算法艺术创作
algorithmic-art
通过代码和可调参数创作生成艺术与交互式视觉效果。
lindy-reference-architecture【设计与创意】Reference architectures for Lindy AI integrations. Use when designing systems, planning architecture, or implementing production patterns. Trigger with phrases like "lindy architecture", "lindy design", "lindy system design", "lindy patterns".
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Production-ready reference architectures for Lindy AI integrations.
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ Client │────▶│ Backend │────▶│ Lindy AI │
│ (React) │◀────│ (Node.js) │◀────│ API │
└─────────────┘ └─────────────┘ └─────────────┘
// Simple backend integration
import express from 'express';
import { Lindy } from '@lindy-ai/sdk';
const app = express();
const lindy = new Lindy({ apiKey: process.env.LINDY_API_KEY });
app.post('/api/chat', async (req, res) => {
const { message, agentId } = req.body;
const result = await lindy.agents.run(agentId, { input: message });
res.json({ response: result.output });
});
┌──────────────────────────────────────────────────────────┐
│ Event Bus (Redis/SQS) │
└────┬─────────────────┬─────────────────┬────────────────┘
│ │ │
▼ ▼ ▼
┌─────────┐ ┌─────────┐ ┌─────────┐
│ Worker │ │ Worker │ │ Worker │
│ (Agent) │ │ (Agent) │ │ (Agent) │
└────┬────┘ └────┬────┘ └────┬────┘
│ │ │
└────────────────┼────────────────┘
▼
┌─────────────┐
│ Lindy AI │
│ API │
└─────────────┘
// Event-driven worker
import { Queue } from 'bullmq';
import { Lindy } from '@lindy-ai/sdk';
const lindy = new Lindy({ apiKey: process.env.LINDY_API_KEY });
const queue = new Queue('lindy-tasks');
// Producer
async function enqueueTask(agentId: string, input: string) {
await queue.add('run-agent', { agentId, input });
}
// Consumer
const worker = new Worker('lindy-tasks', async (job) => {
const { agentId, input } = job.data;
const result = await lindy.agents.run(agentId, { input });
// Emit result event
await eventBus.publish('agent.completed', {
jobId: job.id,
result: result.output,
});
});
┌─────────────────┐
│ Orchestrator │
│ Agent │
└────────┬────────┘
│
┌─────────────────┼─────────────────┐
│ │ │
▼ ▼ ▼
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ Research │ │ Analysis │ │ Writing │
│ Agent │ │ Agent │ │ Agent │
└─────────────┘ └─────────────┘ └─────────────┘
// Multi-agent orchestrator
class AgentOrchestrator {
private lindy: Lindy;
private agents: Record<string, string> = {
research: 'agt_research',
analysis: 'agt_analysis',
writing: 'agt_writing',
orchestrator: 'agt_orchestrator',
};
async execute(task: string): Promise<string> {
// Step 1: Orchestrator plans the work
const plan = await this.lindy.agents.run(this.agents.orchestrator, {
input: `Plan steps for: ${task}`,
});
// Step 2: Execute each step
const steps = JSON.parse(plan.output);
const results: string[] = [];
for (const step of steps) {
const result = await this.lindy.agents.run(
this.agents[step.agent],
{ input: step.task }
);
results.push(result.output);
}
// Step 3: Synthesize results
const synthesis = await this.lindy.agents.run(this.agents.orchestrator, {
input: `Synthesize: ${results.join('\n')}`,
});
return synthesis.output;
}
}
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ Load │────▶│ App │────▶│ Lindy │
│ Balancer │ │ Server 1 │ │ Primary │
└─────────────┘ └─────────────┘ └──────┬──────┘
│
┌─────────────┐ ┌──────▼──────┐
│ App │────▶│ Lindy │
│ Server 2 │ │ Fallback │
└─────────────┘ └─────────────┘
│
┌─────────────┐ ┌─────────────┐ │
│ Cache │◀────│ Shared │◀───────────┘
│ (Redis) │ │ State │
└─────────────┘ └─────────────┘
// HA client with failover
class HALindyClient {
private primary: Lindy;
private fallback: Lindy;
private cache: Redis;
async run(agentId: string, input: string) {
// Check cache first
const cached = await this.cache.get(`${agentId}:${input}`);
if (cached) return JSON.parse(cached);
try {
// Try primary
const result = await this.primary.agents.run(agentId, { input });
await this.cache.setex(`${agentId}:${input}`, 300, JSON.stringify(result));
return result;
} catch (error) {
// Fallback
console.warn('Primary failed, using fallback');
return this.fallback.agents.run(agentId, { input });
}
}
}
| Pattern | Failure Mode | Recovery |
|---|---|---|
| Basic | API error | Retry with backoff |
| Event-driven | Worker crash | Queue retry |
| Multi-agent | Step failure | Skip or fallback |
| HA | Primary down | Automatic failover |
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