFT)
+	- [LLM (Parameter Efficient) Fine Tuning - Explained! - YouTube](https://www.youtube.com/watch?v=HcVtpLAGMXo)
 
 ## Links
 
diff --git a/docs/book-summaries/atomic-habits.md b/docs/book-summaries/atomic-habits.md
index a516948b4d7..d357bdd7bae 100755
--- a/docs/book-summaries/atomic-habits.md
+++ b/docs/book-summaries/atomic-habits.md
@@ -28,3 +28,7 @@ Introduces a clear plan of action, setting out when and where you'll carry out t
     - **Habit contract** - that imposes negative consequences if you fail to stay on track
 - **Habit stacking** can be used to introduce new behaviors
     - stack new habit on top of an existing habit
+
+## Links
+
+- [ATOMIC HABITS by James Clear Audiobook | Book Summary in English - YouTube](https://www.youtube.com/watch?v=vicGUErRBwI)
diff --git a/docs/book-summaries/others.md b/docs/book-summaries/others.md
index 327f8df030d..08ddce6e021 100755
--- a/docs/book-summaries/others.md
+++ b/docs/book-summaries/others.md
@@ -27,6 +27,8 @@
 - [THE ALGEBRA OF WEALTH by Scott Galloway | Core Message - YouTube](https://www.youtube.com/watch?v=XUs4nTC0oOY&ab_channel=ProductivityGame)
 - [THE INTELLIGENT INVESTOR by Benjamin Graham | Core Message - YouTube](https://www.youtube.com/watch?v=eT2DA389c8w)
 - [Bruce Lee Wisdom: BE WATER, MY FRIEND by Shannon Lee | Core Message - YouTube](https://www.youtube.com/watch?v=dkpQGQcbOc0)
+- [GRIT by Angela Duckworth | Core Message (Revised & Expanded) - YouTube](https://www.youtube.com/watch?v=XZOX6XrgfD4)
+- [100 THINGS SUCCESSFUL PEOPLE DO by Nigel Cumberland Audiobook | Book Summary in English - YouTube](https://www.youtube.com/watch?v=F2Qxkw9DgEs)
 
 ### [Learn to lead: THE 21 IRREFUTABLE LAWS OF LEADERSHIP by John Maxwell | Core Message - YouTube](https://www.youtube.com/watch?v=QQhdiktL99w)
 
diff --git a/docs/cloud/aws/compute/readme.md b/docs/cloud/aws/compute/readme.md
index d88b4cf8f9d..c747643f03a 100755
--- a/docs/cloud/aws/compute/readme.md
+++ b/docs/cloud/aws/compute/readme.md
@@ -4,7 +4,7 @@
 - [EC2 Instance Types](cloud/aws/compute/ec2-instance-types.md)
 - [AWS Lambda](cloud/aws/compute/aws-lambda.md)
 
-## Amazon Elagoostic Container Service
+## Amazon Elastic Container Service
 
 Run and Manage Docker Containers
 
@@ -63,6 +63,20 @@ Build a Hybrid Cloud without Custom Hardware
 
 ## [AWS Elastic Kubernetes Service (EKS)](amazon-eks)
 
+## EC2 > Networking > Elastic IP Addresses
+
+An Elastic IP address is a static IPv4 address designed for dynamic cloud computing. An Elastic IP address is associated with your AWS account. With an Elastic IP address, you can mask the failure of an instance or software by rapidly remapping the address to another instance in your account.
+
+An Elastic IP address is a public IPv4 address, which is reachable from the internet. If your instance does not have a public IPv4 address, you can associate an Elastic IP address with your instance to enable communication with the internet; for example, to connect to your instance from your local computer.
+
+https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/elastic-ip-addresses-eip.html
+
+## EC2 > Networking > ENI
+
+An elastic network interface (referred to as a*network interface*in this documentation) is a logical networking component in a VPC that represents a virtual network card.
+
+https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/using-eni.html
+
 ## Others
 
 - VirtualBox
diff --git a/docs/cloud/aws/intro.md b/docs/cloud/aws/intro.md
index df040a6bde7..a9422e2338d 100755
--- a/docs/cloud/aws/intro.md
+++ b/docs/cloud/aws/intro.md
@@ -61,3 +61,4 @@ https://www.youtube.com/watch?v=3hLmDS179YE
 - [AWS cuts database prices almost 50% and adds distributed scaling capabilities | VentureBeat](https://venturebeat.com/data-infrastructure/aws-cuts-database-prices-almost-50-and-adds-distributed-scaling-capabilities/)
 - [AWS re:Invent 2024 announcements and keynote updates](https://www.aboutamazon.com/news/aws/aws-reinvent-2024-keynote-live-news-updates)
 - [AWS re:Invent 2024 Highlights - reInvent Keynote & New Features Summarized - YouTube](https://www.youtube.com/watch?v=VVGcp_Wypuo)
+- [The AWS re:Invent CEO Keynote with Matt Garman in 10 Minutes - YouTube](https://www.youtube.com/watch?v=rQiziOkJFSg)
diff --git a/docs/cloud/aws/security-identity-compliance/iam.md b/docs/cloud/aws/security-identity-compliance/iam.md
index de984361c70..37e237dd24a 100755
--- a/docs/cloud/aws/security-identity-compliance/iam.md
+++ b/docs/cloud/aws/security-identity-compliance/iam.md
@@ -279,3 +279,5 @@ Use AWS Control Tower to set up and operate your multi-account AWS environment w
 - AWS IAM Identity Center
 
