Repository navigation
User Behavior Personalization v0.1.0
User Behavior Personalization v0.1.0
The first public release of KarmenLoop's evidence-backed personalization skill for AI agents.
Included
- A complete English-language
SKILL.mdfor learning communication preferences and working habits from authorized conversations. - A stable controller and a separate, evolving per-user
USER_SKILL.md. - Daily reflection, immediate correction, selective recall, and versioned update workflows.
- Evidence categories, scoped preferences, deduplication, and user-controlled forgetting.
- Blank profile, reflection, and state templates.
- Synthetic conversations, a sample user guide, and behavioral evaluation scenarios.
- Detailed quick-start, architecture, host-integration, privacy, contribution, support, and security documentation.
- A standard-library Python package checker and an optional GitHub Actions template.
Getting Started
Download and extract user-behavior-personalization-v0.1.0.zip, then read README.md and docs/quickstart.md. Keep the supporting directories with SKILL.md when installing the package.
Store real user profiles outside the public package. Configure verified user identity, memory authorization, storage, and reflection events in the agent host.
Validation
- Package checks passed for the release source: local file links, required artifacts, fenced blocks, basic frontmatter, the blank state template, and publication hygiene.
- The skill-creation validator passed.
- YAML metadata and frontmatter parsed successfully.
- Five isolated packaging failure cases were rejected: a missing required file, a broken link, CJK text in the English package, a live-memory directory, and a populated state template.
These checks validate package structure. No end-to-end agent-host, background scheduler, device synchronization, or live-user learning test is claimed.
Runtime Scope
This is a Markdown instruction and documentation package. Daily scheduling, durable storage enforcement, account linking, cross-device synchronization, and deletion across external backups require host implementations.
The GitHub Actions workflow is supplied as an optional template under assets/github-actions/. It is not enabled automatically.
License
Apache License, Version 2.0. See the included LICENSE and NOTICE files.