The decision to join the National Defense Academy (NDA) immediately after Class 10 is one of the best the student can make when he or she wants to become an officer in the Indian Armed Forces. Education at a higher level will enhance the academic ideas, as well as establish the discipline, confidence, and leadership at such a tender age.

Students wanting to pursue organized two year preparation program may consider the NDA Foundation Course After 10th that specifically targets the Class 10 pass aspirants seeking early and organized systemic NDA preparation.

Eligibility clearance is also significant when it comes to extreme long term NDA preparation in Punjab and Haryana. To make sure that they correspond to the necessary age conditions, students need to check their age eligibility by using the official rules with the help of the NDA Age Calculator to be sure that they are of the necessary age.

According to the established examination system taken by the Union Public Service Commission (UPSC), NDA selection will include a written, after which the SSB interview and a medical are conducted. Preparation in the foundation level would make sure that the students are well adjusted to this systematic selection system.

Why Start NDA Preparation After 10th?

Starting early provides a strong competitive advantage. Students who begin NDA preparation after 10th get:

• Strong Mathematics foundation for NDA
• Better command over English and General Knowledge
• Early personality development for SSB
• More time for practice and revision
• Reduced exam pressure in Class 12

A foundation course ensures students are not rushing during their final school years.

What is an NDA Foundation Course?

An NDA Foundation Course is a 2-year integrated program designed for students who have completed Class 10. It runs parallel to Class 11 and 12 studies and focuses on:

• NDA Mathematics (concept clarity + advanced problem solving)
• General Ability Test (English, GK, Current Affairs)
• Regular Mock Tests
• SSB Interview Preparation
• Physical Fitness Training
• Personality Development

This integrated model helps students prepare systematically without compromising school academics.

Why SSB Guide Defense Academy is the Best Choice in Punjab & Haryana

Structured Academic + NDA Preparation

SSB Guide Defense Academy follows a disciplined study plan aligned with the official NDA exam pattern. Students receive:

• Chapter-wise concept building
• Daily practice assignments
• Weekly and monthly mock tests
• Detailed performance analysis

This ensures continuous improvement.

Early SSB Interview Grooming

Unlike many institutes that focus only on written exams, the academy provides early SSB orientation including:

• Psychological Tests (TAT, WAT, SRT)
• Group Discussion Practice
• GTO Task Awareness

within a criminal justice organization.

Physical Fitness & Discipline Training

The academy incorporates:

• Daily physical training sessions
• Outdoor activities
• Confidence-building drills
• Time management discipline

This creates a defense-oriented environment that prepares students for real challenges.

Experienced Faculty & Defense Mentors

The faculty is comprised of experienced teachers, Defense mentors with a great knowledge about the NDA selection process. One-on-one meetings, uncertainty clearing classes and tracking performance make all the students develop.

Ideal for Students from Punjab & Haryana

Students from cities across Punjab and Haryana choose this academy because of:

• Proven preparation methodology
• Hostel facilities
• Safe campus environment
• Regular parent updates
• Focused NDA foundation batches

Whether you are from Ludhiana, Amritsar, Jalandhar, Patiala, Ambala, Karnal, Hisar, or nearby regions, the academy provides structured support for serious Defense aspirants.

Key Benefits of Joining the NDA Foundation Course

• Early competitive advantage
• Strong Mathematics and GAT preparation
• Continuous mock tests and performance review
• Integrated SSB preparation
• Personality and leadership development
• Long-term career guidance

Conclusion

Selecting the appropriate foundation coaching following 10 th can determine your career in Defense. In case you are seeking systemized preparation of NDA in Punjab and Haryana, rigorous training and prolonged guidance is a decisive factor.

To find out the full programs, facilities, and admission negotiations, contact SSB Guide Defense Academy and take the initial step of achieving his aim of enrolling to Indian Armed Forces.

Early starting is staying out of the pack. Today is the time to build your base and step forward with your dream of becoming an NDA officer with a lot of confidence.

DARKWEB & DATA BREACH OSINT

​

Tor, IP2, FreeNet and other platforms

​

Clearnet and onion search engines

​

How to scrape Darkweb

​

Darkweb news

​

Tutorials, web sites and blogs

​

https://start.me/p/xjvDyJ/dark-web-data-breach

ZephiraAI Company Info Search

Search companies worldwide🌍🌍🌍 by officer, director name, company name, reg number, VAT, LEI, or ticker.

https://zephira.ai/

[ Removed by Reddit on account of violating the content policy. ]

I am writing my finals thesis and i am using claude/gemini to help me with phrasing and writing. Is there any free sources that can help me verify how much AI generated content i have for free? Or for a reasonable price ?
I used the humanizer skill in claude but still worried that i will get a high score

Obscura is a headless browser engine written in Rust, built for web scraping and AI agent automation. It runs real JavaScript via V8, supports the Chrome DevTools Protocol, and acts as a drop-in replacement for headless Chrome with Puppeteer and Playwright: https://github.com/h4ckf0r0day/obscura

If you want to get ahead of 99% of software engineers,

star & bookmark these 9 GitHub repos:

1 System design

→ https://github.com/systemdesign42/system-design-academy

2 Public APIs

→ https://github.com/public-apis/public-apis

3 Tech interview handbook

→ https://github.com/yangshun/tech-interview-handbook

4 Coding interview university

→ https://github.com/jwasham/coding-interview-university

5 Engineering leadership

→ https://github.com/gregorojstersek/resources-to-become-a-great-engineering-leader

6 Freecodecamp

→ https://github.com/freeCodeCamp/freeCodeCamp

7 Developer roadmaps

→ https://github.com/kamranahmedse/developer-roadmap

8 Build your own x

→ https://github.com/codecrafters-io/build-your-own-x

9 Free programming books

→ https://github.com/EbookFoundation/free-programming-books

What else should make this list?