 [How to Set Up Federated Single Sign-On to AWS Using Google Apps | AWS Security Blog](https://aws.amazon.com/blogs/security/how-to-set-up-federated-single-sign-on-to-aws-using-google-apps/)
+
+[AWS Account Setup: My 10-Step Checklist After 14 Years - YouTube](https://www.youtube.com/watch?v=KmlbPpVdl-I)
diff --git a/docs/cloud/aws/storage/amazon-s3-tables.md b/docs/cloud/aws/storage/amazon-s3-tables.md
index d92e8f77712..0f80e37c043 100644
--- a/docs/cloud/aws/storage/amazon-s3-tables.md
+++ b/docs/cloud/aws/storage/amazon-s3-tables.md
@@ -70,10 +70,12 @@ AWS S3 Tables redefine how organizations manage and query Iceberg tables, combin
 
 ## Links
 
-[New Amazon S3 Tables: Storage optimized for analytics workloads | AWS News Blog](https://aws.amazon.com/blogs/aws/new-amazon-s3-tables-storage-optimized-for-analytics-workloads/)
-
-[AWS re:Invent 2024 - What’s new with Amazon S3 (STG212) - YouTube](https://youtu.be/pbsIVmWqr2M?si=UYfb1GbqHUi2b3bi)
-
-[Amazon S3 Tables](https://aws.amazon.com/s3/features/tables/)
-
-[Amazon S3 Tables: A Game Changer in Analytics and Data Lake Space - DEV Community](https://dev.to/asankab/amazon-s3-tables-a-game-changer-in-analytics-and-data-lake-space-2mjo)
+- [New Amazon S3 Tables: Storage optimized for analytics workloads | AWS News Blog](https://aws.amazon.com/blogs/aws/new-amazon-s3-tables-storage-optimized-for-analytics-workloads/)
+- [AWS re:Invent 2024 - What’s new with Amazon S3 (STG212) - YouTube](https://youtu.be/pbsIVmWqr2M?si=UYfb1GbqHUi2b3bi)
+- [Amazon S3 Tables](https://aws.amazon.com/s3/features/tables/)
+- [Amazon S3 Tables: A Game Changer in Analytics and Data Lake Space - DEV Community](https://dev.to/asankab/amazon-s3-tables-a-game-changer-in-analytics-and-data-lake-space-2mjo)
+- [How to use New Amazon S3 Metadata and Query the S3 metadata in table buckets with EMR Spark 7 5 - YouTube](https://www.youtube.com/watch?v=HvWJdq7hDzY)
+- [4-Step Guide to Create S3 Buckets & Deploy Iceberg PySpark Job with EMR 7.5 & Shell Scrip - YouTube](https://www.youtube.com/watch?v=uOO4nxiYJA4)
+- [Amazon S3 Tables - Store Tabular Data in S3 | Amazon Web Services - YouTube](https://www.youtube.com/watch?v=bLB_cl-u3jM)
+- [Amazon S3 Metadata - Accelerate Data Discovery | Amazon Web Services - YouTube](https://www.youtube.com/watch?v=pWekT7Ic6VE)
+- [Post from Soumil Shah - YouTube](https://www.youtube.com/channel/UC_eOodxvwS_H7x2uLQa-svw/community?lb=Ugkxk3cZ9CxtKYcvfdSkwwOMlHwR6KqHG68G)
diff --git a/docs/cloud/others/alibaba-cloud.md b/docs/cloud/others/alibaba-cloud.md
index 62d6f78d96c..1dbf4e43fa5 100644
--- a/docs/cloud/others/alibaba-cloud.md
+++ b/docs/cloud/others/alibaba-cloud.md
@@ -11,3 +11,11 @@ MaxCompute (previously known as ODPS) is a general purpose, fully managed, multi
 [All You Need to Know About MaxCompute | by Alibaba Cloud | Medium](https://alibaba-cloud.medium.com/all-you-need-to-know-about-maxcompute-ea5238959653)
 
 [What is MaxCompute? - MaxCompute - Alibaba Cloud Documentation Center](https://www.alibabacloud.com/help/en/maxcompute/product-overview/what-is-maxcompute)
+
+[Alibaba Cloud Open Data Platform and Service | MaxCompute - YouTube](https://www.youtube.com/watch?v=fDLTcjpfNBo)
+
+[Alibaba Cloud Open Data Platform and Service | Lakehouse of MaxCompute - YouTube](https://www.youtube.com/watch?v=8pJxr58Lpeg)
+
+## Others
+
+- [Alibaba Infrastructure Service | PANJIU Liquid Cooling Solutions - YouTube](https://www.youtube.com/watch?v=K3-jB-bqujQ)
diff --git a/docs/cloud/others/firebase/firebase-google-analytics.md b/docs/cloud/others/firebase/firebase-google-analytics.md
index b1a7824e798..b442c46c867 100755
--- a/docs/cloud/others/firebase/firebase-google-analytics.md
+++ b/docs/cloud/others/firebase/firebase-google-analytics.md
@@ -206,3 +206,7 @@ https://www.freecodecamp.org/news/how-to-use-google-tag-manager-to-maintain-goog
 ### MixPanel
 
