Manas saha

19 year old, A developer

[Manas saha @ManasS8360]

Built my first RAG pipeline with LangChain
Ingest any file type
Convert to structured documents
Chunk for optimal retrieval
Generate vector embeddings
Store in Qdrant
Query agent performs similarity search + calls LLM with retrieved context
Time to integrate this into the project

[Manas saha @ManasS8360]

Nobody cares until you ship something wild enough to flex
So build something, not spam "wanna connect..."

[Manas saha @ManasS8360]

Today's build log:
• Refactored my AI agent to run on Inngest — LLM calls now go through a background job with real-time streaming instead of blocking on HTTP
• Cleaner architecture, better UX
• Closed the day planning what's next
• push 10,000 line
One step closer.

[Manas saha @ManasS8360]

Today was a normal day.
• Push ~2,000 lines of code
• Learned the fundamentals of RAG, LangChain, and vector databases (need a RAG pipeline for my project)
• Finished my blog on LLMs & Transformer architecture
• Attended the Gen AI Cohort class
Let's see what tomorrow brings

[Manas saha @ManasS8360]

GenAI Cohort Class 02 learnt about
Prompting
zero short prompting
few short prompting
chain of thought prompting
Persona
Thanks to
@Hiteshdotcom @piyushgarg_dev @nirudhuuu
@yntpdotme @ChaiCodeHQ

[Manas saha @ManasS8360]

Is there any good free resource for RAG and vector dbs concept and code in javascript?

[Manas saha @ManasS8360]

Today was a chill day.

Worked on my personal project (another 7,000 lines pushed)

🐳 Took a deep dive into Docker's core architecture (officially down the Docker rabbit hole)

Wrote half of my blog on "An Overview of How LLMs Work" (from the Gen AI Cohort)

That's it for today

[Manas saha @ManasS8360]

@ChaiCodeHQ 😞🙏🙏🙏

[Manas saha @ManasS8360]

Class-01 of GenAI done
Today I learned about -
1. LLM
2. Internal of Transformers
3. Tokenization,
4. Attention mechanism
5. Context Window
6. Embedding and vector space intuition
7. Temperature

[Manas saha @ManasS8360]

@piyushgarg_dev Milte hai sir

[Manas saha @ManasS8360]

Excited to kick off the
@ChaiCodeHQ
Hackathon Over the next few weeks, I'll be building
something crazy with https://t.co/fgl0DAowGS
Builder Mode On | MacBook Giveaway Hackathon
@nirudhuuu
@corsairdotdev
@Hiteshdotcom
@piyushgarg_dev
@yntpdotme

[Manas saha @ManasS8360]

started our DEVOPS journey with CI/CD and doing a SSH in VPS provided by
@arjunhemrajani
. Thanks a lot sir 🫡
@nirudhuuu
-> piyush sir was in principle engineering mode again

[Manas saha @ManasS8360]

@dhruvsood05 Congratulations bro

[Manas saha @ManasS8360]

@surajtwt_ Ipl is dead

[Manas saha @ManasS8360]

@sameerbhagtani @ChaiCodeHQ @Hiteshdotcom @piyushgarg_dev @nirudhuuu @yntpdotme @surajtwt_ @devwithjay @Aasuyadavv @aryankumar877 Let's connect brother 😄

[Manas saha @ManasS8360]

@Rajat_Jas @ChaiCodeHQ @Hiteshdotcom @nirudhuuu @piyushgarg_dev @BlazeisCoding @sudo_core @iamabhishek012 @rachit26227444 Let's connect brother

[Manas saha @ManasS8360]

Today we step into ful-stack
frame-work, Next.js by @surajtwt_sir.
We cover:
=>Static Route
=>Dynamic Route
=>Catch All Routes
=>Route Groups
->CSRISSR|SSGIISG Rendering
@Hiteshdotcom @nirudhuuu

[Manas saha @ManasS8360]

Sleep?? What's that?! Let's do trpc monorepo

[Manas saha @ManasS8360]

@Hiteshdotcom Hum tho hackathon ka project bana rahe the tanstack router ke use se

[Agam arora @Agam2928]

Sometimes life hits the hardest when someone is finally trying their best to move forward.

My friend @6116Hayat comes from a simple family and has been working day and night to build a better future through tech and studies. While others sleep, he spends nights learning, practicing, and trying to create opportunities for himself. His laptop wasn’t just a device — it was his classroom, his workplace, and his only hope to grow in his career.

A few days ago, his laptop screen suddenly broke completely. Since then, everything has stopped. No classes, no coding practice, no projects, no interviews. Watching someone work so hard for their dreams and then lose the only tool helping them chase those dreams is honestly heartbreaking.

He never asks anyone for help, and even now he’s trying to manage silently, but the truth is he cannot afford a new laptop or screen repair on his own right now. That’s why we are coming together to support him.

Even the smallest contribution can help him get back on track and continue fighting for the future he deserves. And if you’re unable to donate, please share this post — sometimes one share can reach the right person.

Let’s help a hardworking friend not give up on his dreams ❤️

@ChaiCodeHQ @Hiteshdotcom @piyushgarg_dev @nirudhuuu @yntpdotme @surajtwt_ @vidya4sure