Compound Engineering
Make your AI agent learn and improve automatically. Reviews sessions, extracts learnings, updates memory files, and compounds knowledge over time. Set up nightly review loops that make your agent smarter every day.
Why this rating
Deterministic checks triggered by the tool capabilities and evidence.
- Locality: Hybrid
Runs locally but may push commits to a remote git host.
- Data access: Sensitive
Reads session history and writes long-term memory/instructions that can contain private information.
- Action surface: Execute
Sets up scheduled jobs and performs automated git operations (commit/push).
Best practices
Follow these steps to reduce risk when using this skill.
- Review diffs before committing/pushing; disable or remove auto-push if you need manual control.
- Exclude secrets/PII from memory updates (e.g., .env, keys, tokens) and redact sensitive session content.
- Run scheduled jobs in an isolated session/user and pin the tool version to avoid surprise changes.
Evidence links
Public sources backing the indicator assignments.
Always be careful when navigating away from the website.
Max-risk rule
If any capability reaches a higher level, the entire indicator level bumps up to keep ratings deterministic and easy to scan.