Ashmit JaiSarita Gupta

Open to Work | Software Dev, Quantum Computing and ML. | GSoC 24 @AsyncAPISpec | Ex-Quantum Computing Intern at @Creed_Bear Dubai | NITH'25

[Ashmit JaiSarita Gupta @ashmitjsg]

Have you ever felt captivated inside yourself? Captivated inside the cage of wrong habits, indiscipline, failure. Trying hard to come out like a bee trapped in spiderweb, but failing to do so. I am in the same position rn.

[Ashmit JaiSarita Gupta @ashmitjsg]

@anjuls @cloudraftio Me,

https://t.co/aDIy7tYwOM

https://t.co/ZQx4nqxbgW

[Ananthan Ayyasamy @AnanthAyyasamy]

I strongly oppose the charges against Prof. Suryanarayana Doolla of IIT Bombay under the SC/ST (Prevention of Atrocities) Act.

My background: I belong to the Devendra Kula Vellalar (DKV) community, classified as SC. I grew up in deep rural poverty and witnessed the suffering of my people first-hand. I was educated thanks to broad-minded people from many communities.

I studied Electronics at NIT Tiruchirappalli, worked at C-DOT Bengaluru, and then at Intel in India and the US, where I rose to Engineering Director and Senior Silicon Architect, responsible for high-speed interconnects vital to modern CPUs and GPUs. I hold multiple patents in this field.

I share this to make clear that I know what it means to come from an SC community and rise through hard work and commitment.

Our DKV community has taken a principled, voluntary stand not to file SC/ST cases against anyone. We have seen how cases under this Act are weaponised, and how that deepens enmity on the ground.

On that basis, I oppose the misuse of this Act in this case. The case against Prof. Doolla must be withdrawn. This matters for the future of SC/ST students and for our nation.

Jai Hind 🙏

@AmitShah @Dev_Fadnavis

[IIT Kharagpur @IITKgp]

My dear students,

As you walk into your examination halls, remember this: an exam measures what you wrote on one day. It does not measure who you are or what you will become.

You earned your place at IIT Kharagpur through years of effort, and that strength has not left you. Trust your preparation. Breathe. Take one question at a time.

And whenever the pressure feels heavy, know that you are not carrying it alone. My hand is on your shoulder, today and always. This Institute stands behind every one of you, on your good days and on your difficult ones.

Give it your honest best. That is all I ask, and it is more than enough.

All the very best.

Prof. Suman Chakraborty
Director, IIT Kharagpur

#IITKharagpur #KGPians #AllTheBest #DirectorsMessage #YouAreNotAlone

@Suman_iitkgp

[Saiswaroopa Iyer @Sai_swaroopa]

If you are OK with malpractice in exams, your fight against paperleaks was hypocritical at best.

[Pravesh Biyani @pravesh]

did my https://t.co/zANOEvvHvH at IIT Bombay and my PhD at IIT Delhi. I've been a professor for 14 years now. In 22 years of watching the IIT/IIIT system closely, I have never once witnessed a teacher discriminate against a student on the basis of caste.

During my https://t.co/zANOEvvHvH, most of us had no idea what caste our batchmates belonged to. Many of my close friends were SC/ST. We never discussed it. It never entered any conversation or decision. Not once. Our exposure to the humanities department was limited, though — the term "Brahmanical patriarchy" didn't even exist back then.

As a teacher, I don't ask a student's name before solving their doubt. Often I don't know their name at all — some of my classes have 300+ students. We treat them all the same. So does every colleague I know. So did every professor who taught me.

Social media has now filled vulnerable students' heads with a lot of manufactured grievance about caste discrimination that, in my experience, doesn't exist.

[Rupok Acharjee @RupokAcharjee]

Me after sharing my honest opinion on how to solve the terrorism problem in the world :

[jinjingliang @JinjingLiang]

Jev

[Ashmit JaiSarita Gupta @ashmitjsg]

@priyakriti__ Go to fest, midsem marks can be balanced by endsem.

[Neuralink @neuralink]

A beautiful surprise

[Ashmit JaiSarita Gupta @ashmitjsg]

Socha yaad dila du.

[Ashmit JaiSarita Gupta @ashmitjsg]

I think, you can use it to replace the expensive LLM calls made in the router node of any langgraph workflow (or any AI workflow node where routing decision has to be made).

[ibo @ibocodes]

i have jev access and i genuinely can't think of one thing to use it for

everyone's jevpilled and i'm sitting here with fomo

what are you actually using it for every day

not demos, real work

[Ashmit JaiSarita Gupta @ashmitjsg]

@kodejeet Yes, there are multiple products like supermemory, mem0, etc Or you can implement one from scratch for your platform for the love of the game.

[Ashmit JaiSarita Gupta @ashmitjsg]

LLMs don’t have persistent memory by default. They only operate on the context provided for each request.

Memory is an external layer: store summaries and past messages, then inject them into the prompt. That’s how short- and long-term memory is implemented around an LLM.

[Hardik Gohil @GohilHardy]

If AI can understand my entire codebase,

why does it still forget

what I told it 5 prompts ago?

[Arpit Bhayani @arpit_bhayani]

Turns out Jev is not new or a breakthrough. Nandakishor Mukkunnoth built the same thing and released a paper and weights in 2025.

You can find more details on the same here: https://t.co/SYHpbXUzXU

Cannot emphasize this enough: "show your work".

You might have built something extraordinary, but if you cannot make it reach the world and make the world take notice of it, then you are doing a complete disservice to yourself, your efforts, and your sacrifices.

[Ashmit JaiSarita Gupta @ashmitjsg]

What is the architecture of Jev?

[Ashmit JaiSarita Gupta @ashmitjsg]

@LukeberryPi As I said earlier, me.

[Ashmit JaiSarita Gupta @ashmitjsg]

@dotpem I am the Jevops Engineer people need.

[Ashmit JaiSarita Gupta @ashmitjsg]

Meat Proxies talking to each other.

[Ashmit JaiSarita Gupta @ashmitjsg]

@kodejeet nice

[Mark Jaquith @markjaquith]

This is my new shortest “what is Jev” explanation