Governance
Autonomy without uncontrolled learning.
Vespera separates decision authority, evaluation, learning and human admission so that one bad outcome cannot silently mutate the intelligence.
Complexity must earn its place.Governance principle
Learning architecture
Experience proposes. Evidence decides.
Teacher findings may create candidate lessons. Those lessons are tested independently and require governed admission before they become durable Student knowledge.
1Student experiences market.
2Evidence is frozen.
3Teacher diagnoses.
4Learning Lab tests.
5Human admission if evidence supports it.
01
No future leakage.
Later information is not allowed to improve an earlier decision retroactively.
02
No single-episode mutation.
One striking win or loss is evidence to investigate, not an automatic permanent lesson.
03
Teacher is critic, not authority.
Evaluation remains separate from Student decision-making during the campaign.
04
Fair Trial.
Runtime, data, transport and environment defects must be distinguished from Student reasoning defects.