Nitish Kumar

SDE@ CSG |Open for Senior software Engineer role | follow to learn Java ,python,devops and teach in general

[Ajeet ( opensox.ai ) @jackedAJ]

how to learn something from the first principles

(with a live demo on reinforcement learning)

[realhyderabad @realhyderabad86]

A 30 year old in my org. Just gave a demo of the agents he built. Mind blowing.

Agent 1: Calculates and summarises the shipments which are are delayed beyond SLAs
Agent 2: Summarises and sends emails to courier partners on these delays
Agent 3: Identifies customer painpoints, identifies solutions and creates PRDs

He built 21 agents in total

[Pratham @insanekrishnaa]

HIRING | Freelance Full-Stack Developer | Remote
at Outlier AI

One of the most interesting remote opportunities right now for developers who want to work at the intersection of software engineering and AI.

This role is not about building another CRUD app.
You’ll help improve how next-generation AI systems write, debug, and reason about code using real-world engineering workflows.

What You’ll Work On
• Evaluate and debug AI-generated full-stack applications
• Review APIs, database logic, and frontend/backend flows
• Improve architecture, code quality, and performance
• Write structured technical feedback that helps AI systems reason better

Role Details
• Fully Remote & Flexible
• ~20 hrs/week commitment
• Compensation: $16.50 to $27.50/hour
• No prior AI experience required

Skills They’re Looking For
• React, Node.js, Python, Java, C++, APIs, databases, or similar technologies
• Strong debugging and system-level thinking
• Curiosity about how AI systems learn and improve

What makes this role stand out is the impact.
Your work won’t just fix bugs. It will directly influence AI systems that millions of developers may use in the future.

Interested candidates can directly reply to this post, and the application link will be shared in your DM 👇🏻

[Abhishek Singh @0xlelouch_]

In college, we did not even have ₹150 sometimes.

I still remember my friend struggling for small expenses, managing somehow, counting every rupee, thinking twice before ordering basic food.

Today the same friend spends ₹15 lakhs travelling different countries, enjoying experiences most people only dream about, and also owns properties worth crores.

Life can change a lot in 10 years.

That is why I never judge anyone too early.

Your current situation is not your final identity.

You can be broke at 21 and still become financially strong at 31.

You can feel lost in college and still build a crazy life later.

You can start with zero network, zero money, zero confidence and still change the whole direction of your life if you keep learning, earning, taking risks and compounding slowly.

The only dangerous thing is giving up too early.

Most people quit because their life does not change in 6 months.

But real change takes years.

Keep building skills. Keep increasing your income. Keep investing. Keep taking calculated risks. Keep meeting better people.

One day the same people who saw you struggling for ₹150 will see you spending lakhs on experiences and building assets quietly.

Life is long, stay in the game.

[The Shift Journal @TheShiftJournal]

Telegram CEO explains why he never had depression.

[Mushfiq Sajib @heysajib]

If you’re hunting for a remote job, you just need to figure out how Reddit works, and you’ll never be unemployed for a long time.

Here’s a list of subreddits you should bookmark right now: 👇

[Akshat Shrivastava @Akshat_World]

Recession is when you lose your job.

Till the time you can pay your bills, there is no recession.

You might crib about taxes, poor quality of life. But, life continues.

Once the salary stops. And, the expenses stay the same. Shit hits the fan. And, it hits badly.

- 0 social safety
- 0 support from others (in most cases)
- 0 tax breaks

You're on your own.
Go figure out a way to survive.

That's life.

So if you are in a blessed position to invest, diversify, build a safety net. Do it!

Look at your wealth rationally and practically. Take steps that could help you amplify it.

Change jobs.
Change your tax residences.
Whatever is required.

You don't prepare for a storm once the clouds turn black. You do it while the sun is out.

[वैद्य जी @gharelupath]

रोटी बदलो, सेहत बदलो...

[Path of Men @PathOfMen_]

"To be happy you must eliminate two things; the fear of a bad future and the memory of a bad past"

[D4rsh🦅 @d4rsh_tw]

Once you're making serious money
Hire a maid.
Buy a super comfortable bed.
Get the fastest MacBook.

Invest in a proper desk and chair.
Join a serious gym.
Eat organic. Eat quality.

You'll level up 10x Faster!

[Abhishek_39✨ @AbhiAttorney_]

Amla is truly one of nature’s greatest gifts. It makes the hair denser and stronger.
70s born bro had been struggling with significant hair fall and he continued 3 months of regularly consuming a juice made from amla, fresh haldi and curry leaves and his hair has become impressively thick and dense again. What’s even more remarkable is that many of his hair is coming black.

[ACP Ashish Kumar, DANIPS @ACPAshishKumar]

I'm in love with this quote :

"If you can overthink the worst, why can't you overthink the best."

