Five Pillars

Every serious aouo pack should implement these five pillars to behave like a vertical agent app instead of a prompt bundle.

1. Long-Term Memory

The agent remembers the user across weeks and months:

• USER.md — Stable facts: name, goals, schedule, preferences
• MEMORY.md — Evolving state: current level, strategy, coaching notes
• Pack database — Granular records: every practice session, score, timestamp

2. Proactive Outreach

The agent reaches out to the user:

• Morning reminders, nudges after missed sessions
• Weekly progress reports, monthly aggregation summaries
• Powered by the built-in cron system with per-pack job definitions

3. Multi-Skill System

Each pack provides 8–30 specialized skills:

• Not one generic prompt, but deep vertical coverage
• Skills have their own state machines, scoring rubrics, and UI flows
• Users navigate via menus (fast-path) or natural language

4. Data Closed-Loop

Every interaction feeds back:

Practice → Score → Update MEMORY → Inform next session

The persist API ensures structured data. The aggregator synthesizes insights.

5. Built-in Assessment

Two mandatory skills every pack must provide:

• Onboarding — Initial diagnostic to establish a baseline
• Aggregator — Periodic review that synthesizes progress