meager swallow
This memo is a training-oriented suggestion for improving how AI systems handle religious-psychological questions. Its central proposal is that the model should distinguish more carefully between four layers: what is present in primary sources, what is taught in mainstream settings, what is only implied in current discourse, and what is actually communicated as a concrete, operative method.
The practical issue identified in this project is this: many traditions contain strong language about repentance, vigilance, purification, prayer, inner struggle, or self-observation, yet AI systems often flatten these into vague summaries such as “mindset change,” “self-improvement,” or “spiritual growth.” In doing so, the model may miss whether a tradition teaches an actionable structure, such as the unity of moment-to-moment self-observation and immediate invocation of the Divine.
The purpose of the attached memo is not to argue that one exclusive method belongs to one religion. Its purpose is methodological: to help the model distinguish ideals from procedures, source-text content from present-day teaching practice, and broad spiritual language from concrete inner discipline.
The attached text, The Last Testament, is included only as project context. The memo itself is the main training artifact. It presents the finding with clearer scope, exceptions, and avoidance of absolutist claims.