mostly deterministic
Joined January 2018
- Tweets 5,766
- Following 227
- Followers 14,810
- Likes 13,160
906 Photos and videos
Jun 11
One Python feature I love is how easy it is to create custom context managers.
They let you wrap setup and cleanup logic into a clean, reusable abstraction.
Useful for things like database connections, transactions, file handling, locks, temporary resources, and more.
2
248
Jun 3
Not sure why, but building ML models was more exciting to me than building agents.
5
2
48
5,297
Jun 2
Scalability! Observability! Evaluation!
The three most important things I can think of right now!
While five years back I used to lose my shi* while trying out any new fancy ML concept worrying that how would I write code for it.
Jun 1
Is system design becoming the new LeetCode?
5
650
Feb 18
Now you can make an agent that makes an app that makes money while you sleep at night, arguably.
Feb 18
Well one thing is for sure
Now you cannot make an app and sleep at night while it makes money for you
1
2
322
Feb 8
I had multiple problems until I had a health problem.
Now I just have one problem.
2
3
242
Feb 4
Computers are just 0 and 1
Feb 4
AI is just if-else conditions
2
249
Feb 3
I used to be big on type-hinting in Python.
Over time I realized:
Mostly I end up reading types instead of logic.
If a function needs a magnifying glass to understand,
readability already lost.
Types should support code โ not drown it.
So I use them much less in projects.
3
237
Jan 29
The fact that I don't have to copy paste anything from the browser to ask questions about it is enough for me to use AI browsers (like Atlas).
Such a time saver.
1
1
156
Jan 28
Linkedin is crazy, I am getting referral requests in DM for the company I donโt even work for.
1
186
Jan 22
So I just resigned from the job I had been hating, after only eight months.
I never thought Iโd leave so soon, but despite my best efforts, the combination of unfulfilling work, a toxic client, and declining health made it impossible to stay.
Looking for better roles.
3
8
950
Jan 10
Looking for solid open-source LLM-based OCR tools that actually work. Any recommendations?
2
156
27 Dec 2025
If you can't distinguish between multithreading and multiprocessing, then keep in mind that:
Multithreading is like a chef with four pans on one stove sharing ingredients and tools.
Multiprocessing is having four chefs in four separate kitchens working in parallel.
โ
1
10
219
27 Dec 2025
The "Burning Dish" in multi-threading refers to Race Conditions.
Since threads share the same memory, they can trip over each other and overwrite the same variable at the exact same millisecond. You have to use Locks to keep things orderly, or your data gets corrupted.
1
2
200
27 Dec 2025
The "Phone Call" in multi-processing is Inter-Process Communication (IPC).
Because processes are totally isolated, they canโt just "see" each other's work. You have to package up your data and ship it over a boundary, which adds a performance overhead.
2
163