Demonic Binary / Studio
Try the engineering ideas for yourself.
Work through an authorization bug, compare architecture choices or make a security review checklist. These exercises use sample data in your browser and don't scan your actual systems.
01 / Security self-assessment
Security Readiness Studio
Choose the system you are building, verify common safeguards and receive a transparent list of engineering checks worth reviewing.
Open interactive studio02 / Failure-mode simulator
Architecture Studio
Inspect client, API, data and agent trust boundaries. Compare policy designs under session theft, replay and dependency failure.
Open interactive studio03 / Interactive scope builder
Build Your Engagement
Turn platform, risk and delivery constraints into a preliminary list of deliverables, then move into an actual client inquiry.
Open interactive studio04 / Code review exercise
Interactive Code Review
Compare a deliberately unsafe object lookup to a tenant-scoped fix, then run five synthetic authorization scenarios.
Open interactive studio05 / Research and services guide
Guided Engineering Concierge
Find curated answers grounded in existing research, services, and labs. Deterministic and private; no external AI model is used.
Open interactive studio06 / Gated AI assistant
Engineering AI Concierge
Connect source-grounded AI guidance to a reviewed corpus when the model, privacy, and abuse-control integrations are verified.
Open interactive studioDemos use synthetic data and deterministic rules. They do not connect to your systems, scan production infrastructure or establish a security certification. Scope inquiries remain subject to mutual review.