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mantavya0807/README.md

hey, I'm Mantavya πŸ‘‹

CS + Math @ Penn State, graduating December 2025. I build things that solve real problems, usually involving too much coffee and late night debugging sessions.

Currently breaking (and fixing) LLMs at Scale AI while trying to convince my meal plan optimizer not to suggest I eat chicken tenders for the fifth day in a row.

what I'm actually working on

reverse engineering Penn State's dining system because I was tired of losing meal plan money
β”œβ”€ Mealer - scraped 5000+ transactions from 150+ students
β”œβ”€ built MFA-aware Puppeteer bots that don't get blocked
└─ turns out idempotent Celery tasks are harder than I thought (97% sync rate after many failures)

replicating economic research papers for fun (and because someone said I couldn't)
β”œβ”€ EPU-Index - ingesting 50,000+ news headlines via ProQuest API
β”œβ”€ TF-IDF + spaCy pipeline hit 0.72 correlation with the real EPU index
└─ learning that backfilling at 1500/min without rate limits requires... creativity

teaching a MIPS CPU to not explode (extended my architecture project way past the deadline)
β”œβ”€ implemented forwarding, hazard detection, stall control
└─ added jal and jr support because why not

##3x hackathon winner πŸ†

won mHacks with Decluttered.ai - AI-powered marketplace automation
won BitCamp with FinGuard - phishing detection browser extension
won HackPSU with FinGuard - your bread and butter vision based pose detection Model

things I've actually shipped

M8 - event platform serving 5000+ users
hit 1440 req/sec at p95 latency under 180ms, learned more about connection pooling than any tutorial could teach

Decluttered.ai πŸ† - won mHacks 2024
multi-agent workflow crawling and classifying products, reduced content creation from 30min to 12min per item

homeharmony-platform ⭐ - real estate platform with Stripe
learned that payment flows have more edge cases than a dodecahedron, live at sub-space.me

Mealer ⭐⭐ - 150+ Penn State students trust this daily
hardest part wasn't the code, it was convincing people to give me their dining credentials

FinGuard πŸ† ⭐ - won BitCamp, stops phishing attacks
built because my roommate almost lost $500 to a fake Venmo email

BlockHouse - financial data analysis platform
TypeScript + charting libraries, processing market data in real-time

SecureWater - IoT water quality monitoring
TypeScript stack tracking contamination alerts

eduAI - AI scheduling assistant for students
built for Nittany AI Showcase, parses messy syllabi into actual schedules

BERT4Rec - product recommendation system
SVD to compress 128D embeddings to 10D while keeping 92% of the data, hit 64% recommendation accuracy

CourseCrafter - smart course schedule optimizer
helps students build schedules that don't result in 8am classes three days in a row

fitness-pose-coach - AI form tracking
turns out detecting if someone's squat form sucks is harder than I thought

side quests

tutoring calculus and linear algebra at Penn State Learning since Feb 2025
turns out explaining eigenvectors to freshmen at 8am is harder than implementing them

leading Penn State Esports web dev (yes, we have an esports team)
coordinating 4 developers who all want to use different React patterns

research with Dr. Wu on assembly parser-printers (NSF REU Summer 2025)
Python + OCaml combo that made me appreciate type systems

Wenlan-Research - built product rec systems for Prof Yu and Rangaswamy
that BERT4Rec project above, created product embeddings using fuzzy matching

MASBio research with Dr. Jacobson cleaning bioenergy datasets
learned that "cleaning data" means "discovering 47 different date formats"

tech I actually use

daily
Python JavaScript TypeScript React Node.js PostgreSQL

when I need to
C++ Django MongoDB Redis AWS Docker

experimenting with
LangChain spaCy Celery

random facts

  • wrote a Verilog CPU and then kept adding features nobody asked for
  • competed in job simulations for companies I'll probably apply to
  • once optimized PostgreSQL queries at 2am and saw an 18% improvement (couldn't sleep after that)
  • maintain a chess engine that uses minimax (it's decent but not great)
  • unironically enjoy writing documentation

let's talk

if you're working on something interesting, need help debugging something weird, or just want to argue about whether tabs or spaces are better (it's spaces), hit me up

πŸ“§ mantavyamahajan08@gmail.com
πŸ”— portfolio β€’ linkedin

currently looking for full-time SWE roles starting December 2025 (H-1B sponsorship needed, but I promise I'm worth the paperwork)


"most bugs are just features you haven't documented yet" - me, at 3am, convincing myself the crash is intentional

Pinned Loading

  1. CourseCrafter CourseCrafter Public

    Python

  2. Insurespectre Insurespectre Public

    JavaScript

  3. Mealer Mealer Public

    JavaScript 2

  4. myproject myproject Public

    HTML

  5. SAR SAR Public

    Vue

  6. SecureWater SecureWater Public

    TypeScript