JoyjitBhowal

BTech CSE student · Building in ML, full-stack & data science · IIC Student Convenor · writing about how things actually work, starting with memory in C & Py

[JoyjitBhowal @bhowal_joyjit]

I finally wrote my first technical blog. It's about how C and Python handle variables completely differently; one treats them like boxes, the other like name tags. Wrote it up here (my first technical blog, be kind):
https://t.co/wib6tYWiYO

[JoyjitBhowal @bhowal_joyjit]

Now, in the meantime, before starting any project, we have to start with a literature review. It helps me understand the fundamentals, identify already been explored, and to figure out what needs to be clarified before I actually start with the project.

[JoyjitBhowal @bhowal_joyjit]

I am working on my fianl year project which is An Agent-Native Memory System for Small Language Models: Design and Evaluation of Architecture for Long-Horizon Agentic Tasks for the year of 2026-27

[JoyjitBhowal @bhowal_joyjit]

@NagalandUniv @ugc_india @EduMinOfIndia @IITGuwahati @dpradhanbjp As a student from Nagaland University, School of Engineering and Technology. I hope it will help us towards our overall academic progression through programs, like internships and some kind of training programs at IIT Guwahati.

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[JoyjitBhowal @bhowal_joyjit]

Recommended....

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[JoyjitBhowal @bhowal_joyjit]

Do you regret dreaming? https://t.co/5zjEHYg8RC

[JoyjitBhowal @bhowal_joyjit]

Article:
“Why C Trusts You and Python Doesn’t”
Publishing on 27 June at 11:11 AM.

[JoyjitBhowal @bhowal_joyjit]

Why does C make you call free() by hand, but Python never does?
I went looking for the answer and ended up in 1972, at Bell Labs.
C, C++, and Python all answer one question completely differently:
Who do you trust with the cleanup?
New post,
Publishing on 27 June at 11:11 AM.

[JoyjitBhowal @bhowal_joyjit]

Why does C make you call free() by hand, but Python never does?
I went looking for the answer and ended up in 1972, at Bell Labs.
C, C++, and Python all answer one question completely differently:
Who do you trust with the cleanup?
New post,
Publishing on 27 June at 11:11 AM.

[JoyjitBhowal @bhowal_joyjit]

ok so i learned all this os/C memory stuff in college and thought i understood variables
turns out python does something completely different and i never bothered to ask why
until now. new blog's up https://t.co/wib6tYWiYO

#Python #C #TechnologyNews

[JoyjitBhowal @bhowal_joyjit]

This is genuinely my first technical blog. I wrote the whole thing the way I actually learned it, one confusing result at a time, with code and diagrams.
If you want the full thing:
https://t.co/wib6tYWiYO

[JoyjitBhowal @bhowal_joyjit]

I used to think a variable was just a labeled box in memory.
Then I started learning Python properly, and it completely broke that picture.
Wrote my first blog about it. Here's the short version...

[JoyjitBhowal @bhowal_joyjit]

There's one case that counter can't solve though, two objects pointing at each other in a loop. Their count never hits zero on its own.
That's exactly why Python has a separate garbage collector quietly running in the background just for that.