 Mixpanel helps you learn how people use your app with mobile & web analytics. Instead of tracking page views, you can measure and see how people are actually using your app by tracking actions.
+
+## Links
+
+- [How to Build Search Terms Report in Google Analytics 4 (GA4) - YouTube](https://www.youtube.com/watch?v=6kCrLKTQzn4)
diff --git a/docs/computer-science/interview-question/system-design-google-com-into-browser-press-enter.md b/docs/computer-science/interview-question/system-design-google-com-into-browser-press-enter.md
index c4a412323b0..787521894f2 100644
--- a/docs/computer-science/interview-question/system-design-google-com-into-browser-press-enter.md
+++ b/docs/computer-science/interview-question/system-design-google-com-into-browser-press-enter.md
@@ -1,11 +1,13 @@
 # System Design - What happens when you type google.com into your browser's address box and press enter?
 
+![What happens when you type a URL into a browser?](../../media/What%20happens%20when%20you%20type%20a%20URL%20into%20a%20browser?.webp)
+
 Ever wondered what exactly happens when you type google.com into your browser's address box and press enter?
 
 - The "g" key is pressed
 - The "enter" key bottoms out
 - Interrupt fires (NOT for USB keyboards)
-- (On Windows) AWM_KEYDOWNmessage is sent to the app
+- (On Windows) AWM_KEYDOWN message is sent to the app
 - (On OS X) AKeyDownNSEvent is sent to the app
 - (On GNU/Linux) the Xorg server listens for keycodes
 - Parse URL
@@ -107,3 +109,4 @@ After rendering has completed, the browser executes JavaScript code as a result
 ## References
 
 - [GitHub - alex/what-happens-when: An attempt to answer the age old interview question "What happens when you type google.com into your browser and press enter?"](https://github.com/alex/what-happens-when)
+- [Post from ByteByteGo - YouTube](https://www.youtube.com/channel/UCZgt6AzoyjslHTC9dz0UoTw/community?lb=UgkxJDvMpF4jVEn4aKuBqgYa3mjJay5k8g7r)
diff --git a/docs/computer-science/links.md b/docs/computer-science/links.md
index c150fd8cc82..ee23109065e 100644
--- a/docs/computer-science/links.md
+++ b/docs/computer-science/links.md
@@ -1408,6 +1408,7 @@
 1404. [NVIDIA’s New AI: Training 10,000x Faster!](https://youtu.be/QCllgrnk8So)
 1405. [How the Bitcoin Protocol Actually Works • Jan Møller • YOW! 2016](https://youtu.be/8Xsut4MQYhg)
 1406. [Mini-ITX Open Chassis](https://youtu.be/MfSvYFR0jqU)
+1407. [Seagate reinvented the hard drive! - YouTube](https://www.youtube.com/watch?v=-HyR373zkX4)
 
 ## Bytebytego
 
@@ -1431,5 +1432,6 @@
 - [Netflix's Tech Stack.](http://youtube.com/post/UgkxObUeIP88QiHb9ACj8-71Os443rMVVfBn)
 - [How Do Search Engines Work?](http://youtube.com/post/Ugkxv1Gf8JJ_igJTVC15cBoFSwN81mFcBVA3)
 - [How do AirTags work?](http://youtube.com/post/Ugkx9VV-A8-DsyFebl-TxGqKzDICxvZAMCiu)
+- [What is OSI Model](https://www.youtube.com/channel/UCZgt6AzoyjslHTC9dz0UoTw/community?lb=UgkxmobHk4yoFerC9q2dM0b5QqPqzvwtdcDZ)
 
 ## End
diff --git a/docs/courses/microsoft-excel-google-sheets.md b/docs/courses/microsoft-excel-google-sheets.md
index 45715d09a52..485a915d2c0 100755
--- a/docs/courses/microsoft-excel-google-sheets.md
+++ b/docs/courses/microsoft-excel-google-sheets.md
@@ -272,8 +272,6 @@ https://365datascience.teachable.com/courses/enrolled/233558
 
 ![image](../media/Intro-to-Microsoft-Excel-Google-Sheets-image2.jpg)
 
-[Google Sheets - Full Course](https://www.youtube.com/watch?v=N2opj8XzYBY&ab_channel=freeCodeCamp.org)
-
 ## Google Drive
 
 [Set up a shared drive - Google Workspace Learning Center](https://support.google.com/a/users/answer/9310249?authuser=0)
@@ -283,3 +281,8 @@ https://365datascience.teachable.com/courses/enrolled/233558
 ## Google Doc
 
 Extension - Page Sizer
+
+## Links
+
+- [Learn Google Sheets – Full Course for Beginners - YouTube](https://www.youtube.com/watch?v=cWGQncQxaHI)
+- [Google Sheets - Full Course](https://www.youtube.com/watch?v=N2opj8XzYBY&ab_channel=freeCodeCamp.org)
diff --git a/docs/decentralized-applications/intro.md b/docs/decentralized-applications/intro.md
index 809e16fa1e1..0808ba8364d 100755
--- a/docs/decentralized-applications/intro.md
+++ b/docs/decentralized-applications/intro.md
@@ -85,3 +85,5 @@ https://hackernoon.com/crypto-baby-talk-first-50-terms-that-you-should-know-abou
 - External layer
 
