agent-native-architecture

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SKILL.md

Agent-Native Architecture

Core Principles

Five principles govern agent-native design. For detailed explanations, examples, and test criteria, see core-principles.md.

Principle One-line test
Parity Can the agent achieve every outcome the UI allows?
Granularity To change behavior, do you edit prose or refactor code?
Composability Can you add a feature by writing a new prompt, without new code?
Emergent Capability Can the agent handle open-ended requests you didn't design for?
Improvement Over Time Does the app work better after a month, even without code changes?

Focus Area Selection

  1. Design architecture - Plan a new agent-native system from scratch
  2. Files & workspace - Use files as the universal interface, shared workspace patterns
  3. Tool design - Build primitive tools, dynamic capability discovery, CRUD completeness
  4. Domain tools - Know when to add domain tools vs stay with primitives
  5. Execution patterns - Completion signals, partial completion, context limits
  6. System prompts - Define agent behavior in prompts, 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. Anti-patterns - Common mistakes and how to avoid them
  15. Success criteria - Verify your architecture is agent-native
  16. Hooks patterns - Hook events, decision control, MCP matchers, async hooks

Wait for response before proceeding.

Reference Routing

Response Action
1, "design", "architecture", "plan" Read architecture-patterns.md, then apply Architecture Checklist below
2, "files", "workspace", "filesystem" Read files-universal-interface.md and shared-workspace-architecture.md
3, "tool", "mcp", "primitive", "crud" Read mcp-tool-design.md
4, "domain tool", "when to add" Read from-primitives-to-domain-tools.md
5, "execution", "completion", "loop" Read agent-execution-patterns.md
6, "prompt", "system prompt", "behavior" Read system-prompt-design.md
7, "context", "inject", "runtime", "dynamic" Read dynamic-context-injection.md
8, "parity", "ui action", "capability map" Read action-parity-discipline.md
9, "self-modify", "evolve", "git" Read self-modification.md
10, "product", "progressive", "approval", "latent demand" Read product-implications.md
11, "mobile", "ios", "android", "background", "checkpoint" Read mobile-patterns.md
12, "test", "testing", "verify", "validate" Read agent-native-testing.md
13, "review", "refactor", "existing" Read refactoring-to-prompt-native.md
14, "anti-pattern", "mistake", "wrong" Read anti-patterns.md
15, "success", "criteria", "verify", "checklist" Read success-criteria.md
16, "hook", "hooks", "PreToolUse", "decision control", "async hook" Read hooks-patterns.md
0, "quick start", "getting started", "overview", "introduction" Read quick-start.md

After reading the reference, apply those patterns to the user's specific context.

Architecture Review Checklist

When designing an agent-native system, verify these before implementation:

Core Principles

  • Parity: Every UI action has a corresponding agent capability
  • Granularity: Tools are primitives; features are prompt-defined outcomes
  • Composability: New features can be added via prompts alone
  • Emergent Capability: Agent can handle open-ended requests in your domain

Tool Design

  • Dynamic vs Static: For external APIs where agent should have full access, use Dynamic Capability Discovery
  • CRUD Completeness: Every entity has create, read, update, AND delete
  • Primitives over Workflows: Tools expose atomic capabilities; compose workflows in prompts
  • API as Validator: Use z.string() inputs when the API validates, not z.enum()

Files & Workspace

  • Shared Workspace: Agent and user work in same data space
  • context.md Pattern: Agent reads/updates context file for accumulated knowledge
  • File Organization: Entity-scoped directories with consistent naming
  • Context Durability: Incremental progress writes (WAL pattern) so interrupted tasks resume from last checkpoint

Agent Execution

  • Completion Signals: Agent has explicit complete_task tool (not heuristic detection)
  • Partial Completion: Multi-step tasks track progress for resume
  • Context Limits: Designed for bounded context from the start
  • Validate-Before-Run: Agent previews planned actions before executing destructive operations

Context Injection

  • Available Resources: System prompt includes what exists (files, data, types)
  • Available Capabilities: System prompt documents tools with user vocabulary
  • Dynamic Context: Context refreshes for long sessions (or provide refresh_context tool)

UI Integration

  • Agent -> UI: Agent changes reflect in UI (shared service, file watching, or event bus)
  • No Silent Actions: Agent writes trigger UI updates immediately
  • Capability Discovery: Users can learn what agent can do

Governance

  • Approval Gates: Destructive or irreversible actions require user confirmation
  • Audit Trail: Agent actions logged with timestamp, tool, and outcome
  • Scope Boundaries: Agent cannot access resources outside its designated workspace

Hooks & Governance Automation

  • Event Coverage: Only 6 hook events fire in agent context (PreToolUse, PostToolUse, PermissionRequest, PostToolUseFailure, Stop/SubagentStop); session lifecycle logic lives in the orchestrator
  • Decision Gates: PreToolUse hooks enforce tool-level policy (allow/deny/ask/defer) instead of hardcoded checks
  • Completion Gating: SubagentStop hooks block premature completion when verification steps remain
  • MCP Matchers: Regex patterns target tools by server and operation for capability-based security
  • Two-Tier Config: Shared policy committed, personal overrides git-ignored, per-hook disable toggles

Mobile (if applicable)

  • Checkpoint/Resume: Handle iOS app suspension gracefully
  • iCloud Storage: iCloud-first with local fallback for multi-device sync
  • Cost Awareness: Model tier selection (Haiku/Sonnet/Opus)

When designing architecture, explicitly address each checkbox in your plan.

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First Seen
Mar 12, 2026