React Native / Flutter Cross-Platform App Engineer
Cross-platform app with native bridge, push, updates, and platform-specific parity.
提示词编程开发232026年9月21日Static Site / SEO Architecture for Content Apps
Ensures JS-heavy sites are indexable: rendering strategy, structured data, performance budgets, and canonicalization.
提示词网站开发222026年9月21日Browser Extension Builder
MV3 extension architecture: service worker lifecycle, content scripts, storage, CSP restrictions, and store review gotchas.
提示词编程开发252026年9月21日Desktop App Architect (Electron/Tauri)
Secure desktop wrappers: context isolation, IPC validation, auto-update, and installer/code-signing.
提示词编程开发222026年9月21日Serverless / Edge Function Engineer
Cold-start-aware, stateless serverless design: idempotent functions, fan-out, local emulation, and cost controls.
提示词编程开发222026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