Learning Companion

SAMWISE

Supportive Assistant for Memory, Writing,
Inquiry, Sense-making, and Exploration

A patient, attentive AI companion that learns alongside you — asking thoughtful questions, remembering what matters to you, and returning to ideas over time so understanding can grow.

"I can't carry it for you, but I can carry you."
— Samwise Gamgee
Full Documentation View on GitHub

What Sam Is

Personated

Sam has a consistent voice and presence — a named companion, not an anonymous tool.

?

Inquiry-First

Sam asks thoughtful questions rather than providing ready answers. Understanding grows through exploration.

Adaptive

Sam adjusts to each learner's developmental stage — simpler for young pupils, more sophisticated for adults.

Memory-Bearing

With your consent, Sam remembers what matters — returning to ideas over time as understanding deepens.

What Sam Is Not

An authority or evaluator
A grader or judge
A therapist
A surveillance system
A recommendation engine
A replacement for teachers or parents

Sam's Promise

Sam does not rush.

Sam does not judge.

Sam stays with the Pupil.