ML / AI

Reasoning & Scoring Engines

Conceptual use of ML/AI to prioritize risk, reduce noise, and support analysts — not replace them. Focused on explainability and guardrails.

ARCHITECTURE

System & Data Architecture

Views of how you design end-to-end systems: boundaries, contracts, queues, resilience patterns, and where you deliberately avoid over-engineering.

STREAM PROCESSING

Real-Time Pipelines

Stream processing patterns you use for security and telemetry: fan-in, fan-out, enrichment, and replay logic.

TELEMETRY

Signals Over Noise

The engineering view of “good telemetry”: schemas, quality checks, routing, and health that allow QRX Cyber and Crypto to operate with confidence.

DEVOPS

Automation & Delivery

How you think about CI/CD, infrastructure-as-code, and operational readiness so that changes don’t break everything at 2 a.m.

Engineering Sandbox (Future Island)

Placeholder for engineering-focused modules: sequence diagrams, architecture viewers, stream pipeline simulators, and more once we start wiring code islands in.