Privacy-First Family Device Management
A transparent family device-management platform combining consent-aware controls, deterministic policy evaluation, supervised-device foundations, and AI-assisted web categorization.

01 / The problem
What needs to change
Families need useful device boundaries and access workflows without covert monitoring, unnecessary content collection, or controls that pretend to bypass platform safeguards.
02 / The approach
A focused path through the complexity
The product separates app-store-friendly family controls from supervised-device management, applies explicit policy logic, minimizes retained data, and limits AI assistance to privacy-preserving categorization.
03 / Key capabilities
What the system is designed to do
- Schedules, app and web rules, shields, and access requests
- Deterministic policy simulation and audit events
- AI-assisted URL categorization with raw logging disabled by default
- Supervised-device enrollment, profiles, restrictions, and command queues
- Retention, export, deletion, consent, and privacy settings
04 / Architecture
Technology and system shape
- TypeScript monorepo with shared domain and privacy packages
- Native parent, child, and consent-based desktop app scaffolds
- API, policy, filtering, worker, and supervised-device services
- Postgres and Redis deployment shape with local demo mode
- Admin console and generated client contract metadata
05 / Results
What the repository demonstrates
- The scaffold implements a working simulator demo, policy engine, API flows, administration, supervised-control previews, and privacy utilities.
- The design documents platform and entitlement limits instead of presenting unsupported controls as production-ready.
06 / Lessons
What the work teaches
- Trustworthy family technology begins with visible consent and data minimization, not surveillance depth.
- AI classification should be optional, bounded, and downstream of a deterministic policy model.
07 / Screenshots
Approved visuals
No public screenshots yet
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