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"The right tools change everything"

HFThot Research Lab is built for three types of traders. Discover yours and find your path.

💱

Market Maker

"You provide liquidity. Let us protect your edge."

You quote bid/ask spreads to profit from the spread while managing inventory risk. HFThot gives you silent P2P execution so your book stays invisible to predators, plus cross-venue aggregation for better fill rates.

  • 🛡️ Silent P2P execution — your quotes stay off-radar
  • Sub-millisecond latency — Rust-native execution engine
  • 📊 20+ venue aggregation — unified best bid/offer
  • 🤖 Regime detection — pause quoting in volatile regimes
  • 📉 Inventory risk tools — skew your quotes automatically
  • 🔒 MEV protection — no sandwich attacks on crypto
Start Market Making →
📈

Options Trader

"Price vol edges — not just direction."

You trade vanilla or exotic options and need fast, accurate Greek computation and volatility surface calibration. Our Rough Heston Monte Carlo runs 150× faster than Python, letting you hedge in real time.

  • Rough Heston MC (Rust) — 150× faster than NumPy
  • 🎯 Greeks in real time — Δ, Γ, Θ, Vega, Rho live
  • 📉 Implied vol surface — SVI / SABR calibration
  • 🔬 Paper + live trading — test before real capital
  • 📊 Regime-aware hedging — HMM identifies vol regimes
  • 🏛️ Institutional data — ETF + options flow, 20+ sources
Explore Options Lab →
🔬

Quant Researcher

"Go from ArXiv to live backtest in minutes."

You read papers, build models and need a reproducible research environment. HFThot integrates Polarway (the fastest DataFrame library), Optimiz-R (Rust-native differential evolution), and Jupyter notebooks — all in one Docker stack.

  • 📚 ArXiv → code — paper implementation add-on (€5/paper)
  • 🦾 Polarway — Polars-based data pipeline, Parquet + DuckDB
  • 🧬 Optimiz-R — differential evolution in Rust (PyO3 bindings)
  • 📓 Jupyter notebooks — reproducible research environment
  • 🗄️ Lakehouse time-travel — point-in-time backtests (no lookahead)
  • 🔒 Private by default — strategies never leave your container
Start Researching →

"Weak human + machine + better process = better results than strong computer alone"

— Garry Kasparov (@Kasparov63)

🤔 Not sure which profile fits you?

Most traders are a blend — a researcher who also trades options, or a market maker who also runs systematic strategies. HFThot Research Lab handles all of it from a single platform. Start with the Demo and explore at your own pace.

Try the Demo — free →