diff --git a/docs/swarms_cloud/cloudflare_workers.md b/docs/swarms_cloud/cloudflare_workers.md index a28171fc..4d339da9 100644 --- a/docs/swarms_cloud/cloudflare_workers.md +++ b/docs/swarms_cloud/cloudflare_workers.md @@ -1,15 +1,16 @@ -# Deploy Autonomous Cron Agents with Swarms API on Cloudflare Workers +# Deploy Cron Agents with Swarms API on Cloudflare Workers -Deploy intelligent, self-executing AI agents powered by Swarms API on Cloudflare's global edge network. Build production-ready autonomous agents that run on automated schedules, fetch real-time data, perform sophisticated analysis using Swarms AI, and take automated actions across 330+ cities worldwide. +Deploy intelligent, self-executing AI agents powered by Swarms API on Cloudflare's global edge network. Build production-ready cron agents that run on automated schedules, fetch real-time data, perform sophisticated analysis using Swarms AI, and take automated actions across 330+ cities worldwide. -## What Are Autonomous Cron Agents? +## What Are Cron Agents? -Autonomous cron agents combine **Swarms API intelligence** with **Cloudflare Workers edge computing** to create AI-powered systems that: -- **Execute automatically** on predefined schedules without human intervention -- **Fetch real-time data** from external sources (APIs, databases, IoT sensors) -- **Perform intelligent analysis** using specialized Swarms AI agents -- **Take automated actions** based on analysis findings (alerts, reports, decisions) -- **Scale globally** on Cloudflare's edge network with sub-100ms response times worldwide +Cron agents combine **Swarms API intelligence** with **Cloudflare Workers edge computing** to create AI-powered systems that: + +* **Execute automatically** on predefined schedules without human intervention +* **Fetch real-time data** from external sources (APIs, databases, IoT sensors) +* **Perform intelligent analysis** using specialized Swarms AI agents +* **Take automated actions** based on analysis findings (alerts, reports, decisions) +* **Scale globally** on Cloudflare's edge network with sub-100ms response times worldwide ## Architecture Overview @@ -25,35 +26,36 @@ Autonomous cron agents combine **Swarms API intelligence** with **Cloudflare Wor ``` **Key Benefits:** -- **24/7 Autonomous Operation**: Zero human intervention required -- **Global Edge Deployment**: Cloudflare's 330+ city network for ultra-low latency -- **Swarms AI Intelligence**: Live data analysis with specialized AI agents -- **Automated Decision Making**: Smart actions based on Swarms agent insights -- **Enterprise Reliability**: Production-grade error handling and monitoring -## Quick Start: Deploy Autonomous Stock Analysis Agent +* **24/7 Operation**: Zero human intervention required +* **Global Edge Deployment**: Cloudflare's 330+ city network for ultra-low latency +* **Swarms AI Intelligence**: Live data analysis with specialized AI agents +* **Automated Decision Making**: Smart actions based on Swarms agent insights +* **Enterprise Reliability**: Production-grade error handling and monitoring + +## Quick Start: Deploy Stock Analysis Cron Agent -Create your first autonomous financial intelligence agent powered by Swarms API and deployed on Cloudflare Workers edge network. +Create your first financial intelligence cron agent powered by Swarms API and deployed on Cloudflare Workers edge network. ### 1. Cloudflare Workers Project Setup ```bash # Create new Cloudflare Workers project -npm create cloudflare@latest autonomous-stock-agent -cd autonomous-stock-agent +npm create cloudflare@latest stock-cron-agent +cd stock-cron-agent # Install dependencies for Swarms API integration -npm run start +npm install ``` ### 2. Configure Cloudflare Workers Cron Schedule -Edit `wrangler.jsonc` to set up autonomous execution: +Edit `wrangler.jsonc` to set up cron execution: ```jsonc { "$schema": "node_modules/wrangler/config-schema.json", - "name": "autonomous-stock-agent", + "name": "stock-cron-agent", "main": "src/index.js", "compatibility_date": "2025-08-03", "observability": { @@ -61,7 +63,7 @@ Edit `wrangler.jsonc` to set up autonomous execution: }, "triggers": { "crons": [ - "0 */3 * * *" // Cloudflare Workers cron: autonomous analysis every 3 hours + "0 */3 * * *" // Cloudflare Workers cron: analysis every 3 hours ] }, "vars": { @@ -82,95 +84,22 @@ export default { if (url.pathname === '/') { return new Response(` - - - Autonomous Stock Intelligence Agent - - -
-
-

🤖 Autonomous Stock Intelligence Agent

-

Powered by Swarms API • Running on Cloudflare Workers

-
- Swarms AI - Cloudflare Edge - Real-time - Autonomous -
-
- -
- 🚀 Status: Swarms AI agents active on Cloudflare edge, monitoring markets 24/7 -
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Swarms AI agents analyzing live market data on Cloudflare edge...

