Engineered for liquidity.
Quantified for alpha.

鞘の内

鞘の内 · victory without drawing the blade

Market making. AI/ML research. CEX, DEX, cross-chain.

Capabilities

LATENCY

Ultra-low latency execution

Hand-tuned trading engines in Rust and C++. Lock-free pipelines, kernel-bypass networking, deterministic order routing.

RESEARCH

Quantitative research

Proprietary ML pipelines for alpha discovery across CEX and DEX venues. Models trained on petabyte-scale order book and trade data.

INFRASTRUCTURE

Data engineering at scale

Real-time ingestion across dozens of venues. Petabyte-scale data lakes purpose-built for backtesting and live signal production.

Figures

μsengineered latency budget
24/7autonomous market coverage
PB+proprietary data lake
DEX + CEX integrated

Approach

Three disciplines. One execution surface.

Katana builds its trading engines in Rust and C++. Lock-free data paths, NUMA-aware threading, and kernel-bypass networking carry every order from signal to venue. Where the language disappears, the latency disappears with it.

Models are trained on petabyte-scale order-book and trade data drawn from every venue the firm touches. Alpha discovery and market-making policies live in the same research substrate. Decisions cross the trading engines in microseconds.

Data ingestion runs continuously across centralized exchanges, DEX order books, AMMs, and cross-chain venues. Backtesting and live inference draw from the same store — no replicas, no drift. The pipeline is built to outlive any single strategy that consumes it.

Markets covered

PERPETUALSSPOTOPTIONSFUTURESAMM POOLSORDER-BOOK DEXSLIQUID STAKINGCROSS-CHAINSTABLES

Contact

contact@katana.capital