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    <title>DEV Community: kunpeng-ai</title>
    <description>The latest articles on DEV Community by kunpeng-ai (@kunpeng-ai-2026).</description>
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      <title>OpenClaw Common Errors and Solutions: 15+ Issues Covered</title>
      <dc:creator>kunpeng-ai</dc:creator>
      <pubDate>Wed, 01 Apr 2026 12:16:30 +0000</pubDate>
      <link>https://dev.to/kunpeng-ai-2026/openclaw-common-errors-and-solutions-15-issues-covered-2ofn</link>
      <guid>https://dev.to/kunpeng-ai-2026/openclaw-common-errors-and-solutions-15-issues-covered-2ofn</guid>
      <description>&lt;h1&gt;
  
  
  OpenClaw Common Errors and Solutions: 15+ Issues Covered
&lt;/h1&gt;

&lt;p&gt;Hey fellow developers!&lt;/p&gt;

&lt;p&gt;I've been using OpenClaw for a while now and encountered my fair share of errors. Instead of solving each problem from scratch, I compiled a &lt;strong&gt;comprehensive troubleshooting guide&lt;/strong&gt; covering 15+ common issues from installation to production.&lt;/p&gt;




&lt;h2&gt;
  
  
  Table of Contents
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Installation Errors (5 Issues)&lt;/li&gt;
&lt;li&gt;Configuration Errors (3 Issues)&lt;/li&gt;
&lt;li&gt;Runtime Errors (5 Issues)&lt;/li&gt;
&lt;li&gt;Platform-Specific Issues (4 Issues)&lt;/li&gt;
&lt;li&gt;Performance &amp;amp; Production (5 Tips)&lt;/li&gt;
&lt;li&gt;Best Practices&lt;/li&gt;
&lt;li&gt;Getting Help&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  &lt;a&gt;&lt;/a&gt;1. Installation Errors
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1.1 Installer Download Fails
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Symptoms&lt;/strong&gt;: &lt;code&gt;curl: (60) SSL certificate problem&lt;/code&gt; or timeout.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Solutions&lt;/strong&gt;:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Use Chinese mirrors&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm config &lt;span class="nb"&gt;set &lt;/span&gt;registry https://registry.npmmirror.com/
curl &lt;span class="nt"&gt;-k&lt;/span&gt; https://openclaw.ai/install.sh | bash
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Windows manual&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight powershell"&gt;&lt;code&gt;&lt;span class="n"&gt;iwr&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;-useb&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;https://openclaw.ai/install.ps1&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;-OutFile&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;install.ps1&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="n"&gt;\install.ps1&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  1.2 Node.js Version Incompatibility
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Error&lt;/strong&gt;: &lt;code&gt;Node.js version 18.x is not supported. Please use Node.js 24.x&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# nvm&lt;/span&gt;
nvm &lt;span class="nb"&gt;install &lt;/span&gt;24
nvm use 24

&lt;span class="c"&gt;# Windows: use nvm-windows&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  1.3 PowerShell Execution Policy (Windows)
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Error&lt;/strong&gt;: &lt;code&gt;File cannot be loaded because running scripts is disabled&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight powershell"&gt;&lt;code&gt;&lt;span class="n"&gt;Set-ExecutionPolicy&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;-Scope&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;CurrentUser&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;-ExecutionPolicy&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;RemoteSigned&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  1.4 WSL2 Installation Issues
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Enable features (Admin PowerShell)&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight powershell"&gt;&lt;code&gt;&lt;span class="n"&gt;dism.exe&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;/online&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;/enable-feature&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;/featurename:Microsoft-Windows-Subsystem-Linux&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;/all&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;/norestart&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="n"&gt;dism.exe&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;/online&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;/enable-feature&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;/featurename:VirtualMachinePlatform&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;/all&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;/norestart&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="n"&gt;wsl&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;--update&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="n"&gt;wsl&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nt"&gt;--set-default-version&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nx"&gt;2&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  1.5 Installer Hangs
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Diagnosis&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw logs &lt;span class="nt"&gt;--follow&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Common causes&lt;/strong&gt;: Invalid API key, proxy issues, firewall.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix&lt;/strong&gt;: Retry or check network settings.&lt;/p&gt;




&lt;h2&gt;
  
  
  &lt;a&gt;&lt;/a&gt;2. Configuration Errors
&lt;/h2&gt;

&lt;h3&gt;
  
