PN — Four ethical risks are explicitly managed: role displacement…
Four ethical risks are explicitly managed: role displacement (human-in-the-loop by design, outputs are recommendations), algorithmic bias (documented dataset composition; fairness deferred), reasoning opacity (chain-of-thought traceability), and automation of repetitive tasks (freeing human capacity).
Source: PUMA project documentation · Traceability: corpus unit
MEM-066· Confidence: verified-at-primary-source