Amit Kumbhare

Building AI tools in public with Python & LLMs
Currently: CF problem recommender
Django • ML • RAG • Backend

[Amit Kumbhare @Curious_Souls58]

New Project Introduction : I’m building a CF Question Recommender that actually knows your level and recommends problems based on your weaknesses (not luck). I'm building the thing completely in public, follow link to my YT for regular updates & demo
https://t.co/MPMDOrvhqa

[Amit Kumbhare @Curious_Souls58]

@yessanjaydevs Sorry i forgot about the policy and accidently shared it publically.

[Amit Kumbhare @Curious_Souls58]

🔵 My Amazon OA Experience

I gave the OA yesterday, it was pretty straightforward.

Coding Round 1 DSA - scored 15/15 (All testcases passed) The question was Leetcode Easy Difficulty.

Coding Round 2 Al Assisted Framework Debugging - fixed 6/6 Bugs

Thread 🧵 1/3

[Amit Kumbhare @Curious_Souls58]

High chances my particular OA was easier than others (based on what i saw on reddit)

But the entire experience was worth having.

Will continue improving my DSA and Projects experience and also applying.

Thread 🧵 3/3

[Amit Kumbhare @Curious_Souls58]

For the framework I chose Django, had some missing features, bugs were obvious ones.

While this opportunity was for 2027 Batch (I'm 2028), giving this OA was a good confidence booster.

Spending the last couple of months on Django Projects was really rewarding.

Thread 🧵 2/3

[Amit Kumbhare @Curious_Souls58]

@darijan___ Give me a real problem Pausee has not necessarily your stack. I'll solve it with mine and document it start to finish, 3-6 months of my time. If i don't deliver you lose nothing.

[Amit Kumbhare @Curious_Souls58]

@GithubProjects looking for interns ? maybe i'm a fit
https://t.co/1PS5BqmnYx

[Amit Kumbhare @Curious_Souls58]

@darijan___ As an ai startup founder what do you expect in people that you wanna hire ?

[Amit Kumbhare @Curious_Souls58]

@darijan___ @8xsocial https://t.co/1PS5BqmnYx
Well not the best you would find here, but ready to outwork others.

[Amit Kumbhare @Curious_Souls58]

So, finally after weeks on efforts, Nxtup Recommendations are here.
It uses a RAG Pipeline that reads your submission pattern and suggests appropriate questions with explanation.
Final video explaining the pipeline and code is already out!

[Amit Kumbhare @Curious_Souls58]

Yup, months of hardwork finally paid off.
NxtUp Recommendations are here!!

[Amit Kumbhare @Curious_Souls58]

Last Week :
First encounter with API, learnt a lot about how they work, rate limits, tons of 429's too. This entire thing took me 26 hrs in total to get CML for all those problems. This can't be repeated again so im planning to build an API Rate Limiter integrated in this project

[Amit Kumbhare @Curious_Souls58]

NxtUp : Recommendations System Design Architecture [Django + SQL + JavaS... https://t.co/wX8QP7zmrc via @YouTube

[Amit Kumbhare @Curious_Souls58]

Late Update
On last Thursday i successfully made my VectorDB on Chromadb. Now it has Approx 10k problems with embeddings made on problem description and metadata as CML(Core Mathematical Logic)
PS: If you haven't yet, watch my last video in Sys Design of this project
Link Below⬇️

[Amit Kumbhare @Curious_Souls58]

@GithubProjects Here
https://t.co/1PS5BqmnYx

[Amit Kumbhare @Curious_Souls58]

Just uploaded another video on NxtUp : Recommendations System Design Architecture [Django + SQL + JavaScript]
https://t.co/jPPhLu52rO @YouTube

[Amit Kumbhare @Curious_Souls58]

Yesterday i finished the System Design Architecture for NextUp's recommendation Engine. Currently learning more about chromadb and RAGs.
Would try to make a video on this today.
PS Implementation would take atmost one week from today.
Most exciting part of this project 🤩.

[Amit Kumbhare @Curious_Souls58]

NxtUp : User Dashboard & A2OJ Ladder Integration [Django + SQL + JavaScr... https://t.co/62o4e1AwXQ via @YouTube

[Amit Kumbhare @Curious_Souls58]

NxtUp Project Update :
Yesterday (actually today) i implemented and uploaded 2nd vid on YT, for User Dashboard & integrated 3 A2OJ Ladders (approx 300 Ques), completely synced with your account. Next Vid and target is AI Powered Question Recommendation System
Video Link Below

[Amit Kumbhare @Curious_Souls58]

Project Progress and Videos should be regular now 🤞🏽, hoping weather and health contributes to it.

[Amit Kumbhare @Curious_Souls58]

NxtUp : User Dashboard & A2OJ Ladder Integration [Django + SQL + JavaScr... https://t.co/1nrcyn3Kny via @YouTube
2nd Video is published on YT!