  
  2.1 Invalid API Key
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Error&lt;/strong&gt;: &lt;code&gt;Error: Invalid API key&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Checklist&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;OpenAI key starts with &lt;code&gt;sk-&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;No extra spaces&lt;/li&gt;
&lt;li&gt;Test: &lt;code&gt;curl https://api.openai.com/v1/models -H "Authorization: Bearer YOUR_KEY"&lt;/code&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  2.2 JSON Syntax Error
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Error&lt;/strong&gt;: &lt;code&gt;Error: Invalid JSON in config file at line XX&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw config validate  &lt;span class="c"&gt;# validates&lt;/span&gt;
openclaw config reset     &lt;span class="c"&gt;# reset if needed&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Or use &lt;a href="https://jsonlint.com/" rel="noopener noreferrer"&gt;https://jsonlint.com/&lt;/a&gt;&lt;/p&gt;




&lt;h3&gt;
  
  
  2.3 Ollama Connection Fails
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Error&lt;/strong&gt;: &lt;code&gt;Cannot connect to Ollama at http://localhost:11434&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Check if Ollama is running&lt;/span&gt;
ps aux | &lt;span class="nb"&gt;grep &lt;/span&gt;ollama

&lt;span class="c"&gt;# Start it&lt;/span&gt;
ollama serve &amp;amp;

&lt;span class="c"&gt;# Test&lt;/span&gt;
curl http://localhost:11434/api/tags
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;WSL2 note&lt;/strong&gt;: If Ollama is on Windows host, WSL2 can't access localhost. Install Ollama inside WSL2 instead.&lt;/p&gt;




&lt;h2&gt;
  
  
  &lt;a&gt;&lt;/a&gt;3. Runtime Errors
&lt;/h2&gt;

&lt;h3&gt;
  
  
  3.1 Port 8080 Already in Use
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Error&lt;/strong&gt;: &lt;code&gt;Error: listen EADDRINUSE: :::8080&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix&lt;/strong&gt;:&lt;/p&gt;

&lt;p&gt;Find and kill process:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Windows&lt;/span&gt;
netstat &lt;span class="nt"&gt;-ano&lt;/span&gt; | findstr :8080
taskkill /PID &amp;lt;PID&amp;gt; /F

&lt;span class="c"&gt;# Linux/macOS&lt;/span&gt;
lsof &lt;span class="nt"&gt;-i&lt;/span&gt; :8080
&lt;span class="nb"&gt;kill&lt;/span&gt; &lt;span class="nt"&gt;-9&lt;/span&gt; &amp;lt;PID&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Or change OpenClaw port:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw config edit  &lt;span class="c"&gt;# change "gateway.port" to 8081&lt;/span&gt;
openclaw restart
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  3.2 Messages Not Arriving
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Checklist&lt;/strong&gt;:&lt;/p&gt;

&lt;p&gt;✅ &lt;code&gt;openclaw status&lt;/code&gt;&lt;br&gt;&lt;br&gt;
✅ Bot online (&lt;a class="mentioned-user" href="https://dev.to/botfather"&gt;@botfather&lt;/a&gt; etc.)&lt;br&gt;&lt;br&gt;
✅ &lt;code&gt;openclaw config validate&lt;/code&gt;&lt;br&gt;&lt;br&gt;
✅ Firewall allows port&lt;br&gt;&lt;br&gt;
✅ &lt;code&gt;openclaw logs --follow&lt;/code&gt;&lt;/p&gt;


&lt;h3&gt;
  
