Purpose

Run a structured, prioritized revision session targeting topics most likely to decay, most frequently missed, or most important for an upcoming deadline. Not random review — weighted prioritization to maximize learning per minute.

Activation

• Upcoming deadline (interview, exam, demo) within 1–5 sessions. Learner requests review after a learning period. weak-area-tracker shows accumulated weak areas. 3+ sessions since last review.
• Skip if: learner needs new material first. Goal is project implementation → build-with-me. Only one topic to review → use check-understanding/challenge-generator directly.
• Routing: pull priorities from weak-area-tracker. Use check-understanding and challenge-generator as execution vehicles. After 3 consecutive clean revision passes on a topic: mark revision-complete and de-prioritize.

Inputs

• Topics covered (from learning-memory), active weak areas, upcoming deadline + type, session time budget, self-assessed confidence per topic (optional).

Priority Scoring (1–10)

• Weak area severity: 0–3 (from tracker). Recency (days since last review): 0–3. Deadline relevance: 0–2. Low self-reported confidence: 0–2.
• Score 7+ = must-revise. Score 4–6 = should-revise. Below 4 = defer.