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AI GovernancePlatform scaffold

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.

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Privacy-First Family Device Management project overview

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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