  
  3.3 Feishu Webhook Verification Fails
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Causes&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Domain not ICP-filed (required in China)&lt;/li&gt;
&lt;li&gt;Invalid/expired HTTPS certificate&lt;/li&gt;
&lt;li&gt;Nginx misconfiguration&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Fix&lt;/strong&gt;:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Ensure domain is ICP-filed&lt;/li&gt;
&lt;li&gt;Use valid SSL (Let's Encrypt)&lt;/li&gt;
&lt;li&gt;Check Nginx config:
&lt;/li&gt;
&lt;/ol&gt;
&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight nginx"&gt;&lt;code&gt;   &lt;span class="k"&gt;location&lt;/span&gt; &lt;span class="n"&gt;/&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
       &lt;span class="kn"&gt;proxy_pass&lt;/span&gt; &lt;span class="s"&gt;http://127.0.0.1:8080&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
       &lt;span class="kn"&gt;proxy_http_version&lt;/span&gt; &lt;span class="mf"&gt;1.1&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
       &lt;span class="kn"&gt;proxy_set_header&lt;/span&gt; &lt;span class="s"&gt;Upgrade&lt;/span&gt; &lt;span class="nv"&gt;$http_upgrade&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
       &lt;span class="kn"&gt;proxy_set_header&lt;/span&gt; &lt;span class="s"&gt;Connection&lt;/span&gt; &lt;span class="s"&gt;"upgrade"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
       &lt;span class="kn"&gt;proxy_set_header&lt;/span&gt; &lt;span class="s"&gt;Host&lt;/span&gt; &lt;span class="nv"&gt;$host&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
   &lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;ol&gt;
&lt;li&gt;Get correct URL: &lt;code&gt;openclaw urls&lt;/code&gt;
&lt;/li&gt;
&lt;/ol&gt;


&lt;h3&gt;
  
  
  3.4 Telegram Bot Privacy Mode
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Issue&lt;/strong&gt;: Bot doesn't receive group messages.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix&lt;/strong&gt;:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;a class="mentioned-user" href="https://dev.to/botfather"&gt;@botfather&lt;/a&gt; → &lt;code&gt;/mybots&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Select bot → Bot Settings → Group Privacy&lt;/li&gt;
&lt;li&gt;Turn off&lt;/li&gt;
&lt;li&gt;Re-invite bot to group&lt;/li&gt;
&lt;/ol&gt;


&lt;h3&gt;
  
  
  3.5 Gateway Fails to Start
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Diagnosis&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw logs &lt;span class="nt"&gt;--level&lt;/span&gt; error &lt;span class="nt"&gt;--tail&lt;/span&gt; 50
openclaw config validate
netstat &lt;span class="nt"&gt;-ano&lt;/span&gt; | findstr :8080
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Common fixes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Port in use → change port (see 3.1)&lt;/li&gt;
&lt;li&gt;Config error → reset config&lt;/li&gt;
&lt;li&gt;Permission denied → run as admin&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  &lt;a&gt;&lt;/a&gt;4. Platform-Specific Issues
&lt;/h2&gt;

&lt;h3&gt;
  
  
  4.1 Feishu: URL Format
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Correct&lt;/strong&gt;: &lt;code&gt;https://your-domain.com/api/plugins/feishu/events&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Get it from: &lt;code&gt;openclaw urls&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Must be HTTPS, no query params.&lt;/p&gt;




&lt;h3&gt;
  
  
  4.2 Discord: 401/403 Errors
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Causes&lt;/strong&gt;: Wrong token, Message Content Intent disabled, insufficient permissions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fix&lt;/strong&gt;:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Re-copy Bot Token from Developer Portal&lt;/li&gt;
&lt;li&gt;Enable &lt;strong&gt;Message Content Intent&lt;/strong&gt; (required!)&lt;/li&gt;
&lt;li&gt;Ensure bot has Send Messages + Read Message History permissions&lt;/li&gt;
&lt;/ol&gt;




&lt;h3&gt;
  
  
  4.3 WhatsApp: QR Code Issues
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Check&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw status
curl http://localhost:8080/api/plugins/whatsapp/qr
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Cloud server&lt;/strong&gt;: Open port 8080 or configure Nginx reverse proxy.&lt;/p&gt;




&lt;h3&gt;
  
  
  4.4 Multi-Platform Message Conflicts
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Enable user mapping&lt;/strong&gt; to distinguish users across platforms:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"plugins"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"common"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"userMapping"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  &lt;a&gt;&lt;/a&gt;5. Performance &amp;amp; Production
&lt;/h2&gt;

&lt;h3&gt;
  
  
  5.1 High Latency
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Optimizations&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Use local Ollama (&amp;lt; 1s latency)&lt;/li&gt;
&lt;li&gt;Enable caching (TTL 3600)&lt;/li&gt;
&lt;li&gt;Choose faster models (gpt-4o-mini, claude-3-haiku)&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  5.2 High Memory Usage
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Limit cache&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"cache"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"enabled"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"maxSize"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1000&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"ttl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3600&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  5.3 SSL Certificate Expired
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Renew&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;certbot renew
systemctl reload nginx
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Set up cron for auto-renewal.&lt;/p&gt;




&lt;h3&gt;
  
