🧭 nautilus-compass · drift demo

Black-box persona-drift detector for LLM agents · v1.0 stable · GitHub · PyPI · npm

Drift detection

Paste a (system_prompt, response) pair from a real session. We char-ngram both and score against the 25 positive + 35 negative persona anchors that ship with nautilus-compass. Score = alignment − deviation.

Memory integrity (CLI only)

Merkle hash chain verification needs filesystem access · run locally:

pip install nautilus-compass==1.0.0 compass-verify --all # walks every project memory dir # reports tampered / missing files