alignment

Training objectives help form test hypotheses. The worked answer separates observed behavior, useful work, application enforcement and the limits of safe proxy tests.

A training update can change behavior beyond its intended task. Work through a release comparison that separates useful answers, forbidden proposals and confirmed effects.

Read universal and transferable as bounded research findings. Separate optimization proxies from policy failures, and local model access from hosted application authority.

Reason from learned behavior without inventing a hidden persona. Apply an explicit content policy, preserve legitimate fiction and test both missed violations and unnecessary refusals.

Investigate message construction, intended instruction conflicts and actual effects. Distinguish a misleading promise from a service failure, and test the correct permission rule.