  
  5.4 Service Crashes
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;systemd auto-restart&lt;/strong&gt; (&lt;code&gt;/etc/systemd/system/openclaw.service&lt;/code&gt;):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight ini"&gt;&lt;code&gt;&lt;span class="nn"&gt;[Unit]&lt;/span&gt;
&lt;span class="py"&gt;Description&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;OpenClaw Gateway&lt;/span&gt;
&lt;span class="py"&gt;After&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;network.target&lt;/span&gt;

&lt;span class="nn"&gt;[Service]&lt;/span&gt;
&lt;span class="py"&gt;Type&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;simple&lt;/span&gt;
&lt;span class="py"&gt;User&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;yourname&lt;/span&gt;
&lt;span class="py"&gt;WorkingDirectory&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;/home/yourname/.openclaw&lt;/span&gt;
&lt;span class="py"&gt;ExecStart&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;/usr/local/bin/openclaw gateway&lt;/span&gt;
&lt;span class="py"&gt;Restart&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;always&lt;/span&gt;
&lt;span class="py"&gt;RestartSec&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;10&lt;/span&gt;

&lt;span class="nn"&gt;[Install]&lt;/span&gt;
&lt;span class="py"&gt;WantedBy&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;multi-user.target&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  &lt;a&gt;&lt;/a&gt;6. Best Practices
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Pre-Installation
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;✅ Node.js &amp;gt;= 24&lt;/li&gt;
&lt;li&gt;✅ Port 8080 free&lt;/li&gt;
&lt;li&gt;✅ Network connectivity&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Configuration
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;✅ &lt;code&gt;openclaw config validate&lt;/code&gt; after each change&lt;/li&gt;
&lt;li&gt;✅ Test locally before production&lt;/li&gt;
&lt;li&gt;✅ Version control &lt;code&gt;~/.openclaw/&lt;/code&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Monitoring
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw logs &lt;span class="nt"&gt;--level&lt;/span&gt; error &lt;span class="nt"&gt;--follow&lt;/span&gt;
&lt;span class="c"&gt;# cron: */30 * * * * openclaw logs --level error --tail 10 &amp;gt; /var/log/openclaw/errors.log&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  &lt;a&gt;&lt;/a&gt;7. Getting Help
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Official resources&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Docs: &lt;a href="https://docs.openclaw.ai" rel="noopener noreferrer"&gt;https://docs.openclaw.ai&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;GitHub Issues: &lt;a href="https://github.com/openclaw/openclaw/issues" rel="noopener noreferrer"&gt;https://github.com/openclaw/openclaw/issues&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Discord: &lt;a href="https://discord.gg/clawd" rel="noopener noreferrer"&gt;https://discord.gg/clawd&lt;/a&gt; (fastest)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;When asking for help, include&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw &lt;span class="nt"&gt;--version&lt;/span&gt;
openclaw config validate
openclaw logs &lt;span class="nt"&gt;--level&lt;/span&gt; error &lt;span class="nt"&gt;--tail&lt;/span&gt; 50
OS info
Reproduction steps
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Most OpenClaw errors are environment-related (Node.js version, network, permissions) or config mistakes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Key takeaways&lt;/strong&gt;:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Check Node.js 24+ before install&lt;/li&gt;
&lt;li&gt;Always &lt;code&gt;openclaw config validate&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Feishu needs ICP domain + HTTPS&lt;/li&gt;
&lt;li&gt;Local Ollama avoids network issues&lt;/li&gt;
&lt;li&gt;Backup config with git&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Stuck? Search docs and community first — 90% of issues are already solved.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Full blog post&lt;/strong&gt; (latest updates):&lt;br&gt;
&lt;a href="https://kunpeng-ai.com/blog/openclaw-errors" rel="noopener noreferrer"&gt;https://kunpeng-ai.com/blog/openclaw-errors&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Comments, questions, or your own OpenClaw troubleshooting tips? Share them below!&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Published on Kunpeng AI Research. Last updated: 2026-04-01&lt;/em&gt;&lt;/p&gt;

</description>
      <category>openclaw</category>
      <category>opensource</category>
      <category>tooling</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>OpenClaw Getting Started Guide: Build Your Personal AI Assistant in 5 Minutes</title>
      <dc:creator>kunpeng-ai</dc:creator>
      <pubDate>Tue, 31 Mar 2026 10:05:36 +0000</pubDate>
      <link>https://dev.to/kunpeng-ai-2026/openclaw-getting-started-guide-build-your-personal-ai-assistant-in-5-minutes-4g0n</link>
      <guid>https://dev.to/kunpeng-ai-2026/openclaw-getting-started-guide-build-your-personal-ai-assistant-in-5-minutes-4g0n</guid>
      <description>&lt;h1&gt;
  