 The fundamental value proposition for blockchains. - [**TheValueProp**](https://thevalueprop.io/)
+
+[Confidential Tokens? New cERC20 developed by Inco and Circle Research - YouTube](https://www.youtube.com/watch?v=soIXZNmKO28)
diff --git a/docs/devops/others/kong.md b/docs/devops/others/kong.md
index d8272f7a2b4..984b5d603c6 100755
--- a/docs/devops/others/kong.md
+++ b/docs/devops/others/kong.md
@@ -136,3 +136,4 @@ https://github.com/pantsel/konga
 - [GitHub - Kong/kong: 🦍 The Cloud-Native API Gateway and AI Gateway.](https://github.com/Kong/kong)
 - [Managing microservices and APIs with Kong and Konga | by Tselentis Panagis | Medium](https://medium.com/@tselentispanagis/managing-microservices-and-apis-with-kong-and-konga-7d14568bb59d)
 - [The Platform Powering the API World | Kong Inc.](https://konghq.com/)
+- [become an kong api gateway expert | kong api gateway full crash course - YouTube](https://www.youtube.com/watch?v=tagH5k7nBQ0)
diff --git a/docs/economics/course-investing-zerodha-varsity.md b/docs/economics/course-investing-zerodha-varsity.md
index 60a73f01ca0..647fa66fe69 100755
--- a/docs/economics/course-investing-zerodha-varsity.md
+++ b/docs/economics/course-investing-zerodha-varsity.md
@@ -143,3 +143,5 @@ https://risk.learnapp.co/quiz
 [Introducing Margin Trading Facility (MTF) on Kite – Z-Connect by Zerodha](https://zerodha.com/z-connect/featured/introducing-margin-trade-funding-mtf-on-kite)
 
 - [Understanding Margin Trading Facility (MTF) at Zerodha: A Complete Guide - YouTube](https://www.youtube.com/watch?v=AYDD5b14IUY)
+
+LAMF - [The Ultimate Guide to Loans Against Mutual Funds 🦁 Best, Quickest & Cheapest Loan - YouTube](https://www.youtube.com/watch?v=yPXAhAdf1-E)
diff --git a/docs/economics/finance-investing/industry-sectors.md b/docs/economics/finance-investing/industry-sectors.md
index 601715ad650..cf32dd7caae 100755
--- a/docs/economics/finance-investing/industry-sectors.md
+++ b/docs/economics/finance-investing/industry-sectors.md
@@ -57,3 +57,11 @@ Top 10 Pharma Companies
 - Telecommunications
 
 Airlines - [Demystifying Airline Economics: RASK, Yield, and Load Factor](https://www.linkedin.com/pulse/demystifying-airline-economics-rask-yield-load-factor-laili-abdullah/)
+
+Sectors where FIIs are Investing
+
+- IT - $653 million
+- BFSI - $296 million
+- Real Estate - $244 million
+- Pharma - $57 million
+- Chemicals - $2 million
diff --git a/docs/economics/finance-investing/portfolio-management-services-pms.md b/docs/economics/finance-investing/portfolio-management-services-pms.md
index a5a57e39dc4..c96bd6d6c2f 100644
--- a/docs/economics/finance-investing/portfolio-management-services-pms.md
+++ b/docs/economics/finance-investing/portfolio-management-services-pms.md
@@ -50,3 +50,8 @@ For instance, no scheme can allocate more than 10% of its corpus to a single com
 ### 3 Investor-Friendly Fees
 
 Unlike PMS and AIFs, which have high fees, SIFs will have a much more investor-friendly expense ratio, similar to mutual funds. Taxation rules could also be similar.
+
+## Others
+
+- Deserv
+- Marcellus
diff --git a/docs/economics/finance-investing/stocks-equity.md b/docs/economics/finance-investing/stocks-equity.md
index c2a27184bbd..ffebb4a2c6c 100755
--- a/docs/economics/finance-investing/stocks-equity.md
+++ b/docs/economics/finance-investing/stocks-equity.md
@@ -155,3 +155,5 @@ https://www.moneycontrol.com/india-investors-portfolio
 - [Top 5 Themes for Diwali 5️⃣🧨🪔 - YouTube](https://www.youtube.com/watch?v=MuHYNkYOfgA&ab_channel=SOIC)
 - [Spotting Winners in Metals & Mining Sector 🏆 - YouTube](https://www.youtube.com/watch?v=osKVi2JSIzQ&ab_channel=SOIC)
 - [Smart Money is Buying these Stocks! 🏋️‍♀️ - YouTube](https://www.youtube.com/watch?v=rP2QvQI59lE)
+- [I do 0 SIPs now. Here is why (5 better strategies...) | Akshat Shrivastava - YouTube](https://www.youtube.com/watch?v=UYAYMhtBWbE)
+- [SOIC Special (Live)- Spotting Mega Themes - YouTube](https://www.youtube.com/watch?v=aRfkFcOhl7g)
diff --git a/docs/economics/insurance.md b/docs/economics/insurance.md
index cd028070ad6..c399ae21bb3 100644
--- a/docs/economics/insurance.md
+++ b/docs/economics/insurance.md
@@ -25,6 +25,10 @@ How much cover is needed
 
