Playbooks

Frameworks for clean architecture, pipelines, release, and reliability

Account, subscription, and project layout that scales with teams and risk.

A single, predictable path from commit to production.

Data movement that is boring to run and easy to trust.

Deterministic, auditable numbers for risk and trading.

Deployments that feel routine, not heroic.

A consistent shape for every component so it is testable, observable, and safe to promote.