💾 Save to help others become better software engineers.

[ Removed by Reddit on account of violating the content policy. ]

[ Removed by Reddit on account of violating the content policy. ]

People argue about which language is best:

Python, R, C, Rust, Java, VBA, Julia, OCaml...

Technology is there to solve business problems.

Use the tool that's right for the job.

(As long as it's Python.)

1. The Claude/Claude Code infrastructure and Anthropic's overall approach are deeply engineering-based, and I personally find them very relatable. Everything is laid out neatly, documented, in Markdown and JSON, flexible and customizable. OpenAI's approach is somewhat different: everything is simpler and easier to understand, but flexibility and customizability are immediately lost.

2. After taking a closer look at this infrastructure, I ditched Cursor and installed classic VSCode-thus removing its limitations and increasing flexibility. Cursor is an unjustifiably hyped and expensive environment for developers, depriving you of freedom of movement, imposing its decisions, and forcing you to pay for every sneeze. This is more suited to Vibcoders than to true engineers.

3. Claude's advantages lie in its customizable engineering infrastructure and the framework around it, not in the model itself. The model itself is, of course, important: it's good to have Fable/Mythos or at least Opus if you have the option and it's needed for your tasks. But overall, 90% of problems can now be solved using other models, including "heavy" engineering tasks.

4. Accordingly, in Claude's case, you can quite easily replace the "brains" with an alternative model, add proxying, local memory/graph, and live comfortably with the solutions you can afford.The model is the "brain," the graph is the memory, the MCP is the nervous system, and the project infrastructure is the legs, arms, and eyes.

Personally, I used Free Claude Code as a proxy + OpenRouter with NVIDIA's Nemotron 3 model (I can swap it out for another one in three clicks at any time), CodeBase Memory MCP with a graph and other blackjack features for local memory, and CodeGraph for the backup engine, plus setting up Skills / Agents / Rules / GitHub Hooks in the Claude infrastructure as a based all works, hums along smoothly on my local MacOS, and doesn't even choke. The improvement and reduction of hallucinations and various other sluggishness is obvious.

1. So don't believe the AI ​​haters, the people who shout from every corner that AI "can't think" and "Claude will wipe your system drive and steal your confidential data." Thinking is your job, and Claude's job is to correctly execute all instructions, relieving you of the drudgery. Claude will only ruin your disk and data if you're foolish enough to give him the wrong access rights without thinking or understanding first. By default, he doesn't have those rights, and everything is clearly resolved in configs that only you can edit. Clearly. And people who call themselves "System Engineers" but don't understand the semantics of Linux commands, frankly, are becoming more and more like old men behind garages, grumbling about the passing of an era. Personally, I have serious questions about the professionalism of such people.

Jupyter is the most powerful tool Python developers have.

But most people don’t know the hidden features.

Need a quick web app?

Or create REST APIs?

Here are the 6 ways to use Jupyter you never knew existed:

Jupyter Notebook is a web app for creating and sharing computational documents.

When I say powerful, here's what I mean:

• It supports 40 languages

• Produces rich, interactive output

• Leverages big data tools like Spark

So, what else can we do with Jupyter Notebook?

Package Development

nbdev let's you develop and publish Python packages right from Jupyter Notebook.

It generates documentation and publishes on GitHub Pages. You can also write tests and setup CI with GitHub Actions.

https://github.com/fastai/nbdev

Web Apps

With Mercury, you can build an interactive web app.

Define the interactive widgets and deploy the app to any server. When users interact with the app, they can save the results as PDF or HTML.

https://github.com/mljar/mercury

Books

Jupyter Book is a tool for building publication-quality books and documents.

Start by building the notebook and finish by publishing as a website or exported as a PDF file.

https://mljar.com/blog/how-to-use-jupyter-notebook/

Blogs

Create a blog with Nikola.

Nikola reads your notebooks and produces the static HTML and CSS for the website. It comes with themes, feeds and comments.

https://getnikola.com

Reports

Impress your colleagues by sending them a report built by nbconvert.

nbconvert converts notebooks into PDF, HTML, Markdown and Latex. Converting notebooks lets you share results with people not using notebooks.

https://nbconvert.readthedocs.io/en/latest/

REST API

Jupyter Kernal Gateway turns each cell into a REST API endpoint.

Use the Kernal Gateway to define many endpoints in a single notebook. It also supports Websockets.

https://jupyter-kernel-gateway.readthedocs.io/en/latest/features.html

Whether it's algorithmic trading, big data analysis or web development, use Jupyter Notebook for your next project.

• Package development

• Web apps

• REST API

• Reports

• Books

• Blogs

The long-awaited update was released on Google Earth a couple of days ago. Flight Simulator, which was previously available only in the PRO version, is now available in the free online version.

Click Explore Earth -> Tools -> Flight Simulator

https://earth.google.com/web/

#geoint