Secret Management & SDLC Security Baseline
Baseline for secrets, signing, scanners, and supply-chain controls across local, CI, and production.
提示词网络安全252026年9月21日CI Pipeline Performance Tuner
Speeds up slow pipelines via caching, affected-only builds, test splitting, and profiling where time actually goes.
提示词编程开发262026年9月21日Synthetic Monitoring / Uptime Strategy
External black-box probes for availability and key transactions (login, checkout) across regions, with meaningful alerting.
提示词编程开发242026年9月21日Data Pipeline Quality / Orchestration (Airflow/Dagster)
Production-grade DAG design: idempotency, partitioning, backfills, SLA sensors, and data-quality gates.
提示词编程开发242026年9月21日Complete SaaS Feature from Spec
End-to-end SaaS feature (billing-aware, tenant-scoped, audit-logged) across stack. Use for subscription-product work where isolation/compliance matters.
提示词编程开发232026年9月21日RBAC / ABAC Authorization Engine
Designs and codes a maintainable permission system: role hierarchy, resource-level checks, policy evaluation, and tests — preventing authorization sprawl.
提示词编程开发252026年9月21日Payments / Subscription Integration (Stripe-style)
Reliable billing: idempotent webhooks, proration, dunning, plan changes, and reconciliation — the area where silent bugs cost real money.
提示词编程开发252026年9月21日Real-Time Features (WebSocket/SSE/WebRTC)
Implements live collaboration/chat/notifications with presence, reconnection, message ordering, and backpressure.
提示词编程开发222026年9月21日Email/Notification Service Designer
Transactional + marketing notification system across channels with deliverability, templates, preferences, and suppression.
提示词编程开发262026年9月21日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 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Time-Series / Forecasting System Engineer
Builds forecasting pipelines with correct validation, uncertainty, and operational regime handling (promotions/outages), not just model fitting.
提示词编程开发252026年9月21日Redis / Caching Patterns & Pitfalls Consultant
Correct Redis usage: cache patterns, distributed locks done properly, rate limiters, and failure behavior.
提示词编程开发222026年9月21日Node.js/Python/Go Runtime Tuning (Event Loop/GIL/Goroutines)
Runtime-specific performance: event-loop blocking, GC, worker pools, and profiling tools.
提示词编程开发242026年9月21日