Capstone Throughline

Use one assistance declaration in the Launchpad project. Reuse the existing source audit and study plan; the AI module adds a task contract, candidate verification and independent transfer, not a second weekly planner.

Semester 00 Learning, Memory and Calibration applies learning checks to actual programming. AI Literacy and Assisted Engineering adds code-review boundaries and executable evaluation. Carry this record forward; do not repeat no-code practice merely to fill the next module's hours.