01

Nova — machine-learning service

Tabular models (LightGBM) for signal generation and conviction scoring. Trained on historical data, walk-forward validated, exposed as REST endpoints, and monitored in production.

02

AiEngine — LLM gateway

A central HTTP gateway fronting multiple LLM providers. Routes by caller allowlist, handles streaming, tracks usage. Provider substitution is possible without application changes.

03

Vision models

Open-source vision models applied to filings, charts, and structured documents where the cost-benefit is justified.

04

Drift and economic monitoring

Models in production are monitored for accuracy, calibration, and economic impact. Models whose economic lift disappears are flagged for review.