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Stock Cron Agent

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Status: Active |

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@@ -183,7 +112,7 @@ export default { if (url.pathname === '/execute') { try { - const result = await executeAutonomousAnalysis(null, env); + const result = await executeAnalysis(null, env); return new Response(JSON.stringify({ message: 'Autonomous analysis executed successfully', timestamp: new Date().toISOString(), @@ -209,13 +138,13 @@ export default { // Cloudflare Workers cron handler - triggered by scheduled events async scheduled(event, env, ctx) { console.log('🚀 Cloudflare Workers cron triggered - executing Swarms AI analysis'); - ctx.waitUntil(executeAutonomousAnalysis(event, env)); + ctx.waitUntil(executeAnalysis(event, env)); } }; // Core function combining Cloudflare Workers execution with Swarms API intelligence -async function executeAutonomousAnalysis(event, env) { - console.log('🤖 Cloudflare Workers executing Swarms AI stock intelligence analysis...'); +async function executeAnalysis(event, env) { + console.log('🤖 Cloudflare Workers executing Swarms AI analysis...'); try { // Step 1: Autonomous data collection from multiple sources @@ -547,343 +476,89 @@ async function executeAutonomousAlerts(env, intelligenceReport, marketIntelligen } ``` -## Autonomous Healthcare Intelligence Agent +## Healthcare Cron Agent Example -Deploy autonomous healthcare agents that provide 24/7 patient monitoring with intelligent analysis: +Healthcare monitoring cron agent with Swarms AI: ```javascript export default { async fetch(request, env, ctx) { - const url = new URL(request.url); - - if (url.pathname === '/') { - return new Response(` - - - - Autonomous Healthcare Intelligence - - - -
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-

🏥 Autonomous Healthcare Intelligence

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AI-Powered 24/7 Patient Monitoring • Autonomous Medical Analysis

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- Autonomous - 24/7 Monitoring - AI-Powered - Real-time -
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- -
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✅ Normal Status

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Patients: 15

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Stable vital signs

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Autonomous monitoring active

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⚠️ Monitoring Required

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Patients: 3

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Elevated parameters

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Enhanced surveillance

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-
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🚨 Critical Alert

