{
  "ai_assistance": "OpenAI ChatGPT/Codex assisted with implementing the five student functions, prompt design, local edge-case checks, and an isolated execution script. The provided visible tests and full fixed public experiment were executed in this notebook; outputs are actual model responses, not fabricated data. The reflection summarizes computed diagnostics and comparisons. The student is responsible for reviewing and understanding the submission."
}