  
  OpenClaw Getting Started Guide: Build Your Personal AI Assistant in 5 Minutes
&lt;/h1&gt;

&lt;p&gt;A step-by-step guide to installing and configuring OpenClaw from scratch. Connect WhatsApp, Telegram, Discord, and more. Perfect for beginners.&lt;/p&gt;




&lt;h2&gt;
  
  
  Introduction: Why You Need OpenClaw
&lt;/h2&gt;

&lt;p&gt;What if you could have an AI assistant that runs entirely on your own hardware, with complete control over your data, and works on all the chat apps you already use?&lt;/p&gt;

&lt;p&gt;That's OpenClaw.&lt;/p&gt;

&lt;h3&gt;
  
  
  What is OpenClaw?
&lt;/h3&gt;

&lt;p&gt;OpenClaw is a &lt;strong&gt;self-hosted gateway&lt;/strong&gt; that bridges your favorite chat applications (WhatsApp, Telegram, Discord, WeChat, iMessage, etc.) with AI models (OpenAI GPT, Anthropic Claude, Google Gemini, local Ollama, and more).&lt;/p&gt;

&lt;p&gt;In plain English: &lt;strong&gt;You send a message from your chat app → OpenClaw calls an AI → the AI's reply comes back to your chat app.&lt;/strong&gt; All on your infrastructure, your rules.&lt;/p&gt;

&lt;h3&gt;
  
  
  Why Choose OpenClaw Over ChatGPT or Claude?
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Feature&lt;/th&gt;
&lt;th&gt;OpenClaw&lt;/th&gt;
&lt;th&gt;ChatGPT/Claude (Cloud)&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Data Privacy&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;✅ 100% in your control&lt;/td&gt;
&lt;td&gt;❌ Third-party servers&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Multi-platform&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;✅ 20+ apps simultaneously&lt;/td&gt;
&lt;td&gt;❌ Single official app&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Cost Control&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;✅ Pay only API costs (or $0 local)&lt;/td&gt;
&lt;td&gt;❌ Monthly subscription&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Customization&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;✅ Full control over prompts, models&lt;/td&gt;
&lt;td&gt;❌ Limited&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;No Vendor Lock-in&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;✅ Switch AI models anytime&lt;/td&gt;
&lt;td&gt;❌ Tied to one provider&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;If you value privacy, hate monthly subscriptions, or want an AI that works across all your chat apps, OpenClaw is for you.&lt;/p&gt;




&lt;h2&gt;
  
  
  Quick Start: 5-Minute Installation
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Prerequisites
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;A computer (Linux/macOS/Windows) with at least 4GB RAM&lt;/li&gt;
&lt;li&gt;Basic terminal skills&lt;/li&gt;
&lt;li&gt;(Optional) An AI API key from OpenAI, Anthropic, or Ollama installed locally&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Installation
&lt;/h3&gt;

&lt;p&gt;Open your terminal and run:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-fsSL&lt;/span&gt; https://openclaw.ai/install.sh | bash
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The installer will:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Detect your OS&lt;/li&gt;
&lt;li&gt;Install Node.js if missing&lt;/li&gt;
&lt;li&gt;Install the OpenClaw CLI&lt;/li&gt;
&lt;li&gt;Launch the onboarding wizard&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Onboarding Wizard
&lt;/h3&gt;

&lt;p&gt;After installation, run:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw onboard &lt;span class="nt"&gt;--install-daemon&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You'll be prompted to:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Choose your AI provider&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;OpenAI (requires API key)&lt;/li&gt;
&lt;li&gt;Anthropic (requires API key)&lt;/li&gt;
&lt;li&gt;Local (Ollama) - recommended for privacy and zero API costs&lt;/li&gt;
&lt;li&gt;Google Gemini&lt;/li&gt;
&lt;li&gt;Custom provider&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Enter your API key&lt;/strong&gt; (if using cloud provider)&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Configure your assistant identity&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Name (default: "OpenClaw Assistant")&lt;/li&gt;
&lt;li&gt;System prompt (customize behavior)&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Choose initial chat platform&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;You can add more platforms later&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Start the gateway&lt;/strong&gt; (runs in background)&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That's it! You now have a personal AI assistant running on your own hardware.&lt;/p&gt;




