Shubham Saini

SDE-2 @Nagarro

[Shubham Saini @i_am_bug]

This is good

[Ado @adocomplete]

Your sessions have names and can DM each other in Claude Code.

claude --name backend
claude --name frontend

> tell frontend the orders endpoint moved to /v2

it's very effective.

[Shubham Saini @i_am_bug]

You're deep in a task in Claude Code. You hit the usage limit. You open Codex and it knows nothing.
So I built weekend project - CtxVault. Before you leave, your agent writes a handoff: goal, decisions, what's half-done, what's next. The next tool picks it up and continues.

[Shubham Saini @i_am_bug]

After long time back to X.
This weekend I am planning to build LLM context management related MCP server.

[Mehul Mohan @mehulmpt]

ChatGPT now has 1 billion (!) weekly active users

They're also making GPT-5.6 Luna free for all free users with unlimited chats.

[Shubham Saini @i_am_bug]

Not planned at all. I only had 2 days to plan and build it because of my professional workload.
Still, I'm happy to have finished in the top 30%
I got to add one more project to my resume. 😂
Big thanks to @akshaymarch7 finally complete something that was pending from weekends.

[Shubham Saini @i_am_bug]

what is language @ChatGPTapp ?????????

[Shubham Saini @i_am_bug]

Time is near when we all Job seeker will be standing in engineer chowk (like labour chowk) of every cities for daily wages.

[Juned Khatri | Engineer Turned Recruiter 🇮🇳 @hijunedkhatri]

nope; it should be shaam me rokda lo aur ghar jao

[Shubham Saini @i_am_bug]

@hijunedkhatri "it should be shaam me rokda lo aur ghar jao" - isse Dihadi (दिहाड़ी) kehte hai 😂

[Shubham Saini @i_am_bug]

@harjjotsinghh Take a bow - nice Advertisement 😄

[Shubham Saini @i_am_bug]

Small Sunday project:
Some YouTube videos are too slow and I want to watch them faster.
I dont like to go Settings → Playback speed → Select speed
I wish for a hover-based speed control, so I built a Chrome extension.
Feel free to use if any1 wants- https://t.co/eCcaqZqNOj

[Shubham Saini @i_am_bug]

After affects of new copilot and MS launches

[Peter Dedene @dedene]

POV: you're still using GitHub Copilot after June 1st, 2026

[Shubham Saini @i_am_bug]

@asmah2107 OOHOO by mistake I visited IRCTC website in tatkal timings 😂🤣

[Shubham Saini @i_am_bug]

Nearby words pull a word's meaning. That pull = attention.
Here's how it works. Take "I ate biryani from Hyderabad, it was spicy."
To know what's spicy, the model scores every word. "biryani" scores highest , so it links spicy → biryani.
This is Attention in transformers.

[Shubham Saini @i_am_bug]

Every word = a dot on a meaning-map.
But "bank" has two meanings - money or river. One dot can't be both.
Fix: the model looks at the nearby words. "cash" → money. "river" → river. The neighbours reshape the dot.
That looking-around = attention
#AI #systemdesign

[Shubham Saini @i_am_bug]

@nirudhuuu

[Shubham Saini @i_am_bug]

Last post: words → numbers (tokens).
Those numbers aren't random. Each is an embedding a dot on a map of meaning.
The step from "India" → "Delhi" is the same step as "France" → "Paris": both just mean "the capital of."
#systemdesign

[Shubham Saini @i_am_bug]

An LLM never sees words. It sees numbers.
"unbelievable" → un / believ / able → 389, 7142, 931
It breaks words into sub-words so it can handle words it has never seen by reusing pieces it knows.
Step zero of every model. Everything after is just math on these.
#systemdesign

[Shubham Saini @i_am_bug]

@irushi Another token eater version INCOMING 😂😂

[Shubham Saini @i_am_bug]

@TTrimoreau pwd

[Shubham Saini @i_am_bug]

@engineerchirag so true, everyone is building AI agent/ wrappers not designing AI architecture which can be huge in near future.

Do you have some recommendation/ sources where I can read more and learn about AI system design bhai ?

[Shubham Saini @i_am_bug]

@KaiXCreator Some people still write useEffect for API calling in frontend