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ShriyansBharuka/README.md

$ shriyans --scan --year 2026

+ [FRAUD]    36/36 planted invoice frauds caught, 0 severe false positives  β†’  AuditPilot AI
+ [DEPS]     18/18 failing checks fixed, 0 regressions, $0 LLM cost         β†’  Protocol
+ [SPECIES]  98.85% accuracy classifying marine life from raw DNA reads     β†’  ANVESH
+ [STORMS]   5.96 kt RMSE forecasting 39 years of Indian Ocean cyclones     β†’  Cyclone Prediction
+ [LEAKS]    finds the column that made your test score a lie               β†’  TargetLeak

  scan complete. 5 hidden things found. still looking.

> whoami

πŸŽ“ B.Tech IT @ VJTI Mumbai β€” Batch of 2029, minor in Entrepreneurship & Startups

πŸ” The pattern in everything I build: something is hiding in the data β€” a fraud, a leak, a broken dependency, a species, a storm β€” and I build the thing that finds it

πŸ€– Into: multi-agent systems, ML that survives contact with real data, and tools that explain why

🏁 Hackathon regular β€” 24-hour builds are my favourite way to ship

🚩 CTF player β€” picoCTF, IIT Madras CTF (RSA, SQLi, JWT, stego, forensics)

β™ŸοΈ Chess Coordinator @ Enthusia, VJTI

πŸš€ Endgame: build my own startup

⚑ Currently

  • πŸ“ˆ AlgoTrade ML β€” regime-aware ML trading system, live paper-trading on Alpaca since Mar 2026 (+24.7%, walk-forward Sharpe 1.18)
  • 🌱 Gearing up for GSoC in open-source finance
  • 🧠 Going deeper on LangGraph agents & graph-based fraud detection

πŸ’¬ Ask me about

Agents Β· fraud detection Β· ML for weather & biology Β· startups Β· chess

> ls ./featured

πŸ›‘οΈ AuditPilot AI

ELEVATE 1.0 Β· Top 30 of 900+ teams Β· built in 24h

AI audit platform that checks 100% of invoices with 16 fraud detectors, graph-based circular-trading detection and an MCP server with 53 role-restricted tools. A ~40-hour audit runs in 60 seconds.

code Β· live demo β†—

πŸ”§ Protocol

πŸ₯ˆ Runners-up, Track 2 Β· Hacktoberfest 2026, K. J. Somaiya

Multi-agent system that finds and safely fixes outdated Python dependencies. Fixed 18/18 failing checks with 0 regressions on local LLMs ($0 cost) β€” cutting 2–4 hours of debugging to 10 minutes.

code

🧬 ANVESH

Smart India Hackathon 2026 Β· eDNA biodiversity pipeline

Identifies marine species from DNA fragments found in seawater and computes biodiversity indices. 98.85% accuracy with 192-D embeddings, and recovered 97.59% of reads other pipelines throw away.

code Β· live demo β†—

Research project Β· co-authored paper Β· team lead

Forecasts North Indian Ocean cyclone intensity and track from 39 years of data. Random Forest hit 5.96 kt RMSE (RΒ² 0.947); a hybrid Markov + physics model beat the persistence baseline at 72 hours.

code

πŸ•΅οΈ TargetLeak

Finds the data leakage that made your test score a lie β€” which column, why, and how to fix it.

code

> cat stack.txt

Languages
languages

Web & Backend
web

AI / ML
ml

Data & DevOps
tools

> cat trophies.log

Event Project
πŸ₯ˆ Runners-up, Track 2 β€” Hacktoberfest 2026, K. J. Somaiya Protocol
πŸ… Top 30 of 900+ teams β€” ELEVATE 1.0, DJ Sanghvi AuditPilot AI
πŸ›‘οΈ Built TrustMesh β€” runtime integrity for autonomous AI agents, SYN3RGY 3.0 TrustMesh
πŸ“„ Co-authored research paper on cyclone forecasting Cyclone Prediction
🚩 picoCTF & IIT Madras CTF β€”

> git log --stats

stats top languages streak activity graph contribution snake

> ping shriyans



// if it's hiding in the data, I'm probably building something to find it.

footer

Pinned Loading

  1. TargetLeak TargetLeak Public

    Find the data leakage that made your test score a lie - which column, why, and how to fix it.

    Python 3

  2. Audit-Pilot Audit-Pilot Public

    Python 1

  3. Cyclone-prediction Cyclone-prediction Public

    Python

  4. H26_GravityFalls_Protocol H26_GravityFalls_Protocol Public

    Forked from rishrek/LinkWatch

    Python 1 1