&lt;h2&gt;
  
  
  Connecting Your Chat Platforms
&lt;/h2&gt;

&lt;p&gt;OpenClaw supports 20+ platforms. Here's how to connect the most popular ones.&lt;/p&gt;

&lt;h3&gt;
  
  
  WhatsApp
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Install the WhatsApp plugin:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw plugins &lt;span class="nb"&gt;install &lt;/span&gt;whatsapp
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;Scan the QR code from the OpenClaw logs:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw urls
&lt;span class="c"&gt;# Look for WhatsApp QR code URL&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;&lt;p&gt;Open the URL on your phone, scan with WhatsApp app&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Start chatting!&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Telegram
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;p&gt;Create a bot via &lt;a href="https://t.me/botfather" rel="noopener noreferrer"&gt;@BotFather&lt;/a&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Send &lt;code&gt;/newbot&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Choose a name and username&lt;/li&gt;
&lt;li&gt;Copy the bot token&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Configure OpenClaw:&lt;br&gt;
&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw config edit
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Add to &lt;code&gt;plugins.telegram&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;{
  "plugins": {
    "telegram": {
      "botToken": "YOUR_BOT_TOKEN"
    }
  }
}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;Restart:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw restart
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;Search your bot in Telegram and start chatting.&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Discord
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Go to &lt;a href="https://discord.com/developers/applications" rel="noopener noreferrer"&gt;Discord Developer Portal&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Create a New Application → Bot → Copy Token&lt;/li&gt;
&lt;li&gt;Enable &lt;strong&gt;Message Content Intent&lt;/strong&gt; (required to read messages)&lt;/li&gt;
&lt;li&gt;Invite bot to your server with &lt;code&gt;Send Messages&lt;/code&gt; and &lt;code&gt;Read Message History&lt;/code&gt; permissions&lt;/li&gt;
&lt;li&gt;Add token to &lt;code&gt;plugins.discord&lt;/code&gt; in config&lt;/li&gt;
&lt;li&gt;Restart OpenClaw&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Feishu (飞书)
&lt;/h3&gt;

&lt;p&gt;Feishu requires a few more steps due to OAuth:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Create an app at &lt;a href="https://open.feishu.cn/app" rel="noopener noreferrer"&gt;Feishu Developer Console&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Add permissions: &lt;code&gt;im:message&lt;/code&gt;, &lt;code&gt;im:chat&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Enable event subscription for &lt;code&gt;im.message.receive_v1&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Get App ID and App Secret&lt;/li&gt;
&lt;li&gt;Configure in OpenClaw:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;{
  "plugins": {
    "feishu": {
      "appId": "YOUR_APP_ID",
      "appSecret": "YOUR_APP_SECRET"
    }
  }
}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;Get the webhook URL from &lt;code&gt;openclaw urls&lt;/code&gt; and set in Feishu event subscription&lt;/li&gt;
&lt;li&gt;Install the bot to your chat (or org-wide)&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Detailed Feishu setup: &lt;a href="https://docs.openclaw.ai/plugins/feishu" rel="noopener noreferrer"&gt;docs.openclaw.ai/plugins/feishu&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Advanced Configuration
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Multi-Model Support
&lt;/h3&gt;

&lt;p&gt;You can configure multiple AI models with fallback:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;{
  "models": {
    "default": {
      "provider": "openai",
      "model": "gpt-4o",
      "apiKey": "sk-xxx"
    },
    "fallback": {
      "provider": "ollama",
      "model": "llama3.2:3b",
      "baseUrl": "http://localhost:11434"
    }
  }
}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;If the default model fails (rate limit, network issue), OpenClaw automatically switches to fallback.&lt;/p&gt;

&lt;h3&gt;
  
  
  Channel-Specific Behavior
&lt;/h3&gt;

&lt;p&gt;Customize assistant behavior per platform:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;{
  "channels": {
    "telegram": {
      "agent": {
        "name": "TG Bot",
        "systemPrompt": "Be concise. Max 3 sentences."
      }
    },
    "discord": {
      "agent": {
        "name": "Discord Helper",
        "systemPrompt": "Be friendly, use emojis."
      }
    }
  }
}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Caching
&lt;/h3&gt;