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Patients: 1

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Immediate intervention

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Emergency protocols active

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-
- -
- -
- -
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- - - - - `, { - headers: { 'Content-Type': 'text/html' } + if (request.url.includes('/health')) { + return new Response(JSON.stringify({ + status: 'Healthcare cron agent active', + next_check: 'Every 30 minutes' + }), { + headers: { 'Content-Type': 'application/json' } }); } - - if (url.pathname === '/health-intelligence') { - try { - const result = await executeAutonomousHealthIntelligence(null, env); - return new Response(JSON.stringify({ - message: 'Autonomous health intelligence analysis executed', - timestamp: new Date().toISOString(), - result - }), { - headers: { 'Content-Type': 'application/json' } - }); - } catch (error) { - return new Response(JSON.stringify({ - error: error.message, - system: 'autonomous-healthcare-intelligence' - }), { - status: 500, - headers: { 'Content-Type': 'application/json' } - }); - } - } - - return new Response('Autonomous Healthcare Intelligence Endpoint Not Found', { status: 404 }); + return new Response('Healthcare Cron Agent'); }, - // Autonomous healthcare monitoring - every 30 minutes + // Healthcare monitoring - every 30 minutes async scheduled(event, env, ctx) { - console.log('🏥 Autonomous healthcare intelligence system triggered'); - ctx.waitUntil(executeAutonomousHealthIntelligence(event, env)); + console.log('🏥 Healthcare cron agent triggered'); + ctx.waitUntil(executeHealthAnalysis(event, env)); } }; -async function executeAutonomousHealthIntelligence(event, env) { - console.log('🏥 Autonomous healthcare intelligence system executing...'); - +async function executeHealthAnalysis(event, env) { try { - // Autonomous patient data collection - const patientIntelligence = await collectPatientIntelligence(); + // Collect patient data (from EMR, IoT devices, etc.) + const patientData = await getPatientData(); - // Deploy autonomous Swarms healthcare AI agents - const healthIntelligenceConfig = { - name: "Autonomous Healthcare Intelligence Swarm", - description: "24/7 autonomous patient monitoring and medical analysis system", + // Configure Swarms healthcare agents + const healthConfig = { + name: "Healthcare Monitoring Swarm", agents: [ { - agent_name: "Autonomous Vital Signs Intelligence Agent", - system_prompt: \`You are an autonomous healthcare AI agent providing 24/7 patient monitoring. Analyze: - - Continuous heart rate monitoring and arrhythmia detection (Normal: 60-100 bpm) - - Autonomous blood pressure trend analysis (Normal: <140/90 mmHg) - - Real-time oxygen saturation monitoring (Normal: >95%) - - Continuous temperature surveillance (Normal: 97-99°F) - - Classify each patient autonomously as: NORMAL_MONITORING, ENHANCED_SURVEILLANCE, or CRITICAL_INTERVENTION - For critical findings, trigger autonomous emergency protocols.\`, - model_name: "gpt-4o-mini", - max_tokens: 2500, - temperature: 0.05 - }, - { - agent_name: "Autonomous Medical Risk Assessment Agent", - system_prompt: \`You are an autonomous medical AI providing continuous risk assessment. Monitor: - - Autonomous drug interaction analysis and medication safety - - Real-time disease progression and complication detection - - Continuous fall risk and mobility assessment - - Autonomous emergency intervention requirements - - Provide autonomous risk stratification and intervention priorities. - Focus on predictive analytics and early autonomous warning systems.\`, + agent_name: "Vital Signs Monitor", + system_prompt: "Monitor patient vital signs and detect anomalies. Alert on critical values.", model_name: "gpt-4o-mini", - max_tokens: 2500, - temperature: 0.05 + max_tokens: 1000 } ], swarm_type: "ConcurrentWorkflow", - task: \`Execute autonomous 24/7 healthcare intelligence analysis: - - PATIENT INTELLIGENCE DATA: - \${JSON.stringify(patientIntelligence, null, 2)} - - Generate autonomous healthcare intelligence including: - 1. Individual patient autonomous risk assessment and monitoring status - 2. Critical autonomous intervention requirements and emergency protocols - 3. Autonomous alert recommendations and escalation procedures - 4. Predictive health analytics and preventive care suggestions - 5. Next autonomous monitoring cycle parameters and priorities - - Focus on autonomous decision support for medical staff and emergency response systems.\`, + task: `Analyze patient data: ${JSON.stringify(patientData, null, 2)}`, max_loops: 1 }; + // Call Swarms API const response = await fetch('https://api.swarms.world/v1/swarm/completions', { method: 'POST', headers: { 'x-api-key': env.SWARMS_API_KEY, 'Content-Type': 'application/json' }, - body: JSON.stringify(healthIntelligenceConfig) + body: JSON.stringify(healthConfig) }); - if (!response.ok) { - throw new Error(\`Autonomous healthcare intelligence failed: \${response.status}\`); - } - const result = await response.json(); - const healthIntelligence = result.output; - // Autonomous severity assessment - const severity = assessAutonomousHealthSeverity(healthIntelligence); - - console.log(\`✅ Autonomous healthcare intelligence completed - Severity: \${severity}\`); - - // Autonomous emergency response system - if (severity === 'critical' && env.HEALTHCARE_EMERGENCY_EMAIL) { - console.log('🚨 Executing autonomous emergency response protocol...'); - await executeAutonomousEmergencyResponse(env, healthIntelligence, patientIntelligence); + // Send alerts if critical conditions detected + if (result.output.includes('CRITICAL')) { + await sendHealthAlert(env, result.output); } - return { - success: true, - analysis: healthIntelligence, - severity: severity, - patientsAnalyzed: Object.keys(patientIntelligence).length, - executionTime: new Date().toISOString(), - nextAutonomousMonitoring: 'Scheduled for next autonomous cycle', - autonomousSystem: 'Swarms Healthcare AI' - }; - + return { success: true, analysis: result.output }; } catch (error) { - console.error('❌ Autonomous healthcare intelligence failed:', error.message); - return { - success: false, - error: error.message, - severity: 'autonomous_system_error', - executionTime: new Date().toISOString() - }; + console.error('Healthcare analysis failed:', error); + return { success: false, error: error.message }; } } -// Autonomous patient intelligence collection -async function collectPatientIntelligence() { - // In production, connect to EMR systems, IoT devices, and medical databases +async function getPatientData() { + // Mock patient data - replace with real EMR/IoT integration return { - "ICU_Autonomous_001": { - name: "Sarah Johnson", - age: 68, - room: "ICU-205", - condition: "Post-cardiac surgery - autonomous monitoring", - vitals: { - heart_rate: 95, - blood_pressure_systolic: 135, - blood_pressure_diastolic: 88, - oxygen_saturation: 97, - temperature: 98.8, - respiratory_rate: 16 - }, - medications: ["Metoprolol", "Warfarin", "Furosemide"], - risk_factors: ["Diabetes", "Hypertension", "Previous MI"], - autonomous_monitoring_level: "enhanced", - last_updated: new Date().toISOString() - }, - "Ward_Autonomous_002": { - name: "Michael Chen", - age: 45, - room: "Ward-301", - condition: "Pneumonia recovery - autonomous surveillance", - vitals: { - heart_rate: 88, - blood_pressure_systolic: 128, - blood_pressure_diastolic: 82, - oxygen_saturation: 94, // Slightly low - autonomous flag - temperature: 100.1, // Mild fever - autonomous flag - respiratory_rate: 20 - }, - medications: ["Azithromycin", "Albuterol"], - risk_factors: ["Asthma", "Smoking history"], - autonomous_monitoring_level: "standard", - last_updated: new Date().toISOString() - }, - "Critical_Autonomous_003": { - name: "Elena Rodriguez", - age: 72, - room: "ICU-208", - condition: "Sepsis - autonomous critical monitoring", - vitals: { - heart_rate: 115, // Elevated - autonomous critical flag - blood_pressure_systolic: 85, // Low - autonomous critical flag - blood_pressure_diastolic: 55, // Low - autonomous critical flag - oxygen_saturation: 89, // Critical - autonomous emergency flag - temperature: 103.2, // High fever - autonomous critical flag - respiratory_rate: 28 // Elevated - autonomous critical flag - }, - medications: ["Vancomycin", "Norepinephrine", "Hydrocortisone"], - risk_factors: ["Sepsis", "Multi-organ dysfunction", "Advanced age"], - autonomous_monitoring_level: "critical", - last_updated: new Date().toISOString() + patient_001: { + heart_rate: 115, // Elevated + oxygen_saturation: 89 // Low - critical } }; } -function assessAutonomousHealthSeverity(intelligenceReport) { - const reportText = typeof intelligenceReport === 'string' ? intelligenceReport : JSON.stringify(intelligenceReport); - - if (reportText.includes('CRITICAL_INTERVENTION') || - reportText.includes('EMERGENCY') || - reportText.includes('IMMEDIATE_ACTION') || - reportText.includes('SEPSIS') || - reportText.includes('CARDIAC_ARREST') || - reportText.includes('RESPIRATORY_FAILURE')) { - return 'critical'; - } else if (reportText.includes('ENHANCED_SURVEILLANCE') || - reportText.includes('ELEVATED') || - reportText.includes('CONCERNING') || - reportText.includes('ABNORMAL') || - reportText.includes('MONITORING_REQUIRED')) { - return 'warning'; - } - return 'normal'; -} - -async function executeAutonomousEmergencyResponse(env, intelligenceReport, patientIntelligence) { - console.log('🚨 Autonomous emergency response protocol executing...'); - - // Autonomous emergency response would include: - // - Immediate medical team notifications - // - Automated equipment preparation alerts - // - Emergency response coordination - // - Real-time escalation to on-call physicians - // - Integration with hospital emergency systems +async function sendHealthAlert(env, analysis) { + // Send emergency alerts via email/SMS + console.log('🚨 Critical health alert sent'); } ``` @@ -937,26 +612,30 @@ wrangler triggers cron "0 */3 * * *" ## Production Best Practices ### 1. **Cloudflare Workers + Swarms API Integration** -- Implement comprehensive error handling for both platforms -- Use Cloudflare Workers KV for caching Swarms API responses -- Leverage Cloudflare Workers analytics for monitoring + +* Implement comprehensive error handling for both platforms +* Use Cloudflare Workers KV for caching Swarms API responses +* Leverage Cloudflare Workers analytics for monitoring ### 2. **Cost Optimization** -- Monitor Swarms API usage and costs -- Use Cloudflare Workers free tier (100K requests/day) -- Implement intelligent batching for Swarms API efficiency -- Use cost-effective Swarms models (gpt-4o-mini recommended) + +* Monitor Swarms API usage and costs +* Use Cloudflare Workers free tier (100K requests/day) +* Implement intelligent batching for Swarms API efficiency +* Use cost-effective Swarms models (gpt-4o-mini recommended) ### 3. **Security & Compliance** -- Secure Swarms API keys in Cloudflare Workers environment variables -- Use Cloudflare Workers secrets for sensitive data -- Audit AI decisions and maintain compliance logs -- HIPAA compliance for healthcare applications + +* Secure Swarms API keys in Cloudflare Workers environment variables +* Use Cloudflare Workers secrets for sensitive data +* Audit AI decisions and maintain compliance logs +* HIPAA compliance for healthcare applications ### 4. **Monitoring & Observability** -- Track Cloudflare Workers performance metrics -- Monitor Swarms API response times and success rates -- Use Cloudflare Workers analytics dashboard -- Set up alerts for system failures and anomalies + +* Track Cloudflare Workers performance metrics +* Monitor Swarms API response times and success rates +* Use Cloudflare Workers analytics dashboard +* Set up alerts for system failures and anomalies This deployment architecture combines **Swarms API's advanced multi-agent intelligence** with **Cloudflare Workers' global edge infrastructure**, enabling truly intelligent, self-executing AI agents that operate continuously across 330+ cities worldwide, providing real-time intelligence and automated decision-making capabilities with ultra-low latency. \ No newline at end of file