Legal Ethics and UPL as Data Step by Step

A compact legal-ethics and UPL guardrail data book for engineers and CS readers who want legal-software risk controls as structural records: source provenance, advice-boundary labels, confidentiality maps, supervision labels, unauthorized-practice traces, conflict-review traces, escalation flows, and human review.

Ethics Guardrails