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diff --git a/docs/about-deepak-sood/intros.md b/docs/about-deepak-sood/intros.md
@@ -0,0 +1,43 @@
+# Intros
+
+## Intro 1
+
+**Deepak Sood: Data and AI Architect | Innovator in Intelligent Systems**
+
+With over 8 years of experience in Data and AI, Deepak Sood specializes in designing and architecting scalable, data-driven, and AI-powered solutions. His expertise lies in data architecture and advanced AI technologies, enabling him to create intelligent systems that solve complex industry challenges.
+
+**Professional Journey**
+
+- **Data and AI Architect, OpsTree Solutions:** Currently leading the development of cutting-edge AI systems, Deepak drives innovation and delivers impactful solutions tailored to industry needs.
+- **Engineering Lead, Stashfin:** Played a pivotal role in scaling the organization’s loan portfolio from ₹5 Cr P.M. to ₹500 Cr P.M. while expanding the tech team from 20 to 50 members, demonstrating exceptional leadership and engineering acumen.
+
+**Career Highlights**
+
+Deepak’s journey is marked by his evolution from a passionate learner to an accomplished AI expert. His commitment to staying ahead in the fast-paced tech landscape is evident through constant learning and sharing insights via his blog, inspiring others to explore the transformative potential of AI.
+
+## Intro 2
+
+Deepak Sood is a seasoned Data and AI Architect with over 8 years of experience in designing intelligent, scalable systems that address complex industry challenges. Currently at OpsTree Solutions, he leads the development of advanced AI-driven solutions, leveraging his deep expertise in data architecture and AI technologies. Previously, as an Engineering Lead at Stashfin, he played a key role in scaling the company’s loan portfolio from ₹5 Cr to ₹500 Cr per month and growing the tech team from 20 to 50 members. Deepak’s career journey reflects his evolution from a passionate learner to an AI expert, marked by continuous innovation, leadership, and knowledge-sharing through his blog, inspiring others to harness the transformative power of AI.
+
+## Intro 1 - Education
+
+Deepak Sood is an accomplished AI, Data, and DevOps Architect with over 8 years of experience across diverse fields in the IT industry. Starting his career as a software developer and data engineer, he has evolved into a versatile professional, taking on roles like product manager and collaborating with business teams to achieve impactful objectives. A proud M.Tech graduate from IIIT Delhi, Deepak has worked across multiple industries, including Media, EdTech, IoT, Crypto, FinTech, and Service-based companies, gaining a broad perspective on technology’s role in solving real-world problems. Passionate about innovation and continuous learning, he inspires young minds to explore the exciting opportunities in AI, data, and software development, showcasing how diverse roles in IT contribute to shaping the future.
+
+## Intro 2 - Education
+
+**Deepak Sood: AI, Data, and DevOps Architect | Exploring IT’s Endless Possibilities**
+
+Deepak Sood is a versatile technologist with over 8 years of experience in AI, Data, and DevOps. With a passion for innovation and problem-solving, he has worked across diverse roles and industries, showcasing how technology can drive meaningful change in the real world.
+
+**Professional Journey**
+
+- **AI, Data, and DevOps Architect, OpsTree Solutions:** Currently spearheading the development of intelligent, scalable systems that blend cutting-edge AI with robust infrastructure to meet business goals.
+- **Diverse Roles in IT:** Starting his career as a Software Developer and Data Engineer, Deepak has taken on roles like Product Manager, Mobile Developer, etc working closely with business teams to align technology with strategic objectives.
+
+**Educational Background**
+
+An CSE M.Tech graduate from IIIT Delhi, Deepak has combined his academic excellence with hands-on experience to tackle challenges in industries such as EdTech, IoT, FinTech, Crypto, Media, and Service-based sectors.
+
+**Career Highlights**
+
+From developing innovative software solutions to managing products and teams, Deepak has gained a 360-degree view of the IT landscape. His journey inspires students to explore the vast opportunities in technology, showing how roles in Software Development, Data Engineering, AI, and DevOps come together to shape the future of the industry.
diff --git a/docs/about-deepak-sood/readme.md b/docs/about-deepak-sood/readme.md
@@ -8,6 +8,7 @@
 - [Achievements / Activities / Awards](about-deepak-sood/achievements-activities-awards.md)
 - [Social Links](about-deepak-sood/social-links.md)
 - [FAQs](about-deepak-sood/faqs.md)
+- [Intros](about-deepak-sood/intros.md)
 - [Personality](about-deepak-sood/personality.md)
 - [Ideas](about-deepak-sood/ideas/readme.md)
 - [Soft Skills](../psychology/soft-skills/readme.md)

