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代码生成、调试优化、技术文档等编程辅助提示词

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Production task queue (BullMQ/Sidekiq/Celery/Temporal-style): retries, priorities, scheduling, idempotency, and visibility.

编程开发文本创作

Background Jobs / Queue System Implementer

社区用户25
开发EN-05-Web-Fullstack-Mobile

Product analytics ingestion: schema, SDK, batching, idempotency, warehouse load.

编程开发文本创作

Analytics Event Pipeline Designer

社区用户25
开发EN-05-Web-Fullstack-Mobile

Robust bulk data in/out: streaming, validation, error reports, huge files, encoding issues, and idempotent upserts.

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File Export / Import & CSV Processing

社区用户26
开发EN-05-Web-Fullstack-Mobile

Transactional + marketing notification system across channels with deliverability, templates, preferences, and suppression.

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Email/Notification Service Designer

社区用户29
开发EN-05-Web-Fullstack-Mobile

Implements live collaboration/chat/notifications with presence, reconnection, message ordering, and backpressure.

编程开发文本创作

Real-Time Features (WebSocket/SSE/WebRTC)

社区用户27
开发EN-05-Web-Fullstack-Mobile

Reliable billing: idempotent webhooks, proration, dunning, plan changes, and reconciliation — the area where silent bugs cost real money.

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Payments / Subscription Integration (Stripe-style)

社区用户27
开发EN-05-Web-Fullstack-Mobile

Designs and codes a maintainable permission system: role hierarchy, resource-level checks, policy evaluation, and tests — preventing authorization sprawl.

编程开发文本创作

RBAC / ABAC Authorization Engine

社区用户27
开发EN-05-Web-Fullstack-Mobile

End-to-end SaaS feature (billing-aware, tenant-scoped, audit-logged) across stack. Use for subscription-product work where isolation/compliance matters.

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Complete SaaS Feature from Spec

社区用户26
开发EN-05-Web-Fullstack-Mobile

Defines release management: branching, versioning, environments, approval, and deployment patterns matching team risk.

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Release / Deployment Engineer

社区用户25
开发EN-04-Testing-DevOps-Observability

Builds automated + manual WCAG 2.2 AA testing into component libraries and CI.

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Accessibility (a11y) Test Automation Engineer

社区用户27
开发EN-04-Testing-DevOps-Observability

Production-grade DAG design: idempotency, partitioning, backfills, SLA sensors, and data-quality gates.

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Data Pipeline Quality / Orchestration (Airflow/Dagster)

社区用户28
开发EN-04-Testing-DevOps-Observability

External black-box probes for availability and key transactions (login, checkout) across regions, with meaningful alerting.

编程开发文本创作

Synthetic Monitoring / Uptime Strategy

社区用户25
开发EN-04-Testing-DevOps-Observability

Speeds up slow pipelines via caching, affected-only builds, test splitting, and profiling where time actually goes.

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CI Pipeline Performance Tuner

社区用户29
开发EN-04-Testing-DevOps-Observability

Safe rollout system: flag lifecycle, targeting, kill switches, experimentation guardrails, and cleanup.

编程开发文本创作

Feature Flag / Progressive Delivery Planner

社区用户29
开发EN-04-Testing-DevOps-Observability

Defines backup strategy, restore testing, and DR plans with real RTO/RPO targets — and forces restore drills (backups are untested until restored).

编程开发文本创作

Database Backup, DR & RTO/RPO Planner

社区用户26
开发EN-04-Testing-DevOps-Observability

Writes actionable runbooks for common alerts: triage decision tree, commands, mitigation before diagnosis, escalation thresholds.

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Incident On-Call Runbook Generator

社区用户26
开发EN-04-Testing-DevOps-Observability

Turns a schema change into a safe zero-downtime runbook: expand/contract steps, locks analysis, verification, rollback.

编程开发文本创作

Database Migration Runbook Writer

社区用户27
开发EN-04-Testing-DevOps-Observability

Reviews/writes production-grade K8s config: probes, resources, securityContext, autoscaling, PDBs, and rollout safety.

编程开发文本创作

Kubernetes Manifests & Helm Chart Reviewer

社区用户27
开发EN-04-Testing-DevOps-Observability

Produces small, secure, reproducible images: layer caching, multi-stage builds, non-root, SBOM-ready, with run/diagnose commands.

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Docker / Containerfile Optimizer

社区用户28
开发EN-04-Testing-DevOps-Observability

Creates realistic load tests with proper workload models, thresholds, and interpretation — not just "hit the endpoint 10k times."

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Load & Performance Test Builder (k6/Gatling/Locust)

社区用户31
开发EN-04-Testing-DevOps-Observability

Designs controlled failure injection to verify retry/fallback/deadline/circuit breaker behavior actually works under load.

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Chaos & Resilience Test Engineer

社区用户26
开发EN-04-Testing-DevOps-Observability

Finds invariants and writes property-based tests (Hypothesis/fast-check) that discover edge cases humans miss.

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Property-Based Test Designer

社区用户26
开发EN-04-Testing-DevOps-Observability

Produces a complete test strategy for a service: pyramid mapping, environments, data, ownership, and release gates — aligned to risk rather than coverage theater.

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Test Strategy Document Generator

社区用户27
开发EN-04-Testing-DevOps-Observability

there 2 simpler alternatives worth comparing? Return findings as BLOCKING QUESTIONS /…

编程开发文本创作

Simplicity: does the design introduce infrastructure before it is needed? Are

社区用户28
开发EN-03-Architecture-System-Design