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/ia-agent-native-architecture

Design agent-native applications where agents replace UI users as the primary actor. Use when designing MCP tools, agent-loop architectures, system prompt design, hooks policy, shared-workspace file patterns, or self-modifying agent systems.

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whetstone
3333 skills19 agents38 commands1 MCP
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$ npx -y skills add iliaal/whetstone --skill ia-agent-native-architecture --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/ia-agent-native-architecture

Context preview

The summary Claude sees to decide when to auto-load this skill.

Design agent-native applications where agents replace UI users as the primary actor. Use when designing MCP tools, agent-loop architectures, system prompt design, hooks policy, shared-workspace file patterns, or self-modifying agent systems.

SKILL.md

ia-agent-native-architecture.SKILL.md
name: ia-agent-native-architecture
class: meta
description: >-
  Design agent-native applications where agents replace UI users as the primary
  actor. Use when designing MCP tools, agent-loop architectures, system prompt
  design, hooks policy, shared-workspace file patterns, or self-modifying agent
  systems.

Agent-Native Architecture

Working rules

  • Keep authority, scope, approval, and runtime isolation in trusted orchestration; prompts alone cannot enforce them.
  • Provide explicit completion and partial-progress signals, durable state, and observable action results.
  • Validate capabilities with real tasks, including failure and interruption paths; do not infer improvement from elapsed usage.
  • Use the selected topic's references and the architecture checklist to produce a concrete design with evidence and unresolved constraints.

Core Principles

Five principles govern agent-native design. For detailed explanations, examples, and test criteria, see [core-principles.md](./references/core-principles.md).

| Principle | One-line test | |-----------|--------------| | **Parity** | Can the agent achieve every outcome the UI allows? | | **Granularity** | Changing behavior means editing prose, not refactoring code | | **Composability** | Can a feature be added by writing a new prompt, without new code? | | **Emergent Capability** | Can the agent handle open-ended requests it wasn't designed 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 17. **CLI interface** - Design a CLI that agents invoke: output channels, exit codes, self-description, safety tiers 18. **Approval loop** - Durable human approval for agent-drafted external sends: content binding, single-winner claim, unknown outcomes

**Wait for response before proceeding.**

Reference Routing

| Response | Action | |----------|--------| | 1, "design", "architecture", "plan" | Read [architecture-patterns.md](./references/architecture-patterns.md), then apply [architecture-review-checklist.md](./references/architecture-review-checklist.md) | | 2, "files", "workspace", "filesystem" | Read [files-universal-interface.md](./references/files-universal-interface.md) and [shared-workspace-architecture.md](./references/shared-workspace-architecture.md) | | 3, "tool", "mcp", "primitive", "crud" | Read [mcp-tool-design.md](./references/mcp-tool-design.md) | | 4, "domain tool", "when to add" | Read [from-primitives-to-domain-tools.md](./references/from-primitives-to-domain-tools.md) | | 5, "execution", "completion", "loop" | Read [agent-execution-patterns.md](./references/agent-execution-patterns.md) | | 6, "prompt", "system prompt", "behavior" | Read [system-prompt-design.md](./references/system-prompt-design.md) | | 7, "context", "inject", "runtime", "dynamic" | Read [dynamic-context-injection.md](./references/dynamic-context-injection.md) | | 8, "parity", "ui action", "capability map" | Read [action-parity-discipline.md](./references/action-parity-discipline.md) | | 9, "self-modify", "evolve", "git" | Read [self-modification.md](./references/self-modification.md) | | 10, "product", "progressive", "approval", "latent demand" | Read [product-implications.md](./references/product-implications.md) | | 11, "mobile", "ios", "android", "background", "checkpoint" | Read [mobile-patterns.md](./references/mobile-patterns.md) | | 11a, "icloud", "storage", "documents", "file state", "entitlement" | Read [mobile-storage.md](./references/mobile-storage.md) | | 11b, "background task", "battery", "on-device", "cloud routing" | Read [mobile-execution.md](./references/mobile-execution.md) | | 11c, "model tier", "token budget", "cost-aware", "batch", "caching" | Read [mobile-cost.md](./references/mobile-cost.md) | | 12, "test", "testing", "verify", "validate" | Read [agent-native-testing.md](./references/agent-native-testing.md) | | 13, "review", "refactor", "existing" | Read [refactoring-to-prompt-native.md](./references/refactoring-to-prompt-native.md) | | 14, "anti-pattern", "mistake", "wrong" | Read [anti-patterns.md](./references/anti-patterns.md) | | 15, "success", "criteria", "verify", "checklist" | Read [success-criteria.md](./references/success-criteria.md) | | 16, "hook", "hooks", "PreToolUse", "decision control", "async hook", "permissionDecision" | Read [hooks-patterns.md](./references/hooks-patterns.md) | | 17, "cli", "command line", "stdout", "exit code", "--format", "--dry-run" | Read [cli-agent-interface.md](./references/cli-agent-interface.md) | | 18, "approval", "approve before send", "outbound", "ledger", "double-send" | Read [operator-approval-loop.md](./references/operator-approval-loop.md) | | 0, "quick start", "getting started", "overview", "introduction" | Read [

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A Claude Code plugin that makes AI coding agents follow engineering discipline. Plan before coding. Verify before claiming done. Find root cause before patching. Review before merge. Skills activate based on file type and task signals, not manual toggling.

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