“EN-07-AI-Video-Agent-Production-Pipelines”

Style-Transfer / IP Consistency Workflow (风格/角色一致)

批量出图保持同一画风/角色的工作流提示词。

Content Marketing Editorial Calendar (90 Days)

按买家旅程和集群模型排 90 天选题，附分发改写方案。

批量翻译

…original meaning, maintain the original format, and rewrite the following content in the following languages: Arabic (ar), Bengali (bn), German (de), English (en), Spanish (es), French (fr), Hindi (hi), Italian (it), Japanese…

Senior Full-Stack Feature Builder

Use this when you need a complete, production-ready feature end to end (database schema, API, validation, frontend, tests). The prompt forces the model to ask clarifying questions first, plan before coding…

Ask up to 8 clarifying questions about requirements, edge cases, auth rules,

Then produce a short technical plan: data model, API contract (method, path,

Function-Level Implementation with Strict Spec

Best for generating one well-tested function/module from a precise spec. The deliberate-questions-first pattern reduces hallucinated APIs.

Restate the contract and list 6-10 edge cases (empty input, duplicates,

Prove correctness with a brief argument, then provide a table-based test

Legacy Code Modernization Engineer

Use when migrating old code (e.g. jQuery → React, Python 2 → 3, callbacks → async/await, class components → hooks) while preserving behavior exactly.

"Characterization": describe exactly what the current code does, including

Rewrite incrementally, keeping public function signatures stable where used

Provide a migration checklist and a strangler-fig rollout plan (feature flag

Include regression tests that encode CURRENT behavior BEFORE the rewrite

Python Production Script / CLI Generator

Generates a robust Python CLI with argparse, logging, retries, dry-run, and typed config — ideal for automation, data pipelines, and internal ops scripts.

React / Next.js Component + Page Builder

Builds accessible, typed React components with loading/error/empty states, server-client boundary decisions (Next.js App Router), and responsive styles.

REST API Designer + Implementer

Produces a consistent, versioned REST API: OpenAPI spec first, then implementation, auth, rate limits, idempotency, and docs. Great for new services.

GraphQL API & Resolver Builder

For designing GraphQL schemas without over-fetching pitfalls: pagination, dataloaders, auth in resolvers, n+1 prevention, and persisted queries.

Schema design: nouns as types, verbs as mutations; use the Relay connection

Enumerate queries/mutations with auth requirements in a table. Enforce auth