[Simons @Simon_Ingari]

Corporate Truths:

1. Performance doesn’t get you promoted; visibility does.
If the right people don’t know your name, your hard work means nothing.

2. Your job is replaceable, but you’re not.
Build your personal brand because when a company cuts you loose, that’s all you have.

3. Loyalty won’t pay your bills.
Job hoppers get 30% to 50% salary bumps. Stay put and you get a 3% raise and a pat on the back.

4. Office politics aren’t optional.
You can hate them, but they’ll still decide your future. Play smart or get played.

5. Your manager is not your mentor.
They are chasing their own promotion, not yours. Be your own advocate.

6. Burnout isn’t a badge of honor.
Corporate will take everything you give and still ask for more. Protect your time.

7. The open-door policy is a trap.
Speak up too much and you’re a problem. Stay quiet and you’re invisible.
Choose wisely.

8. Your salary is not about what you’re worth.
It’s about what you negotiate. Don’t ask, don’t get.

9. Networking isn’t about being social.
It’s survival. The right connections will open doors that your skills alone can’t.

10. Your career is your responsibility.
No one is coming to save you. Own it or get left behind.

This should not make you cynical, but prepared.

Understanding how the system works doesn’t mean you have to play dirty.

When you understand how the system really works, you stop getting blindsided and start making smarter moves.

It means you have to navigate smarter, protect yourself, and stay one step ahead.

Knowledge is power, but it’s also protection.

Feeling the sting of this truth? Good!
You’re now ready to take control.

[Dr SHRADDHEY KATIYAR @Wegiveyouhealt1]

Life can flip in a second. One phone call, one diagnosis, one unexpected moment and everything changes. Nothing is guaranteed. Not time. Not health. Not the people you love. So love louder.
Appreciate deeper. Because what feels normal today could be something you pray for tomorrow.

[Simons @Simon_Ingari]

RESIGNATION LETTER

Reasons for Leaving
1. Work-Life Balance
❌ Don't say
This job is ruining my personal life and health
✅ Do say
I'm seeking a role that allows me to better balance my professional and personal commitments

2. Toxic Workplace
❌ Don't say
This place is full of drama and backstabbing
✅ Do say
I'm seeking a work environment that better fits my professional values

3. Bad Manager
❌ Don't say
My boss is incompetent and impossible to work with
✅ Do say
I'm looking for a leadership style that better supports my work approach

4. Lack of Growth
❌ Don't say
This job is a dead end with no chance to move up
✅ Do say
I'm pursuing new challenges to further develop my skills and experience

[Sayan @sayan_wtf]

Don’t overthink learning to code.

• Build a Password Manager to learn hashing and file storage
• Build a URL Shortener to understand routing and unique IDs
• Build a Todo App with deadlines to practice CRUD
• Build a Web Scraper to learn requests and parsing
• Build a CLI Expense Tracker to master logic and edge cases
• Build a Log Analyzer to work with timestamps and patterns
• Build a Simple Recommender using rule-based similarity
• Build an Email Automation Script with scheduling

Stop watching tutorials.
Start doing the projects. 🚀

[Niraj @nirajxdev]

TL;DR of the video by @kirat_tw

The 6 S-tier habits:

> Crystal-clear fundamentals (most important now with AI)
> Actually enjoy coding (not just for money)
> Deep work stamina — sit and grind for 4–5+ hours at a stretch
> Right peer group (one person gets placed → everyone else follows)
> Zero market blame — stay optimistic no matter what LinkedIn says
> Full ownership — build ambitious projects + do your own outreach/referrals

Final message: There’s no magic pill. Just stack these habits for 6 months, and the offers will come.

[𝗩𝗲𝗱𝗮𝗰𝗵𝗮𝗿𝘆𝗮 @acharyaveda_]

अचानक हार्ट अटैक आने पर 7 रुपये की ये सबसें सस्ती किट अपने जेब, पर्स, घर, दुकान, और कार्यालय की अपनी दराज में हमेशां अपने पास रखें, क्योंकि ये देखने में आ रहा है कि आजकल अचानक और पहली बार आ रहे हार्ट अटेक में लोगों को अस्पताल पहुंचने तक का समय भी नहीं मिलता,और जान चली जाती है !👇

[Shreya Shah @ShreyaShah22]

🚨Things to do for a healthy lifestyle:-

Step 5:-
Strength training is non-negotiable,
Going to the gym and lifting weights at least 3 times a week should be the new normal,

[Raj Shamani @rajshamani]

Burnout isn't caused by working too much. It's caused by working a lot with no visible proof that it matters. You can work brutal hours at something you believe in and not burn out. The exhaustion isn't from the volume. It's from the meaninglessness.