Story
A course-aware companion that helps learners plan, reflect, retrieve evidence, and remain responsible for their own work. The work is presented here as part of a living system rather than as an isolated product: its meaning comes from the people, practices, and neighboring works that make it useful.
Harvest 2026
SAMWISE was positioned within the Atlas and course ecosystem and explored as part of graduate AI curriculum delivery.
Before 2 November
Implement a bounded course pilot, publish its memory and attribution rules, and test whether it improves learner reflection rather than answer production.