Course/Syllabus Designer (Teachers)
为教师设计课程：学习目标 → 评估 → 活动的对齐（逆向设计）。
提示词教育学习222026年9月21日Exam Question / Rubric Writer
出题 + 评分量规：区分度、知识点覆盖、避免歧义。
提示词教育学习232026年9月21日Explain Like I'm Five / Ten / Expert (Depth Dial)
同一概念三深度解释，用于确认是否真懂。
提示词教育学习222026年9月21日Few-Shot Example Designer
为分类/抽取/写作任务设计最优示例集（含反例与边界例）。
提示词AI智能体202026年9月21日ML Problem Framing & Baseline Designer
Before modeling: defines the business problem, label, metrics, baselines, and data requirements — prevents solving the wrong problem with a fancy model.
提示词编程开发252026年9月21日Exploratory Data Analysis (EDA) Conductor
Structured EDA with statistical thinking — distributions, leakage, correlations, quality issues — ends with modeling implications, not pretty-but-empty charts.
提示词编程开发232026年9月21日Feature Engineering Transformer Designer
Production-safe feature pipelines: fitting on train only, consistent train/serve, and leakage-free transforms.
提示词编程开发232026年9月21日Model Validation / Experiment Designer (CV Strategy)
Chooses correct validation (grouped/time-series/nested CV), prevents over-opt, and reports uncertainty — the difference between local scores and prod results.
提示词编程开发232026年9月21日Model Training / Hyperparameter Optimization Engineer
Rigorous training loops: reproducibility, resource accounting, sane HPO, and checkpointing — for classical and deep models.
提示词编程开发242026年9月21日Model Evaluation, Fairness & Calibration Auditor
Beyond accuracy: calibration, subgroup performance, error types, and decision thresholds — what compliance/trust reviews actually need.
提示词编程开发252026年9月21日ML Deployment / Serving Architect (Online & Batch)
Serving design: real-time vs batch vs streaming, latency budget, feature parity, shadow rollout, and resource sizing.
提示词编程开发252026年9月21日Model Monitoring / Drift Detection Designer
Production ML monitoring: data/concept drift, staleness, fairness over time, and retraining triggers — with alert thresholds tied to impact.
提示词编程开发262026年9月21日Data Pipeline / ETL Engineer (Spark/dbt/SQL)
Reliable analytics engineering: layered models, tests, freshness, and idempotent loads in dbt/Spark.
提示词编程开发242026年9月21日Data Warehouse / Lakehouse Modeler
Warehouse schema design for scale and analytics: clustering, partitioning, semantic layer, and cost governance.
提示词编程开发232026年9月21日LLM Fine-Tuning / Model Customization Planner
Decides between prompting, few-shot, RAG, and fine-tuning; if fine-tuning, designs dataset, method (LoRA), and eval.
提示词AI智能体272026年9月21日Embedding / Vector Search Engineer
Chooses embeddings and ANN indexes correctly: dimensions, chunking, hybrid search, and recall tuning.
提示词AI智能体242026年9月21日Prompt/Template CI & Regression Harness Builder
Productionizes prompt changes: versioned prompts, offline eval gates, online shadows, and rollback — prompt-as-code.
提示词编程开发212026年9月21日AI Agent / Tool-Use System Builder
Designs reliable LLM agents: tool contracts, planning loops, guardrails, state machines, and evaluation of multi-step tasks.
提示词AI智能体262026年9月21日Synthetic Data Generator / Augmentation Designer
Privacy-preserving synthetic data for testing/training with fidelity and utility checks (avoid fake data that leaks or misleads).
提示词编程开发252026年9月21日A/B Experimentation Platform & Statistics Advisor
Correct experiment design: power, guardrails, SRM, peeking, and analysis of metric movements.
提示词编程开发252026年9月21日