New skill teaching prompt-native development patterns: - Features defined in prompts, not code - Tools as primitives that enable capability - "Whatever the user can do, the agent can do" - Self-modification patterns (advanced tier) - Refactoring guide for existing codebases 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
216 lines
8.2 KiB
Markdown
216 lines
8.2 KiB
Markdown
<overview>
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Architectural patterns for building prompt-native agent systems. These patterns emerge from the philosophy that features should be defined in prompts, not code, and that tools should be primitives.
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</overview>
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<pattern name="event-driven-agent">
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## Event-Driven Agent Architecture
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The agent runs as a long-lived process that responds to events. Events become prompts.
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```
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┌─────────────────────────────────────────────────────────────┐
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│ Agent Loop │
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├─────────────────────────────────────────────────────────────┤
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│ Event Source → Agent (Claude) → Tool Calls → Response │
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└─────────────────────────────────────────────────────────────┘
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│
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┌───────────────┼───────────────┐
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▼ ▼ ▼
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┌─────────┐ ┌──────────┐ ┌───────────┐
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│ Content │ │ Self │ │ Data │
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│ Tools │ │ Tools │ │ Tools │
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└─────────┘ └──────────┘ └───────────┘
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(write_file) (read_source) (store_item)
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(restart) (list_items)
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```
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**Key characteristics:**
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- Events (messages, webhooks, timers) trigger agent turns
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- Agent decides how to respond based on system prompt
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- Tools are primitives for IO, not business logic
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- State persists between events via data tools
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**Example: Discord feedback bot**
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```typescript
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// Event source
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client.on("messageCreate", (message) => {
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if (!message.author.bot) {
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runAgent({
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userMessage: `New message from ${message.author}: "${message.content}"`,
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channelId: message.channelId,
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});
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}
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});
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// System prompt defines behavior
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const systemPrompt = `
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When someone shares feedback:
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1. Acknowledge their feedback warmly
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2. Ask clarifying questions if needed
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3. Store it using the feedback tools
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4. Update the feedback site
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Use your judgment about importance and categorization.
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`;
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```
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</pattern>
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<pattern name="two-layer-git">
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## Two-Layer Git Architecture
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For self-modifying agents, separate code (shared) from data (instance-specific).
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```
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┌─────────────────────────────────────────────────────────────┐
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│ GitHub (shared repo) │
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│ - src/ (agent code) │
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│ - site/ (web interface) │
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│ - package.json (dependencies) │
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│ - .gitignore (excludes data/, logs/) │
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└─────────────────────────────────────────────────────────────┘
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│
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git clone
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│
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▼
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┌─────────────────────────────────────────────────────────────┐
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│ Instance (Server) │
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│ │
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│ FROM GITHUB (tracked): │
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│ - src/ → pushed back on code changes │
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│ - site/ → pushed, triggers deployment │
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│ │
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│ LOCAL ONLY (untracked): │
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│ - data/ → instance-specific storage │
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│ - logs/ → runtime logs │
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│ - .env → secrets │
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└─────────────────────────────────────────────────────────────┘
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```
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**Why this works:**
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- Code and site are version controlled (GitHub)
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- Raw data stays local (instance-specific)
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- Site is generated from data, so reproducible
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- Automatic rollback via git history
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</pattern>
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<pattern name="multi-instance">
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## Multi-Instance Branching
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Each agent instance gets its own branch while sharing core code.
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```
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main # Shared features, bug fixes
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├── instance/feedback-bot # Every Reader feedback bot
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├── instance/support-bot # Customer support bot
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└── instance/research-bot # Research assistant
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```
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**Change flow:**
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| Change Type | Work On | Then |
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|-------------|---------|------|
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| Core features | main | Merge to instance branches |
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| Bug fixes | main | Merge to instance branches |
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| Instance config | instance branch | Done |
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| Instance data | instance branch | Done |
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**Sync tools:**
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```typescript
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tool("self_deploy", "Pull latest from main, rebuild, restart", ...)
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tool("sync_from_instance", "Merge from another instance", ...)
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tool("propose_to_main", "Create PR to share improvements", ...)
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```
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</pattern>
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<pattern name="site-as-output">
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## Site as Agent Output
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The agent generates and maintains a website as a natural output, not through specialized site tools.
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```
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Discord Message
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↓
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Agent processes it, extracts insights
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↓
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Agent decides what site updates are needed
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↓
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Agent writes files using write_file primitive
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↓
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Git commit + push triggers deployment
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↓
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Site updates automatically
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```
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**Key insight:** Don't build site generation tools. Give the agent file tools and teach it in the prompt how to create good sites.
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```markdown
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## Site Management
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You maintain a public feedback site. When feedback comes in:
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1. Use write_file to update site/public/content/feedback.json
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2. If the site's React components need improvement, modify them
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3. Commit changes and push to trigger Vercel deploy
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The site should be:
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- Clean, modern dashboard aesthetic
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- Clear visual hierarchy
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- Status organization (Inbox, Active, Done)
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You decide the structure. Make it good.
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```
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</pattern>
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<pattern name="approval-gates">
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## Approval Gates Pattern
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Separate "propose" from "apply" for dangerous operations.
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```typescript
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// Pending changes stored separately
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const pendingChanges = new Map<string, string>();
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tool("write_file", async ({ path, content }) => {
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if (requiresApproval(path)) {
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// Store for approval
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pendingChanges.set(path, content);
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const diff = generateDiff(path, content);
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return {
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text: `Change requires approval.\n\n${diff}\n\nReply "yes" to apply.`
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};
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} else {
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// Apply immediately
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writeFileSync(path, content);
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return { text: `Wrote ${path}` };
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}
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});
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tool("apply_pending", async () => {
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for (const [path, content] of pendingChanges) {
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writeFileSync(path, content);
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}
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pendingChanges.clear();
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return { text: "Applied all pending changes" };
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});
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```
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**What requires approval:**
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- src/*.ts (agent code)
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- package.json (dependencies)
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- system prompt changes
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**What doesn't:**
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- data/* (instance data)
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- site/* (generated content)
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- docs/* (documentation)
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</pattern>
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<design_questions>
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## Questions to Ask When Designing
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1. **What events trigger agent turns?** (messages, webhooks, timers, user requests)
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2. **What primitives does the agent need?** (read, write, call API, restart)
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3. **What decisions should the agent make?** (format, structure, priority, action)
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4. **What decisions should be hardcoded?** (security boundaries, approval requirements)
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5. **How does the agent verify its work?** (health checks, build verification)
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6. **How does the agent recover from mistakes?** (git rollback, approval gates)
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</design_questions>
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