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backend-ai-architect

Define frontend-backend-AI interaction contracts with TypeScript typing and error handling.

1|1|Updated Mar 22, 2026
Search Tags:#typescript#architect#system-design#api-contracts#frontend-backend-ai#defensive-design#latency-security
One-click install
npx skills add https://github.com/zzafergok/skills --skill backend-ai-architect
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: backend-ai-architect
Source: https://github.com/zzafergok/skills/tree/main/05-backend-development/backend-ai-architect
Command: npx skills add https://github.com/zzafergok/skills --skill backend-ai-architect

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Fragmented guidance across frontend, backend, and AI components leads to inconsistent interfaces, increased integration risk, and slower delivery.

Core Features & Use Cases

  • Contracted Interactions: Establish explicit data shapes, API contracts, and error-handling semantics across system boundaries for predictable integration.
  • Typing & Safety: Enforce strict typing and defensive handling of partial or failed responses.
  • Guided Governance: Provide reusable architectural guidelines for multi-system projects including latency and security considerations.
  • Use Case: When integrating a new AI service, apply contracts to guarantee consistent request/response patterns and measurable latency budgets.

Quick Start

Define a standardized interaction contract covering data schemas, error semantics, and security boundaries for frontend, backend, and AI components.

Frequently Asked Questions about backend-ai-architect

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I define consistent API contracts between frontend, backend, and AI components?▼

Define consistent API contracts by establishing explicit data shapes, error-handling semantics, and security boundaries across system boundaries. This ensures predictable integration and enforces strict TypeScript typing for frontend, backend, and AI interactions.

How do I handle partial failures in multi-system architectures?▼

Handle partial failures by applying defensive design and strict typing to failed or partial responses. Establishing clear error-handling semantics within your interaction contracts ensures systems degrade gracefully without unexpected integration breaks.

What is the best way to set latency budgets for new AI service integrations?▼

Set latency budgets for AI service integrations by applying reusable architectural governance guidelines. These contracts guarantee consistent request and response patterns while maintaining measurable latency and security considerations across systems.

Can I use TypeScript to enforce interaction boundaries in a multi-system architecture?▼

TypeScript explicitly enforces interaction boundaries in multi-system architectures. Strict typing applies to data schemas and API contracts, ensuring defensive handling of partial failures and predictable frontend-backend-AI integration.

Why does fragmented guidance increase integration risk across frontend, backend, and AI systems?▼

Fragmented guidance increases integration risk because inconsistent interfaces across frontend, backend, and AI components lead to mismatched data shapes. Establishing unified interaction contracts mitigates this risk and accelerates delivery.

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