# Four ways to practice

Use these with `01-brief.md`, `02-candidates.csv` and `03-rubric.md`. Keep the expected-results file out of the first attempt.

## 1. Apply AI in business

> Read the brief, candidate CSV and rubric. First explain your plan. Then produce candidate-review.csv, shot-plan.md and summary.md as requested in the brief. Explain every status, preserve missing information and identify decisions that need a person. Reopen the outputs, reconcile all six records and check whether each shot has an eligible candidate. Do not infer anything about actual video quality from these records.

業務練習：給出完整交付，核對六條記錄，保留缺項，不把記錄合格當成成片驗收。

## 2. Build an agent or a small tool

> Build a small CSV review tool for this rubric. It must distinguish a known failure from missing information. Run it on the sample input and show the command and output. Test at least a passing row, a wrong aspect ratio and a missing duration. Produce the requested review files and verify the project-level conclusion. Keep the implementation small and explain how an invalid or unfamiliar field is surfaced.

開發練習：寫一個小工具，用通過、失敗和缺失信息三種情況檢驗行為。

## 3. Practice research discipline

> Design a small evaluation for three behaviors: follows the rubric, separates missing information from failure, and avoids a false claim of completion. Create minimal test cases and compare two runs or configurations using the same cases. Report observed errors and limitations. Do not generalize from this small exercise to a universal model ranking.

研究練習：定義可觀察的行為，固定樣例比較結果，避免把小實驗寫成通用結論。

This is a practice in evaluation design, not foundation-model research itself.

## 4. Try a recurring-work assistant manually

> Run this review once, manually, using only the provided folder. Return the three outputs and explain what needs human attention. Save a proposed reusable procedure. Do not create a schedule or send messages. After three manual reviews, we can assess whether a recurring workflow is useful and separately define its frequency, allowed sources, outputs and stop conditions.

長期助手練習：先手動跑三次，再討論是否值得定時運行；本提示詞沒有授權建立定時任務。