diff --git a/docs/databases/nosql-databases/vector-databases.md b/docs/databases/nosql-databases/vector-databases.md
@@ -22,6 +22,7 @@ Vector databases are designed to handle critical query and algorithmic styles se
     - [Chroma Vector Database: Retrieval for LLMs (Hammad Bashir + Liquan Pei)](https://youtu.be/E4ot5d79jdA?si=6apWFfCdKbi7_yFK)
 - [GitHub - milvus-io/milvus: A cloud-native vector database, storage for next generation AI applications](https://github.com/milvus-io/milvus)
     - [Vector database - Milvus](https://milvus.io/)
+
 ### Links
 
 - [The 5 Best Vector Databases | A List With Examples | DataCamp](https://www.datacamp.com/blog/the-top-5-vector-databases)

diff --git a/docs/frontend/frontend-intro/wordpress.md b/docs/frontend/frontend-intro/wordpress.md
@@ -67,7 +67,6 @@ Pages - That are not part of blog, and are standalone pages like about us, conta
 ## Plugins
 
 - https://wp-rocket.me
-
 - W3 Total Cache
 - WP Super Cache
 - Kinsta Cache
@@ -84,15 +83,15 @@ Pages - That are not part of blog, and are standalone pages like about us, conta
 
 ## Tools
 
-- WP-Cli
+### WP-Cli
 
 [WP-Cli](https://wp-cli.org/) lets you work with WordPress using the command line. With this great tool you can upgrade and downgrade WordPress in seconds, as well as update plugins. Notably, when you find yourself migrating to a different server, the built in search-replace command will take care of all the url changes for you, and it's worth installing it simply because of that.
 
-- Advanced Database Cleaner
+### Advanced Database Cleaner
 
 The [Advanced Database Cleaner](https://wordpress.org/plugins/advanced-database-cleaner/) plugin cleans out spam comments, built in revisions, and transients. You can even set up tasks to run automatically.
 
-- Query Monitor
+### Query Monitor
 
 When things are running slowly and you're not sure what to blame, [Query Monitor](https://wordpress.org/plugins/query-monitor/) lets you see what queries are taking too long to execute, as well as show you PHP warnings and errors.
 

diff --git a/docs/frontend/others/docusaurus.md b/docs/frontend/others/docusaurus.md
@@ -70,7 +70,7 @@ npx docusaurus-mdx-checker
 