 [ULIP का काला सच | Unit Linked Insurance Plan Vs Mutual Fund | Which is better investment? - YouTube](https://www.youtube.com/watch?v=eNl6SMjTqMo)
 
+## Health Insurance
+
+- [Health insurance policy - You need to change immediately! Health insurance will be rejected? - YouTube](https://www.youtube.com/watch?v=A0NjCGEDrcI)
+
 ## Others
 
 ### Endowment Plan / Endowment Policy
diff --git a/docs/economics/mental-models/economics-mental-models.md b/docs/economics/mental-models/economics-mental-models.md
index bd569bfd3c4..87d7d5d2323 100755
--- a/docs/economics/mental-models/economics-mental-models.md
+++ b/docs/economics/mental-models/economics-mental-models.md
@@ -275,6 +275,10 @@ It’s the value (or price) that’s destroyed when the gift changes hands. Or p
 
 [Deadweight Loss](https://en.wikipedia.org/wiki/Deadweight_loss) - "A loss of economic efficiency that can occur when equilibrium for a good or service is not achieved or is not achievable."
 
+[The Best Gifts, According to Science - YouTube](https://www.youtube.com/watch?v=v4tcXeKlhAk)
+
+- Complement is the best gift
+
 ## Baumol Effect
 
 In economics, the **Baumol effect**, also known as **Baumol's cost disease**, is the rise of wages in jobs that have experienced little or no increase in labor productivity, in response to rising salaries in other jobs that have experienced higher productivity growth.
diff --git a/docs/economics/mutual-funds/equity-mutual-funds.md b/docs/economics/mutual-funds/equity-mutual-funds.md
index 3649ad60356..77aa4c44661 100644
--- a/docs/economics/mutual-funds/equity-mutual-funds.md
+++ b/docs/economics/mutual-funds/equity-mutual-funds.md
@@ -44,6 +44,8 @@ For example, a multi-asset fund might invest in equity, debt, as well as gold.
 
 ![small-cap funds](../../media/Screenshot%202024-12-15%20at%205.01.43%20PM.jpg)
 
+[The Rising Mid-Cap Star You Can’t Ignore | Edelweiss Mid Cap Fund Review - YouTube](https://www.youtube.com/watch?v=SUjCGbVUtnA)
+
 ## Toppers in different categories by 1-year returns
 
 - Mid Cap: Motilal Oswal Midcap
diff --git a/docs/frontend/frontend-intro/others.md b/docs/frontend/frontend-intro/others.md
index dccfc73126e..c60fa61c080 100755
--- a/docs/frontend/frontend-intro/others.md
+++ b/docs/frontend/frontend-intro/others.md
@@ -45,7 +45,14 @@ magick input.pdf output.jpg
 magick convert input.pdf output.jpg
 
 # For good quality use these parameters
-convert -density 300 -quality 100 in.pdf out.jpg
+magick convert -density 300 -quality 100 in.pdf out.jpg
+
+# resize image to width 25, keeping aspect ratio
+magick convert -geometry 25x src/image1.png out/image1.png
+magick convert -geometry 600x src/image1.png out/image1.png
+
+# resize image to height 25, keeping aspect ratio
+magick convert -geometry x25 src/image1.png out/image1.png
 
