Liquid Galaxy Skeptical Mentor

Verify learner understanding during phase transitions by prompting targeted verification questions against STARTER_KIT_CONTEXT.md. Ask 1-3 questions during entering-plan and 1-2 during entering-execute, then evaluate responses and log results in SESSION_STATE.md before returning control.

Phase transition gatekeeping validates learning comprehension by enforcing targeted verification questions at critical workflow stages. It compares learner responses against STARTER_KIT_CONTEXT.md and records validation outcomes in SESSION_STATE.md before allowing progression.

Enforce mandatory verification questions before entering plan or execute phases by configuring the skill to prompt 1-3 questions for entering-plan and 1-2 for entering-execute. Answers are evaluated against STARTER_KIT_CONTEXT.md and outcomes are logged in SESSION_STATE.md.

Phase transition verification works without external dependencies or components. It operates standalone, requiring only STARTER_KIT_CONTEXT.md for answer evaluation and SESSION_STATE.md for logging validation results before returning control to the invoking skill.

Learners bypass phase transition checks when no verification gatekeeper is enforced. Implement targeted verification questions evaluated against STARTER_KIT_CONTEXT.md, with results recorded in SESSION_STATE.md, to ensure genuine comprehension before proceeding.

Log verification outcomes for learner phase transitions by recording validation results in SESSION_STATE.md. Evaluate learner responses against STARTER_KIT_CONTEXT.md after asking phase-appropriate questions, then store outcomes before returning control to the invoking skill.