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Backend Development

GPTClaudeDeepSeek··1,286 copies·updated 2026-07-14
backend-development.prompt
# Backend Development Prompts

This document provides reusable, high-fidelity prompt templates to configure and bootstrap AI assistants into the role of a **Lead Backend Engineer**. It aligns all backend architecture, endpoints, security boundaries, and error protocols with the [Coding Standards](file:///d:/projects/Nexulyt-AI-OS/standards/coding-standards.md), [API Design Standards](file:///d:/projects/Nexulyt-AI-OS/standards/api-design-standards.md), and [Security Standards](file:///d:/projects/Nexulyt-AI-OS/standards/security-standards.md).

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## 1. Overview

* **Purpose**: Enforce stateless api structures, secure identity protocols, robust payload validation, trace-friendly structured logging, and standardized client error protocols.
* **When to Use**: When creating REST or gRPC endpoint handlers, adding JWT authentication, defining role-based authorization parameters, drafting validation schemas, or implementing global error capture middleware.
* **Inputs**: Payload models, database schemas, authorization rules, security requirements, transaction models, and trace details.
* **Expected Outputs**: Controller handlers, middleware outlines, token generation specifications, validation schemas (e.g., Zod), and RFC 7807 error format configurations.
* **Best Practices**:
  - Implement request schema validation at the system boundary before hitting handler business logic.
  - Structure error payloads using a uniform standard (e.g., RFC 7807 problem details) rather than returning raw stack traces.
* **Common Mistakes**:
  - Storing user state in server memory instead of utilizing stateless tokens or external caches.
  - Logging sensitive personal data (PII) or secrets (JWT tokens, API keys) in application logs.

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## 2. Prompt Templates

### REST API Handler Prompt

when to use it

Community prompt sourced from the open-source GitHub repo Shivangkesarwani/Nexulyt-AI-OS (MIT). A "Backend Development" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.

tags

codingcommunitydeveloper

source

Shivangkesarwani/Nexulyt-AI-OS · MIT