编程开发
代码生成、调试优化、技术文档等编程辅助提示词
675 个提示词
Production task queue (BullMQ/Sidekiq/Celery/Temporal-style): retries, priorities, scheduling, idempotency, and visibility.
Background Jobs / Queue System Implementer
Product analytics ingestion: schema, SDK, batching, idempotency, warehouse load.
Analytics Event Pipeline Designer
Robust bulk data in/out: streaming, validation, error reports, huge files, encoding issues, and idempotent upserts.
File Export / Import & CSV Processing
Transactional + marketing notification system across channels with deliverability, templates, preferences, and suppression.
Email/Notification Service Designer
Implements live collaboration/chat/notifications with presence, reconnection, message ordering, and backpressure.
Real-Time Features (WebSocket/SSE/WebRTC)
Reliable billing: idempotent webhooks, proration, dunning, plan changes, and reconciliation — the area where silent bugs cost real money.
Payments / Subscription Integration (Stripe-style)
Designs and codes a maintainable permission system: role hierarchy, resource-level checks, policy evaluation, and tests — preventing authorization sprawl.
RBAC / ABAC Authorization Engine
End-to-end SaaS feature (billing-aware, tenant-scoped, audit-logged) across stack. Use for subscription-product work where isolation/compliance matters.
Complete SaaS Feature from Spec
Defines release management: branching, versioning, environments, approval, and deployment patterns matching team risk.
Release / Deployment Engineer
Builds automated + manual WCAG 2.2 AA testing into component libraries and CI.
Accessibility (a11y) Test Automation Engineer
Production-grade DAG design: idempotency, partitioning, backfills, SLA sensors, and data-quality gates.
Data Pipeline Quality / Orchestration (Airflow/Dagster)
External black-box probes for availability and key transactions (login, checkout) across regions, with meaningful alerting.
Synthetic Monitoring / Uptime Strategy
Speeds up slow pipelines via caching, affected-only builds, test splitting, and profiling where time actually goes.
CI Pipeline Performance Tuner
Safe rollout system: flag lifecycle, targeting, kill switches, experimentation guardrails, and cleanup.
Feature Flag / Progressive Delivery Planner
Defines backup strategy, restore testing, and DR plans with real RTO/RPO targets — and forces restore drills (backups are untested until restored).
Database Backup, DR & RTO/RPO Planner
Writes actionable runbooks for common alerts: triage decision tree, commands, mitigation before diagnosis, escalation thresholds.
Incident On-Call Runbook Generator
Turns a schema change into a safe zero-downtime runbook: expand/contract steps, locks analysis, verification, rollback.
Database Migration Runbook Writer
Reviews/writes production-grade K8s config: probes, resources, securityContext, autoscaling, PDBs, and rollout safety.
Kubernetes Manifests & Helm Chart Reviewer
Produces small, secure, reproducible images: layer caching, multi-stage builds, non-root, SBOM-ready, with run/diagnose commands.
Docker / Containerfile Optimizer
Creates realistic load tests with proper workload models, thresholds, and interpretation — not just "hit the endpoint 10k times."
Load & Performance Test Builder (k6/Gatling/Locust)
Designs controlled failure injection to verify retry/fallback/deadline/circuit breaker behavior actually works under load.
Chaos & Resilience Test Engineer
Finds invariants and writes property-based tests (Hypothesis/fast-check) that discover edge cases humans miss.
Property-Based Test Designer
Produces a complete test strategy for a service: pyramid mapping, environments, data, ownership, and release gates — aligned to risk rather than coverage theater.
Test Strategy Document Generator
there 2 simpler alternatives worth comparing? Return findings as BLOCKING QUESTIONS /…