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AI Native Engineering

Agent skill
1 skill

Use when an approved system design exists and the product includes LLM, agent, retrieval, classifier, extractor, or model-driven automation components that need architectural definition before implementation. Produces capability classification, model contracts, context and memory strategy, retrieval and grounding topology, tool and action surface, agent control flow, failure taxonomy, evaluation and guardrail plans, cost and latency budgets, model routing, observability requirements, and implementation handoff notes. Do not use for generic backend service design, data pipeline design, product requirement definition, or vendor-specific SDK scaffolding; use backend-architecture, data-architecture, idea-development, or implementations/ai/ instead.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryData & analyticsStars0

About this skill

Use when an approved system design exists and the product includes LLM, agent, retrieval, classifier, extractor, or model-driven automation components that need architectural definition before implementation. Produces capability classification, model contracts, context and memory strategy, retrieval and grounding topology, tool and action surface, agent control flow, failure taxonomy, evaluation and guardrail plans, cost and latency budgets, model routing, observability requirements, and implementation handoff notes. Do not use for generic backend service design, data pipeline design, product requirement definition, or vendor-specific SDK scaffolding; use backend-architecture, data-architecture, idea-development, or implementations/ai/ instead.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: 9fb0f75aa16460a337ec6bf5c19963f0a534d3ae3adde5613811a5dd1680c017

About scan coverage and limitations

About this listing

Category
Data & analytics
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
AI Native Engineering | Agent Skills Atlas