Technology
The same pipeline carries a model from a notebook to the order path, with an independent gate in the middle.
Execution
Venue connectivity runs from co-located infrastructure with microsecond-level instrumentation. Order management, pre-trade risk checks and kill switches sit in the path of every order, not beside it.
For strategies that hold longer than a few seconds, speed matters less than understanding each venue's matching engine. We invest in both.
Research platform
Tick-level market data is versioned and immutable. Researchers work on a shared GPU cluster with experiment tracking and automated backtests against transaction-cost models fitted on our own fills.
An independent group reviews every model before it trades: out-of-sample performance, capacity, decay and behaviour under stress. Production models retrain on a schedule and are monitored for drift.
Platform
Security
Trading, treasury and corporate systems are segmented and monitored. Reports about the security of our systems are welcome at security@kestrelalpha.com; our policy is published at /.well-known/security.txt.