 # [ImageMagick - Command-line Tools: Convert](https://www.imagemagick.org/script/convert.php)
 ```
diff --git a/docs/frontend/html-css/css-intro/readme.md b/docs/frontend/html-css/css-intro/readme.md
index 547363d8d49..a6c938d6e5c 100755
--- a/docs/frontend/html-css/css-intro/readme.md
+++ b/docs/frontend/html-css/css-intro/readme.md
@@ -99,3 +99,7 @@ https://www.w3schools.com/cssref/css_units.asp
 - Animations
 - Multiple Column Layout
 - User Interface
+
+## Links
+
+- [Why devs needn't fear CSS with the King of CSS himself Kevin Powell \[Podcast #154\] - YouTube](https://www.youtube.com/watch?v=OaQO5gSpE4g)
diff --git a/docs/frontend/seo/seo-optimizing-techniques.md b/docs/frontend/seo/seo-optimizing-techniques.md
index 52b233251da..eef03000a2f 100644
--- a/docs/frontend/seo/seo-optimizing-techniques.md
+++ b/docs/frontend/seo/seo-optimizing-techniques.md
@@ -90,3 +90,4 @@ Optimizing websites is an art that few are familiar with. The more the engineer
 
 - [Flat Site Structure: Impact on Conversions and User Engagement | Flowmatters](https://www.flowmatters.com/blog/the-impact-of-flat-site-structure-on-conversion-rates-and-user-engagement/)
 - [What Is the Google E-A-T Principle and How To Apply it | Flowmatters](https://www.flowmatters.com/blog/what-is-the-google-e-a-t-principle-and-how-to-apply-it-to-boost-your-rankings/)
+- Canonicalization in Search - [Handling Dupes - Same Same or Different? | Search Off the Record - YouTube](https://www.youtube.com/watch?v=6bAlB0RHs9c)
diff --git a/docs/knowledge/biology/nutrition/diet.md b/docs/knowledge/biology/nutrition/diet.md
index a28a7fe6c56..2c9d8115cf7 100644
--- a/docs/knowledge/biology/nutrition/diet.md
+++ b/docs/knowledge/biology/nutrition/diet.md
@@ -36,3 +36,5 @@ https://www.bbc.com/future/article/20170601-the-secret-to-a-long-and-healthy-lif
 People are overweight because they eat too much. It is also really hard to stop. -- Scott Young
 
 - Your brain has specific neural circuitry designed to avoid starvation and, by extension, any rapid weight-loss. When you lose a lot of body fat, your hunger levels increase to encourage you to bring it back up.
+
+[Save Yourself from Heart Attack - Fix These Habits Before It's Too Late! Top Cardiologist, Dr Anup - YouTube](https://www.youtube.com/watch?v=uR0xpHMz3Ls)
diff --git a/docs/knowledge/biology/nutrition/food.md b/docs/knowledge/biology/nutrition/food.md
index b81e651ea90..bbd9ae2ab6c 100755
--- a/docs/knowledge/biology/nutrition/food.md
+++ b/docs/knowledge/biology/nutrition/food.md
@@ -411,3 +411,5 @@ It can become toxic and inedible quickly; when stored for more than 20 minutes,
 [Precaution vs. Proof: How the US and EU Differ on Food Safety](https://tbthealth.substack.com/p/precaution-vs-proof-how-the-us-and)
 
 [Why Some Fruits Won’t Ripen On Your Counter - YouTube](https://www.youtube.com/watch?v=ttCd60Qko5A)
+
+[Ultra processed foods and the third age of eating - with Chris van Tulleken - YouTube](https://www.youtube.com/watch?v=j1oOoYnCfJs)
diff --git a/docs/knowledge/games/others.md b/docs/knowledge/games/others.md
index 8f0be7979d3..2c8711bb2a8 100755
--- a/docs/knowledge/games/others.md
+++ b/docs/knowledge/games/others.md
@@ -6,6 +6,8 @@
 - Dungeon Warfare 2
 - PCMR - PC Master Race
 - [Top 10Best Browser Multiplayer Games To Play With Friends | by New one Game | Medium](https://medium.com/@gamenewone288/top-10best-browser-multiplayer-games-to-play-with-friends-4162215416c4)
+- [Microsoft Flight Simulator 2024 Review - YouTube](https://www.youtube.com/watch?v=K5JqXNiWnMc)
+	- [Microsoft Flight Simulator 2024 - Announce Trailer - 4K - YouTube](https://www.youtube.com/watch?v=p3xp-SnZDoY)
 
 ### Mini Metro
 
diff --git a/docs/knowledge/history/human-history-anthropology.md b/docs/knowledge/history/human-history-anthropology.md
index 87f6df784db..3e5c5376ec2 100755
--- a/docs/knowledge/history/human-history-anthropology.md
+++ b/docs/knowledge/history/human-history-anthropology.md
@@ -31,6 +31,7 @@
 
 | **Generations**                          | **Born**    | **Current Ages (as of 2024)** |
 | :--------------------------------------- | :---------- | :---------------------------- |
+| **Gen Alpha Workers**                    | 2010-2024   | 14-0                          |
 | **Gen Z \| GenZ**                        | 1997 - 2012 | 12 - 27                       |
 | **Millennials**                          | 1981 - 1996 | 28 - 43                       |
 | **Gen X**                                | 1965 - 1980 | 44 - 59                       |
diff --git a/docs/knowledge/history/indian-history-timeline.md b/docs/knowledge/history/indian-history-timeline.md
index dba569e98b3..9fa07c50c42 100755
--- a/docs/knowledge/history/indian-history-timeline.md
+++ b/docs/knowledge/history/indian-history-timeline.md
@@ -180,3 +180,4 @@ https://entri.app/blog/important-revolutions-and-fathers
 - [Indian Navy Day & Operation Trident - What Happened On 4th Dec 1971? | UPSC/IAS Prelims Mains 2023](https://www.youtube.com/watch?v=IEkMuzEMzs0)
