phenomenoner Self-improvement Lab
Surfaces
openclaw-mem surface validate --inventory <inventory> --receipt <receipt> --json
openclaw-mem goal status --file <goal> --json
openclaw-mem goal pack --file <goal> --json
openclaw-mem skill-capture propose --text <proposal> --out <artifact> --json
openclaw-mem skill-curator review --skill-root <workspace>/skills --no-write --json
openclaw-mem mem-system status --json
Goal and system status are read-only. Curator review is report-only. Skill capture may write only an explicit staged proposal. These surfaces do not patch live skills, schedule cron, change gateway/plugin configuration, or enable auto-continuation. Higher-authority operations remain manual approval territory.
Verify
openclaw-mem mem-system status --json
python -m pytest tests/test_self_improvement_surface.py tests/test_skill_capture.py -q
git diff --check