Personalization Memory

Turn repeated interaction traces into durable preferences without making the main agent stop and ask the user for every memory update. This skill is the writeback layer for "the system gets more personal over time."

Skill Directory Layout

<installed-skill-dir>/
├── SKILL.md
├── references/
│   ├── trajectory-scanner.md
│   └── writeback-policy.md
└── templates/
    └── preference-ledger.md

Core Contract