     - 1971 war between India Pakistan for Bangladesh liberation. Covert war mukti bahini
 - [#2: Wars & Peace with Pakistan | Political Science & IR | NCERT Fundamentals | Chethan N - YouTube](https://www.youtube.com/watch?v=8ldBAf6oaXk&ab_channel=UnacademyIAS%3AEnglish)
+- [How British Left India? | The History You Wouldn’t Know! | Dhruv Rathee - YouTube](https://www.youtube.com/watch?v=byRsgbhXg_8)
diff --git a/docs/knowledge/history/religion.md b/docs/knowledge/history/religion.md
index 7b045028763..33c2f6cf9ae 100755
--- a/docs/knowledge/history/religion.md
+++ b/docs/knowledge/history/religion.md
@@ -36,3 +36,7 @@ https://en.wikipedia.org/wiki/New_religious_movement
 ## Links
 
 [World Religions Explained (Full Series) - YouTube](https://www.youtube.com/watch?v=nxhSOcyPCVo&ab_channel=UsefulCharts)
+
+[Is Atheism a Religion?: Crash Course Religions #13 - YouTube](https://www.youtube.com/watch?v=CZXFZAxX3UA)
+
+- Non theism
diff --git a/docs/knowledge/other-topics/politics/indian-polity.md b/docs/knowledge/other-topics/politics/indian-polity.md
index a2050ed263b..d270b30b21c 100755
--- a/docs/knowledge/other-topics/politics/indian-polity.md
+++ b/docs/knowledge/other-topics/politics/indian-polity.md
@@ -39,6 +39,10 @@ Long years ago we made a tryst with destiny, and now the time comes when we shal
 
 - 2.5 lakhs per minute cost of running parliament
 
+## Bilateral Exercises of the Indian Armed Forces
+
+![](../../../media/Screenshot%202024-12-21%20at%2011.47.56%20PM.jpg)
+
 ## Narendra Modi / PM Modi
 
 - Tanashah - dictator
diff --git a/docs/knowledge/other-topics/politics/types-of-governments.md b/docs/knowledge/other-topics/politics/types-of-governments.md
index d9a07179637..1ed9db5ca49 100755
--- a/docs/knowledge/other-topics/politics/types-of-governments.md
+++ b/docs/knowledge/other-topics/politics/types-of-governments.md
@@ -167,6 +167,8 @@ https://en.wikipedia.org/wiki/Parliamentary_system
 
 [Permanent revolution - Wikipedia](https://en.wikipedia.org/wiki/Permanent_revolution)
 
+[Who Was Karl Marx? And Why Is Everyone Still Talking About Him? - YouTube](https://www.youtube.com/watch?v=3imIf8NAcWQ)
+
 ## Liberalism
 
 [Every Liberalism Term Explained in 5 Minutes - YouTube](https://www.youtube.com/watch?v=NAq-Qlm-qhA&ab_channel=TheWhiteboardExplainer)
diff --git a/docs/knowledge/youtube-podcasts-magazine-apps.md b/docs/knowledge/youtube-podcasts-magazine-apps.md
index bf849a3ace0..8b04a76f321 100755
--- a/docs/knowledge/youtube-podcasts-magazine-apps.md
+++ b/docs/knowledge/youtube-podcasts-magazine-apps.md
@@ -291,9 +291,10 @@
 - [Dr Pal - YouTube](https://www.youtube.com/@DrPal)
 - [Bryan Johnson - YouTube](https://www.youtube.com/@bryanjohnson)
 
-### Countries
+### Countries / Macro
 
 - India - [Lastly - YouTube](https://www.youtube.com/@lastlyy)
+- [Cogito - YouTube](https://www.youtube.com/@cogitoedu)
 
 ### Others
 
diff --git a/docs/management/jobs/companies.md b/docs/management/jobs/companies.md
index 32b7dd9677b..1d0c0a9379e 100644
--- a/docs/management/jobs/companies.md
+++ b/docs/management/jobs/companies.md
@@ -290,6 +290,15 @@
 - **Solutions Architect**
 - System Architect
 
+## Hierarchy
+
+1. Startups
+2. Product
+3. GCCs
+4. Consulting Firms
+5. Service Companies
+6. Non Tech Companies
+
 ## Links
 
 - [LinkedIn Top Companies 2024: The 25 workplaces in India to grow your career (\>5K employees)](https://www.linkedin.com/pulse/linkedin-top-companies-2024-25-workplaces-india-grow-your-gs-kumar-uv3wc/)
diff --git a/docs/management/jobs/good-profiles.md b/docs/management/jobs/good-profiles.md
index ee69d6d8f12..f97623a8f5f 100755
--- a/docs/management/jobs/good-profiles.md
+++ b/docs/management/jobs/good-profiles.md
@@ -97,3 +97,4 @@ Sree Gade is a published author of one of the best selling books on career coach
 ## Others
 
 - Yiwen Gong - gyw@google.com
+- Content Creators - [Saumya Singh - Software Engineer - Red Hat | LinkedIn](https://www.linkedin.com/in/saumya1singh)
diff --git a/docs/management/roles/others.md b/docs/management/roles/others.md
index a95427dbbd3..25d3b4e9ede 100644
--- a/docs/management/roles/others.md
+++ b/docs/management/roles/others.md
@@ -21,6 +21,8 @@ https://www.coursera.org/articles/solutions-architect
 
 ![Architect Roadmap](../../media/Pasted%20image%2020240905012811.jpg)
 
+[AWS Solutions Architect Associate Certification (SAA-C03) – Full Course ...](https://youtu.be/c3Cn4xYfxJY)
+
 ## Others
 
 - MSAT - Manufacturing Science and Technology
diff --git a/docs/media/Pasted image 20241221234532.jpg b/docs/media/Pasted image 20241221234532.jpg
new file mode 100644
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diff --git a/docs/media/Screenshot 2024-12-21 at 11.47.56 PM.jpg b/docs/media/Screenshot 2024-12-21 at 11.47.56 PM.jpg
new file mode 100644
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Binary files /dev/null and b/docs/media/Screenshot 2024-12-21 at 11.47.56 PM.jpg differ