 ### Upgrading minor versions
 
-To upgrade a minor version in Docusaurus v3, simply open your `package.json` file, locate the `"@docusaurus/core"` dependency, and change the minor version number to the desired one, then run `npm install` or `yarn install` to install the updated version and its dependencies; ensure all "@docusaurus" packages are updated to the same minor version for consistency. 
+To upgrade a minor version in Docusaurus v3, simply open your `package.json` file, locate the `"@docusaurus/core"` dependency, and change the minor version number to the desired one, then run `npm install` or `yarn install` to install the updated version and its dependencies; ensure all "@docusaurus" packages are updated to the same minor version for consistency.
 
 ```bash
 npm i @docusaurus/core@latest @docusaurus/plugin-google-gtag@latest @docusaurus/plugin-ideal-image@latest @docusaurus/plugin-pwa@latest @docusaurus/preset-classic@latest @docusaurus/module-type-aliases@latest @docusaurus/types@latest

diff --git a/docs/frontend/react/intro.md b/docs/frontend/react/intro.md
@@ -116,6 +116,11 @@ Building a static version requires a lot of typing and no thinking, and adding i
 2. Identify Where Your State Should Live
 3. Add Inverse Data Flow
 
+## React 19
+
+- [React v19 – React](https://react.dev/blog/2024/12/05/react-19)
+- [React 19 Upgrade Guide – React](https://react.dev/blog/2024/04/25/react-19-upgrade-guide)
+
 ## Advanced
 
 [Advanced React Patterns, Performance, Environment and Testing | New Course Launch 🎉](https://www.youtube.com/watch?v=MfIoAG3e7p4&ab_channel=codedamn)

diff --git a/docs/frontend/seo/seo-aso.md b/docs/frontend/seo/seo-aso.md
@@ -54,6 +54,8 @@ Rich results are experiences on Google surfaces, such as Search, that go beyond
 
 [Mark Up FAQs with Structured Data | Google Search Central  |  Documentation  |  Google for Developers](https://developers.google.com/search/docs/appearance/structured-data/faqpage)
 
+- A Frequently Asked Question (FAQ) page contains a list of questions and answers pertaining to a particular topic. Properly marked up FAQ pages may be eligible to have a rich result on Search and an Action on the Google Assistant, which can help your site reach the right users.
+
 [Rich Results Test - Google Search Console](https://search.google.com/test/rich-results)
 
 ## Siphoning
@@ -144,6 +146,8 @@ AMP is a web component framework that you can use to easily create user-first we
 
 [AMP on Google  |  Google for Developers](https://developers.google.com/amp)
 
+[Accelerated Mobile Pages – Index](https://wilsonmar.github.io/accelerated-mobile-pages/)
+
 ## Subdomain vs subdirectory
 
 Use subdirectory wherever possible

diff --git a/...ther-topics/international-relations-ir.md → ...cs/politics/international-relations-ir.md b/...ther-topics/international-relations-ir.md → ...cs/politics/international-relations-ir.md
@@ -12,7 +12,7 @@ Wolf warrior diplomacy / strategy
 
 [Principles for Dealing with the Changing World Order by Ray Dalio](https://www.youtube.com/watch?v=xguam0TKMw8)
 
-![image](../../media/International-Relations-IR-image1.jpg)
+![image](../../../media/International-Relations-IR-image1.jpg)
 
 - 15 August 1971 - US would no longer exchange dollars held by foreign governments for gold
 - 2 main principles to fix the declining power

diff --git a/docs/knowledge/other-topics/readme.md b/docs/knowledge/other-topics/readme.md
@@ -4,7 +4,7 @@
     - [Types of Governments](knowledge/other-topics/politics/types-of-governments.md)
     - [Politics](knowledge/other-topics/politics/others.md)
     - [Indian Polity](knowledge/other-topics/politics/indian-polity.md)
-- [International Relations IR](knowledge/other-topics/international-relations-ir.md)
+    - [International Relations IR](knowledge/other-topics/politics/international-relations-ir.md)
 - [Environmental Sciences](knowledge/other-topics/climate-change.md)
 - [Philosophy](knowledge/other-topics/philosophy.md)
 - [Education / PhD](knowledge/other-topics/education-phd.md)

diff --git a/docs/knowledge/readme.md b/docs/knowledge/readme.md
@@ -10,6 +10,6 @@
 - [Language](language/readme.md)
 - [Quotes Proverbs](quotes-proverbs/business-management)
 - [Games](games/readme.md)
-- [Others](knowledge/other-topics/readme.md)
+- [Other Topics](knowledge/other-topics/readme.md)
 - [Youtube / Podcasts / Magazine / Apps](knowledge/youtube-podcasts-magazine-apps.md)
 - [Links](knowledge/links.md)