lucking7/compound-engineering-skills · Archived

ce-agent-native-architecture

Build applications where agents are first-class citizens. Use this skill when designing autonomous agents, creating MCP tools, implementing self-modifying systems, or building apps where features are outcomes achieved by agents operating in a loop.

First seen Jun 23, 2026

Installation

$ npx skills add lucking7/compound-engineering-skills --skill ce-agent-native-architecture

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

Claude Code Declared
Cursor Not declared
Codex Not declared
GitHub Copilot Not declared
Windsurf Not declared
Gemini CLI Not declared
Cline Not declared
OpenCode Not declared

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Repository health

License LICENSE
Default branch main
Open issues 0
Status Archived

Skill metadata

Parsed from SKILL.md frontmatter.

Declared agents claude-code

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 5,512 B
  • docs SUMMARY.md 284 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 1 installs

SKILL.md

<overview>

Agent-Native Architecture

Agent-native applications treat agents as first-class citizens. Features are outcomes achieved by an agent with tools operating in a loop, not functions written in code. The same architecture that powers Claude Code can power apps far beyond coding.

Five core principles:

  1. Parity — Whatever the user can do through the UI, the agent can achieve through tools.
  2. Granularity — Tools are atomic primitives; features are prompt-defined outcomes. To change behavior, edit prose, not code.
  3. Composability — New features = new prompts, not new code. Atomic tools + parity make this possible.
  4. Emergent Capability — The agent accomplishes things you didn't explicitly design for. Open-ended requests reveal latent demand.
  5. Improvement Over Time — Apps get better through accumulated context (e.g. a context.md file) and prompt refinement, without shipping code.

For deep coverage of how these principles translate into architectural patterns, read references/architecture-patterns.md. </overview>

<intake>

What aspect of agent-native architecture do you need help with?

  1. Design architecture - Plan a new agent-native system from scratch
  2. Files & workspace - Files as universal interface, shared workspace patterns
  3. Tool design - Primitive tools, dynamic capability discovery, CRUD completeness
  4. Domain tools - When to add domain tools vs stay with primitives
  5. Execution patterns - Completion signals, partial completion, context limits
  6. System prompts - Define agent behavior, judgment criteria
  7. Context injection - Inject runtime app state into agent prompts
  8. Action parity - Ensure agents can do everything users can do
  9. Self-modification - Enable agents to safely evolve themselves
  10. Product design - Progressive disclosure, latent demand, approval patterns
  11. Mobile patterns - iOS storage, background execution, checkpoint/resume
  12. Testing - Test agent-native apps for capability and parity
  13. Refactoring - Make existing code more agent-native
  14. Review / checklists - Architecture checklist, anti-patterns, success criteria

Pick a number or describe what you want. Wait for the response before proceeding. </intake>

<routing>

Response Read
1, "design", "architecture", "plan" references/architecture-patterns.md, then apply the checklist in references/checklists.md
2, "files", "workspace", "filesystem" references/files-universal-interface.md and references/shared-workspace-architecture.md
3, "tool", "mcp", "primitive", "crud" references/mcp-tool-design.md
4, "domain tool", "when to add" references/from-primitives-to-domain-tools.md
5, "execution", "completion", "loop" references/agent-execution-patterns.md
6, "prompt", "system prompt", "behavior" references/system-prompt-design.md
7, "context", "inject", "runtime", "dynamic" references/dynamic-context-injection.md
8, "parity", "ui action", "capability map" references/action-parity-discipline.md
9, "self-modify", "evolve", "git" references/self-modification.md
10, "product", "progressive", "approval", "latent demand" references/product-implications.md
11, "mobile", "ios", "android", "background", "checkpoint" references/mobile-patterns.md
12, "test", "testing", "verify", "validate" references/agent-native-testing.md
13, "refactor", "existing", "migrate" references/refactoring-to-prompt-native.md
14, "review", "audit", "anti-pattern", "checklist", "success criteria" references/checklists.md

After reading the reference, apply those patterns to the user's specific context. </routing>

<reference_index>

Reference Files

Core patterns:

  • references/architecture-patterns.md — Event-driven, unified orchestrator, agent-to-UI; full coverage of the five principles
  • references/files-universal-interface.md — Why files, organization, context.md
  • references/mcp-tool-design.md — Tool design, dynamic capability discovery, CRUD
  • references/from-primitives-to-domain-tools.md — When to graduate primitives to domain tools
  • references/agent-execution-patterns.md — Completion signals, partial completion, context limits
  • references/system-prompt-design.md — Features as prompts, judgment criteria

Disciplines:

  • references/dynamic-context-injection.md — Runtime context injection
  • references/action-parity-discipline.md — Capability mapping, parity workflow
  • references/shared-workspace-architecture.md — Shared data space, UI integration
  • references/product-implications.md — Progressive disclosure, latent demand, approval
  • references/agent-native-testing.md — Testing outcomes, parity tests
  • references/checklists.md — Architecture checklist, anti-patterns, success criteria

Platform-specific:

  • references/mobile-patterns.md — iOS storage, checkpoint/resume, cost awareness
  • references/self-modification.md — Git-based evolution, guardrails
  • references/refactoring-to-prompt-native.md — Migrating existing code

</reference_index>