Frame the learner failure with evidence
Translate calculation-process observations into a testable problem statement and interview plan.
docs/product/USER_STORY_INTERVIEW.mdExecution
These labs and projects connect market or interview signals to a concrete learner outcome and bounded output.
Translate calculation-process observations into a testable problem statement and interview plan.
docs/product/USER_STORY_INTERVIEW.mdSpecify reproducible validators for arithmetic, units, expressions, species, dependencies, significant figures, and mark allocation.
docs/architecture/TOOLS.mdAlign structured work to the solution graph, identify the earliest invalid step, classify misconceptions, and apply bounded error-carried-forward rules.
docs/evals/EVAL_PLAN.mdTurn bounded diagnoses into hint decisions, learner weakness updates, and reviewed next-problem selection.
docs/product/REVIEW_QUEUE_SPEC.mdConsolidate the vertical slice with component-level correctness checks and end-to-end trajectory evaluation before claiming readiness.
docs/evals/EVAL_PLAN.mddocs/evals/EVAL_REPORT_TEMPLATE.mdObserve real use, separate learning evidence from product and review evidence, and permit only a bounded evidence-backed change.
docs/implementation/FAILURE_ANALYSIS.md