
Memory
Long-term personal memory
Organizes life data into retrievable, authorized memory assets.
How it is built
- Layered memory
- Relationship graph
- Local-first processing
Use cases
- Family albums
- Voice stories
- Cross-member Q&A
This page explains how ALA capabilities become product modules: lifelong memory, personality modeling, continuous evolution, future simulation, decision assistance, real-world collaboration, and digital legacy.
Design and prototype validation · Delivery in agreed phases

Illustrative workflows only. No personal data is accessed and no real tasks are executed.
Ask: find last year's birthday photos
Check access: search only authorized albums
Match people and dates: return candidate records
Show sources: the user confirms, edits or refines
Each capability maps to a concrete module across data organization, cognition, simulation, collaboration, and governance.

Long-term personal memory
Organizes life data into retrievable, authorized memory assets.

Coherent digital identity
Learns values, habits, preferences, and communication style.

Continuous capability growth
Updates with life stages, goals, and family changes.

Future scenario exploration
Compares paths and risks without replacing human decisions.

Personalized assistance
Provides advice while final decisions remain with the user.

Real-world task collaboration
Coordinates reminders, search, communication, content, and device actions.

Inheritable digital assets
Preserves experience, knowledge, stories, and creative output under authorization.
Deployment follows a terminal-first, edge-enhanced, cloud-coordinated route.

Handles daily interaction, voice messages, content display, and member identification.

Runs local inference, sensitive data handling, caching, and device linkage.

Provides heavy inference, model distribution, synchronization, and operations.
ALA must be authorized, explainable, revocable, and human-directed.
01Sensitive data is local-first by default.
02Voice, image, and persona use require explicit records and revocation.
03Children and elders require role boundaries and guardianship controls.
04Decision support explains assumptions and keeps final decisions with users.
Define the people, devices and data boundaries. Together, we scope the first release, acceptance tests and delivery plan.