SHAC87 — Algorithmic Trading & ML

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Algorithmic Trading & ML Engineering

Buildingsystemsthattradeatmachinespeed

View Projects

Skills & Stack

Portfolio

Projects

LIVE

Scalp New

ML-driven short-horizon crypto scalping. LightGBM + 54 features, 35+ strategies, multi-venue execution across Bybit, Binance, MEXC.

PythonLightGBMRustWebSocket

LIVE

Polymarket AI Agent

3-layer prediction market oracle. Dual-LLM ensemble (GPT-5.4 + Claude), 8 strategy engines, 15-min autonomous cycle scanning 80+ markets.

PythonLLMCLOBAI Agent

LIVE

Lighter HFT

High-frequency trading on commodity futures. Rust microstructure engine, sub-5ms features, XGBoost GPU, 33 models across WTI/HYPE/DOGE/XAG/XAU.

RustXGBoostPyO3GPU

DRY-RUN

ETH Liquidator

Aave V3 liquidation bot on Ethereum. Monitors 2500+ borrowers, flash-loan execution via Flashbots bundles. Zero-capital operation.

SolidityFlashbotsethers.jsDeFi

SHADOW

Funding Rate Arb

Cross-exchange funding rate carry. Triangular arbitrage across Binance, Bybit, MEXC. Dynamic sizing, settlement guard, yield curve monitoring.

PythonasyncioMulti-CEX

SHADOW

Liquidation Detection

ML-powered liquidation cascade detection on Bybit. 3-class classifier (Confirm/Edge/Noise), 42 real-time features, 200ms confirmation window.

PythonLightGBMReal-time

RESEARCH

Solana Liquidator

Kamino Lend liquidation bot ($3.5B TVL). All-Rust, 400ms Solana blocks, Yellowstone gRPC ingest, flash-loan execution via Jito bundles.

RustSolanaJitogRPC

RESEARCH

Solana DEX Arb

Atomic multi-hop DEX arbitrage on Raydium + Meteora (1356 pools). Cycle detection, Jupiter quote validation, Jito bundle execution.

Node.jsSolanaAMMMEV

LIVE

Cross-Exchange Arb

Perpetual spread arbitrage between Bybit and MEXC. Passive anchor + market hedge strategy, FSM order lifecycle, inventory tracking. 10K+ LOC production system.

Node.jsSQLiteWebSocketExpress

SHADOW

Backpack Scalper

WebSocket-based scalping bot for Backpack Exchange. Real-time klines + orderbook signal engine, spike detection for ML training data collection.

PythonasynciopandasWebSocket

DRY-RUN

ArbBot .NET

C# port of cross-exchange arbitrage. .NET 8 Worker service, TAKER_TAKER inventory-neutral strategy across Bybit + Binance. Parity benchmarked against Python baseline.

C#.NET 8YAMLsystemd

LIVE

Web Reader

Multi-source article aggregator and analyzer. RSS scraping, auto-translation to English, deduplication via hash, JSONL output with HTML dashboard.

PythonRSSBeautifulSoupNLP

SHADOW

HFT Bybit+Binance

High-frequency liquidity detection on Bybit with ML ranker for persistence prediction. 15 real-time collectors, 42 v2 feature columns, 200ms confirmation window. Execution via MEXC bridge.

PythonLightGBMNode.jsSQLite

LIVE

Data Science Agent

AI-powered data analysis and ML pipeline agent. Automated feature engineering, model training orchestration, walk-forward validation, and experiment tracking across trading projects.

PythonLightGBMXGBoostOptuna

live-feed

[12:34:05] FILL BTC_LONG +0.12% @ $67,432.50

Performance

Equity Curve

+15.8%

ML Engine

Feature Network

54 real-time features connected through microstructure signals. Hover nodes to explore.

Infrastructure

Global Server Network

Journey

Project Timeline

2024-Q3

Cross-Exchange Arb

First production bot — passive anchor + market hedge across Bybit & MEXC

LIVE

2024-Q4

Scalp New

ML-driven scalping with LightGBM, 54 features, multi-venue execution

LIVE

2025-Q1

ETH Liquidator

Aave V3 flash-loan liquidation bot on Ethereum mainnet

DRY-RUN

2025-Q2

Lighter HFT

Rust microstructure engine, sub-5ms features, XGBoost GPU models

LIVE

2025-Q3

Polymarket Agent

Dual-LLM prediction market oracle, 80+ markets, autonomous 15-min cycle

LIVE

2025-Q4

Data Science Agent

AI-powered ML pipeline — auto feature engineering, walk-forward validation

LIVE

2026-Q1

Solana Liquidator

All-Rust Kamino Lend bot, Yellowstone gRPC, Jito bundles

RESEARCH

Expertise

Skills & Technologies

Languages

PythonRustTypeScriptSoliditySQL

ML / Data

LightGBMXGBoostPyTorchPandasPolars

Infrastructure

LinuxDockerWebSocketRESTAWSHetzner