ai product managementnowmental model
Orient to the calculation-path coach
Define the active Standard Trainer direction, its learner outcome, and the authority boundary between deterministic tools and AI assistance.
- Stable ID
sprint.orientation- Item version
- 1.0.0
- Time
- 90 min
- Status
- ready
Reading lens
Focus
- CAIE 9701 Chemistry calculation-path diagnosis and targeted practice
- deterministic authority
- repository boundaries
Ignore for now
- authentication and billing
- arbitrary question parsing
- other exam boards
Canonical sources
Open the material
Before reading
What learning failure is this product meant to diagnose, and which decisions must never be delegated to an LLM?
After reading
Write the product loop and label the authoritative owner at every transition.
Knowledge check
Why is a fluent explanation insufficient evidence of a correct calculation diagnosis?
Write an answer to unlock the reference
Fluency does not establish arithmetic, chemistry-model, dependency, unit, significant-figure, marking, or ECF correctness. Those claims require deterministic checks against a versioned problem, solution graph, and reviewed policy.
INTERNAL_REFERENCE · Repository synthesis; chemistry and curriculum claims remain subject to named review.Working notes