Rogue Quant & AI Systems Builder

I design, train, and deploy trading engines, sentiment snipers, and DeFi experiments. Less theory, more PnL. Berlin-ready.

  • Reinforcement Learning (PPO/LSTM)
  • Microstructure & Execution Routing
  • NLP Sentiment (BERT/DistilBERT)
  • Crypto/DeFi, CCXT, FastAPI, Docker
abstract graph

Signals & Proof

AiFund‑Lite

RL-driven strategy on 1m crypto data. Paper traded with risk controls.

  • Sharpe (sim): 1.4
  • Max DD (sim): −7.8%
  • Latency-aware execution
Repo →

NeuroMemeSurge‑Lite

DistilBERT signals for meme pumps. Fake-pump detector with thresholds.

  • F1 (headline set): 0.79
  • Live alerts via Telegram
  • Feature: sentiment × volume
Repo →

Puppeteer of Chaos (PoC)

DEX sniping skeleton with orderflow sampling + backoff logic.

  • Mock pool watcher
  • Circuit breakers
  • Dockerized
Repo →

*Metrics shown are from controlled backtests or sandbox runs. Repos include notebooks to reproduce.

Selected Work

AiFund‑Lite: RL Hedge‑Bot

Clean PPO/LSTM baseline, modular risk manager, simple backtester, Kraken integration via CCXT (paper mode).

  • RL
  • Trading
  • CCXT
  • Backtesting
Open Repo

NeuroMemeSurge‑Lite

Headline sentiment → event-driven signals. Telegram alerts, throttled execution, and PnL logging.

  • NLP
  • Sentiment
  • FastAPI
Open Repo

Puppeteer of Chaos (PoC)

Latency first. Pool watcher + MEV-aware backoff. Designed for Raydium/MEXC/Bitget research.

  • DeFi
  • MEV
  • Docker
Open Repo

MFCB Research

Decentralized volatility stabilizer concept. Tokenomics, PPO controller sketch, Grafana dashboards.

  • Research
  • DeFi
  • Tokenomics
Open Repo

Notes & Research

VWAP Mean Reversion

1m bars, rolling σ filter, position sizing by z-score.

Volatility Clustering

GARCH sketch vs LSTM volatility head – tradeoffs in microstructure.

Sentiment × Liquidity

Joint signal: text polarity + AMM slippage → better pump filters.

Tech Stack

About

I'm Garvit — a self-taught quant/engineer who builds lean, shipping‑first systems. I like brutal simplicity, readable code, and experiments that expose truth. If you want someone who prototypes in days (not quarters) and iterates with real data, let’s talk.

Hire Me

Berlin founders & quant desks: I’m available for internship/working student/contract roles.

CV available on request. References & code walkthroughs on call.