diff --git a/docs/media/What happens when you type a URL into a browser? copy.webp b/docs/media/What happens when you type a URL into a browser? copy.webp
new file mode 100644
index 00000000000..15018ac8f06
Binary files /dev/null and b/docs/media/What happens when you type a URL into a browser? copy.webp differ
diff --git a/docs/networking/mqtt/libraries.md b/docs/networking/mqtt/libraries.md
index 0d8da3aaf02..b95aebddd15 100755
--- a/docs/networking/mqtt/libraries.md
+++ b/docs/networking/mqtt/libraries.md
@@ -36,7 +36,7 @@ Public mqtt brokers for testing - https://github.com/mqtt/mqtt.github.io/wiki/pu
 | **CLIENT TOOL** | **OS** | **DESCRIPTION** |
 |---|---|---|
 | **MQTT.fx** | Windows, Linux, MacOSX | MQTT.fx is a JavaFX application with a clean interface and advanced features like scripting, broker statistics, and templates. |
-| **mqtt-spy** | Windows, Linux, MacOSX | mqtt-spy is a JavaFX application that is easy to use and focused on analyzing MQTT subscriptions. There is also a CLI-based daemon application available, which does not need a graphic interface.
+| **mqtt-spy** | Windows, Linux, MacOSX | mqtt-spy is a JavaFX application that is easy to use and focused on analyzing MQTT subscriptions. There is also a CLI-based daemon application available, which does not need a graphic interface. |
 | **MQTT Inspector** | iOS | MQTT Inspector is an iOS app that allows detailed analysis of MQTT traffic. Use of the publish/subscribe message types, and complex filterings of received messages, are available. |
 | **HiveMQ Websocket Client** | Web browser | The HiveMQ websocket client runs on any modern browser and connects to MQTT brokers via websockets. Very useful if it’s not possible to install a client application on the machine in use, as well as for quick MQTT tests. |
 | **MyMQTT** | Android | MyMQTT is an MQTT test application for Android devices. It allows the creation of templates for publishing, which makes it very useful for testing MQTT "on-the-go." |
diff --git a/docs/networking/protocols/dns-domain-name-system.md b/docs/networking/protocols/dns-domain-name-system.md
index b6249ca16b8..0f2309d6210 100755
--- a/docs/networking/protocols/dns-domain-name-system.md
+++ b/docs/networking/protocols/dns-domain-name-system.md
@@ -68,6 +68,10 @@ How long to let record values be cached Shorter = better for fast changing value
 
 ## Most Common Types
 
+![DNS Record Types](../../media/Pasted%20image%2020241221234532.jpg)
+
+[Post from ByteByteGo - YouTube](https://www.youtube.com/channel/UCZgt6AzoyjslHTC9dz0UoTw/community?lb=Ugkx6MwYG1xAy1KkNLL1qqpZDR4ted5qpK2S)
+
 ### A
 
 Map domain name to IPv4 address. Ex: example.com => 127.0.0.1
diff --git a/docs/networking/protocols/http-https.md b/docs/networking/protocols/http-https.md
index 35327800d22..cce2f331b4c 100755
--- a/docs/networking/protocols/http-https.md
+++ b/docs/networking/protocols/http-https.md
@@ -86,6 +86,7 @@ Of course, despite these features, HTTP2 can also be slow depending on the exact
 
 - HTTP Short Polling
 - HTTP Long Polling
+	- [The genius of long polling - YouTube](https://www.youtube.com/watch?v=5aRamFLgtis)
 - HTTP Periodic Polling
 - HTTP Streaming
 - SSE (Server Sent Events / EventSource)
diff --git a/docs/technologies/apache-airflow/others.md b/docs/technologies/apache-airflow/others.md
index 701ea553057..9a70de2cdc5 100755
--- a/docs/technologies/apache-airflow/others.md
+++ b/docs/technologies/apache-airflow/others.md
@@ -150,9 +150,12 @@ The infinitely scalable and flexible workflow orchestration platform that seamle
 
 Flyte is an open-source orchestrator that facilitates building production-grade data and ML pipelines. It is built for scalability and reproducibility, leveraging Kubernetes as its underlying platform. With Flyte, user teams can construct pipelines using the Python SDK, and seamlessly deploy them on both cloud and on-premises environments, enabling distributed processing and efficient resource utilization.
 
-[Build production-grade data and ML workflows, hassle-free with Flyte](https://flyte.org/)
-
-[GitHub - flyteorg/flyte: Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.](https://github.com/flyteorg/flyte)
+- [Build production-grade data and ML workflows, hassle-free with Flyte](https://flyte.org/)
+- [GitHub - flyteorg/flyte: Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.](https://github.com/flyteorg/flyte)
+- [Flyte School: A Practical Introduction to Machine Learning Orchestration - YouTube](https://www.youtube.com/watch?v=0cP9pLLeqT4)
+- [Self-serve Feature Engineering Platform Using Flyte and Feast - Ketan Umare, & Felix Wang, - YouTube](https://www.youtube.com/watch?v=Km2ii0F8Yl0)
+- [Flyte: Production-Grade Data and Machine Learning Orchestration - Shivay Lamba & Ekansh Gupta - YouTube](https://www.youtube.com/watch?v=7ZDFhZ4hut0)
+- [Flyte School: Flyte Architecture Deep Dive - YouTube](https://www.youtube.com/watch?v=EQSHqtlTXwM)
 
 ### Flyte vs Airflow