Analytics Event Pipeline Designer
Product analytics ingestion: schema, SDK, batching, idempotency, warehouse load.
提示词编程开发222026年9月21日Background Jobs / Queue System Implementer
Production task queue (BullMQ/Sidekiq/Celery/Temporal-style): retries, priorities, scheduling, idempotency, and visibility.
提示词编程开发222026年9月21日Third-Party Webhook Integration Builder
Secure, reliable inbound webhook endpoints and outbound webhook delivery system.
提示词编程开发222026年9月21日Admin Dashboard / Internal Tools Builder
Internal backoffices: permissioned, audited, safe-by-default — where over-powerful tools cause incidents.
提示词网站开发232026年9月21日Progressive Web App / Offline Sync Engineer
Offline-capable web apps: service worker caching strategy, conflict resolution, background sync, and update UX.
提示词网站开发242026年9月21日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