Interests: DeFi; building with LLMs; systems that learn via evolution and adaptation with applications to algorithmic trading and agent-based decision systems.
Evolving Deep Learning Optimizers
TL;DR. Evolutionary framework that discovers novel deep learning optimizers by combining primitive gradient operators; produces hybrid update rules that outperform AdamW in low-data regimes.
Hybrid Genetic Algorithm for Optimal User Order Routing: Multi‑Objective Solver Optimization in CoW Protocol Batch Auctions
TL;DR. Multi‑objective evolutionary solver (NSGA‑II hybrid) for CoW Protocol batch auctions that balances user surplus, gas, slippage and risk under tight deadlines; outperforms deterministic baselines on small–medium orders and converges within ~0.5s median.
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Alpha Router — Evolutionary solver
Implementation of my published hybrid genetic algorithm (NSGA-II + deterministic refinement) for CoW Protocol batch auctions. Handles multi-objective optimization (surplus, gas, slippage, risk) under tight latency constraints; deployed as a production-ready routing engine.
Repo: https://github.com/mmarfinetz/Alpha-Router -
evo-optimizer — Evolutionary optimizer discovery for ML
PyTorch framework that evolves new update rules by combining primitive gradient operators (sign-grad, momentum, normalization terms). Produces hybrid optimizers that outperform AdamW in low-data regimes and accelerate convergence across CIFAR-10, MNIST, and Fashion-MNIST.
Repo: https://github.com/mmarfinetz/evo-optimizer -
VinRouge — On-chain trading agent
Advanced signals/strategies and recommendations (mean reversion, RSI, Bollinger %B, Z-score).
Repo: https://github.com/mmarfinetz/VinRouge -
Arbitrage Bot
TypeScript/Hardhat bot that discovers and executes arbitrage via Flashbots (regular, MEV-Share, WebSocket, hybrid). React dashboard, gas/circuit-breaker logic.
Repo: https://github.com/mmarfinetz/arbitrage-bot -
ElizaOS (agent framework) — Contributions
PRs: #2869 · #2784 -
Tetris AI — Genetic algorithms + Markov-chain learning for gameplay
Repo: https://github.com/mmarfinetz/Tetris
Blockchain
ML / AI
Web
Infra / Deploy
Email: mitchmar@sas.upenn.edu · GitHub: https://github.com/mmarfinetz · X/Twitter: https://twitter.com/mmarfinetz7 · Telegram: https://t.me/mitch0x