Anshul jain

#iitDhanbad

[Anshul jain @janshul95]

Spent the last few weeks breaking down how modern LLMs actually work.

Here’s the 12-tweet version of everything that matters 🧵👇

[Financial Times @FT]

OpenAI admits an AI ‘agent’ caused a major cyber breach by itself https://t.co/Ye7H4Ta5Le

[Elon Musk @elonmusk]

People giving OpenClaw root access to their entire life

[Anshul jain @janshul95]

Prediction: Within the next year, at least one major global outage will be caused directly by an AI system — not because it “went rogue,” but because we trusted automation faster than we understood its failure modes.

Scale + complexity + blind trust = inevitable.

[Anshul jain @janshul95]

The frontier now:

• Efficient attention (FlashAttention, Mamba)
• Mixture of Experts
• RAG
• Agents
The Transformer isn’t the destination.
It’s the foundation.

[Anshul jain @janshul95]

Spent the last few weeks breaking down how modern LLMs actually work.

Here’s the 12-tweet version of everything that matters 🧵👇

[Anshul jain @janshul95]

Transformers have real limits:

• Quadratic attention cost
• Context window degradation
• No persistent memory
• Hallucination = likelihood optimization
Understanding constraints matters.

[Ministry of Information and Broadcasting @MIB_India]

"अगर पाकिस्तान से बात होगी, तो Terrorism पर ही होगी। अगर पाकिस्तान से बात होगी, तो PoK पर ही होगी।" - प्रधानमंत्री @narendramodi का राष्ट्र के नाम सम्बोधन

#OperationSindoor #IndiaFightsPropaganda

@PMOIndia

[Ministry of Information and Broadcasting @MIB_India]

Press briefing on #OperationSindoor @MEAIndia @DefenceMinIndia @SpokespersonMoD https://t.co/Ufmim5zQKT

[Aditya Raj Kaul @AdityaRajKaul]

How long will India tolerate Pakistan sponsored terrorism?

How long will we pause with meaningless Ceasefire Agreements?

How long will we see Pakistan Army being given a long rope by the West?

How long will Pakistan take the International Community for a ride?

[Aditya Raj Kaul @AdityaRajKaul]

How many times in history will Pakistan be able to make a fool of United States? We in South Asia have lost count…

[Press Trust of India @PTI_News]

STORY | J-K govt official, two security officers among seven killed in Pakistani shelling across Jammu

READ: https://t.co/nNsyVr1KQx