Krishhna retweeted
From failing JEE to making over ₹8.5 lakh through opensource in my first year of college.
It all started with depression, failed JEE, and a breakup.
I couldn’t face the man in the mirror anymore. So I decided to start over.
My first 3 months of college were pretty basic some web dev, a little DSA, nothing crazy.
Then around December, I discovered open source. For the next one month, I was mostly just f**king around. Made a few PRs, nothing significant.
Then February changed things. 35 of my PRs got merged into Palisadoes Foundation
I heard about Summer of Bitcoin. I filled the form only because my friend was filling it.
Somehow, I cleared the first round.
@kirat_tw told me, “Give it a try.”
So I started working on both GSoC and SoB
First Crash
The GSoC Org where I had gotten 50+ PRs merged didn’t get selected for GSoC.
Second crash: I submitted my SoB project ~30 seconds before the deadline.
At that point, I genuinely thought I was out.
I had to start GSoC all over again with different organizations. This time, I kept one as a backup.
Luckily, I cleared the first level of SoB too.
In the month of May.
I got into the GSoC Org I had kept as my backup(God’s plan >>> your plan) a long-term project worth $3,000.
Three days later, I got into SoB too and made another $3,000+.
Two weeks after that, I got into @SuperteamIN's Superdevs program.
Finished in the top 20 of the entire batch and won another $2,500.
By the end of it, I had made ₹8.5L+ in my first year of college.
And now, I’ve joined @TrenchersAI as an AI Engineer.
If there’s one thing you should take from my story:
AI won’t replace you.
But someone who knows how to use AI might.
Exactly Once = Atleast Once + Atmost Once (Thats just beautiful )
If you don't understand this concept, “eventually” you will be in trouble.
How to achieve Exactly-Once delivery?
One of the most serious problems a distributed system can have is executing an operation many times due to retries.
At first glance, Exactly-Once delivery seems hard to tackle, but dividing the problem into two parts makes it much easier to solve.
Mathematically, an operation is executed Exactly-Once if:
- It is executed At-Least-Once.
- It is executed At-Most-Once.
At-Least-Once Delivery
An operation is executed at least once if, even in the presence of failures, the system retries it until it succeeds.
How?
1. Retries: Implement a retry mechanism to ensure the message is retried until it is successfully processed. (Take into account that not all operations are retryable)
2. Persistence: Store the message and its state in a durable message queue to ensure it is not lost and can be retried.
3. Monitoring and Alerts: Set up monitoring to detect and alert if retries exceed a threshold, indicating potential issues needing attention.
At-Most-Once Delivery
An operation is executed at most once if the system prevents the same message from being processed more than once, even if it is retried.
How?
1. Idempotency is your friend. An idempotent operation can be applied multiple times without changing the result beyond the initial application.
2. Generate a unique idempotency key for each message/operation.
3. Before processing the message, check if the idempotency key already exists in a persistent store:
- If it exists, do not process the message again and return the previous result.
- If it does not exist, process the message and store the key.
Don't double-charge your customers; instead, combine At-Least-Once and At-Most-Once. ;)
Krishhna retweeted
The world when it was my turn to be an adult
- Degrees are merely important
- Robots ready to take over us
- AGI AGI AGI AGI
- People have lost their minds
- Dating & Job-Applying, both are humiliation rituals
- Overstimulating content everywhere
Krishhna retweeted
Go resources worth bookmarking, from basics to backend-heavy stuff:
Foundations
Tour of Go (go.dev/tour) - official interactive intro
Effective Go (go.dev/doc/effective_go) - idiomatic Go, not just correct Go
Go by Example (gobyexample.com) - short practical snippets per feature
Videos and Exercises
Golang Exercises - github.com/harshit3011/Golan…
Tutorial -
youtube.com/watch?v=DR4QhvIl…
Projects-
youtube.com/playlist?list=PL…
Krishhna retweeted
founder diaries episode 4
the wins, the lessons and the clients we've been working with.
last fortnight has been an absolute movie for each individual working in this company.
Krishhna retweeted
Distributed Systems series: done.
Added the final 6 articles to the repo today, closing out a series that covers consensus algorithms (Paxos, Raft), replication strategies, consistency models, partitioning, failure detection, and real-world case studies like Dynamo, Cassandra, Spanner, and Kafka.
That brings the repo to 66 articles total.
For anyone new here: it's a GitHub repo where I index every technical article I write, sorted by category so you're not stuck scrolling my timeline to find something. Right now it covers:
HLD (full system design breakdowns: YouTube, Netflix, Spotify, Instagram, Amazon, and more) LLD (parking lots, vending machines, music systems, and other classics) Backend Engineering (APIs, databases, caching, concurrency, security) Distributed Systems (now complete, 9 parts start to finish) Microservices (decomposition, communication, sagas, data ownership) AI (just getting started)
360 stars and counting. If you haven't checked it out:
github.com/harshit3011/Techn…
Special Thanks to @cheese_cakee_9 for helping me since the beginning
Krishhna retweeted
Won 500 USDC and came 8th at the @100xDevs Frontier Hackathon Track 🏆.Thank you 🫶 @kirat_tw @SuperteamIN ...
Krishhna retweeted
we simply do it all.
checkout zerith[dot]studio for building your next idea.






