&lt;p&gt;Enable response caching to reduce API costs:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;{
  "cache": {
    "enabled": true,
    "ttl": 3600,
    "maxSize": 1000
  }
}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  Common Issues &amp;amp; Troubleshooting
&lt;/h2&gt;

&lt;h3&gt;
  
  
  "Port 8080 already in use"
&lt;/h3&gt;

&lt;p&gt;Change the port in config:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;{
  "gateway": { "port": 8081 }
}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Messages not arriving
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Check gateway status:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw status
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;View logs:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw logs &lt;span class="nt"&gt;--follow&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;Ensure bot is online and properly configured&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  API key invalid
&lt;/h3&gt;

&lt;p&gt;Double-check:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;No extra spaces&lt;/li&gt;
&lt;li&gt;Correct format (&lt;code&gt;sk-&lt;/code&gt; for OpenAI)&lt;/li&gt;
&lt;li&gt;Not expired&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  SSL/HTTPS for production
&lt;/h3&gt;

&lt;p&gt;For production deployments with custom domain:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Use nginx or Caddy as reverse proxy with SSL&lt;/span&gt;
&lt;span class="c"&gt;# See: https://docs.openclaw.ai/deployment/production&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  Production Deployment (Optional)
&lt;/h2&gt;

&lt;p&gt;For 24/7 operation and custom domain:&lt;/p&gt;

&lt;h3&gt;
  
  
  Systemd Service (Linux)
&lt;/h3&gt;

&lt;p&gt;Create &lt;code&gt;/etc/systemd/system/openclaw.service&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight ini"&gt;&lt;code&gt;&lt;span class="nn"&gt;[Unit]&lt;/span&gt;
&lt;span class="py"&gt;Description&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;OpenClaw Gateway&lt;/span&gt;
&lt;span class="py"&gt;After&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;network.target&lt;/span&gt;

&lt;span class="nn"&gt;[Service]&lt;/span&gt;
&lt;span class="py"&gt;Type&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;simple&lt;/span&gt;
&lt;span class="py"&gt;User&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;yourname&lt;/span&gt;
&lt;span class="py"&gt;WorkingDirectory&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;/home/yourname/.openclaw&lt;/span&gt;
&lt;span class="py"&gt;ExecStart&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;/usr/local/bin/openclaw gateway&lt;/span&gt;
&lt;span class="py"&gt;Restart&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;on-failure&lt;/span&gt;

&lt;span class="nn"&gt;[Install]&lt;/span&gt;
&lt;span class="py"&gt;WantedBy&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;multi-user.target&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Enable and start:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;sudo &lt;/span&gt;systemctl &lt;span class="nb"&gt;enable &lt;/span&gt;openclaw
&lt;span class="nb"&gt;sudo &lt;/span&gt;systemctl start openclaw
&lt;span class="nb"&gt;sudo &lt;/span&gt;systemctl status openclaw
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Nginx Reverse Proxy
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight nginx"&gt;&lt;code&gt;&lt;span class="k"&gt;server&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kn"&gt;listen&lt;/span&gt; &lt;span class="mi"&gt;80&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="kn"&gt;server_name&lt;/span&gt; &lt;span class="s"&gt;your-domain.com&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

    &lt;span class="kn"&gt;location&lt;/span&gt; &lt;span class="n"&gt;/&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="kn"&gt;proxy_pass&lt;/span&gt; &lt;span class="s"&gt;http://127.0.0.1:8080&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="kn"&gt;proxy_http_version&lt;/span&gt; &lt;span class="mf"&gt;1.1&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="kn"&gt;proxy_set_header&lt;/span&gt; &lt;span class="s"&gt;Upgrade&lt;/span&gt; &lt;span class="nv"&gt;$http_upgrade&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="kn"&gt;proxy_set_header&lt;/span&gt; &lt;span class="s"&gt;Connection&lt;/span&gt; &lt;span class="s"&gt;"upgrade"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="kn"&gt;proxy_set_header&lt;/span&gt; &lt;span class="s"&gt;Host&lt;/span&gt; &lt;span class="nv"&gt;$host&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Add SSL with Let's Encrypt:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;sudo &lt;/span&gt;certbot &lt;span class="nt"&gt;--nginx&lt;/span&gt; &lt;span class="nt"&gt;-d&lt;/span&gt; your-domain.com
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  Next Steps
&lt;/h2&gt;

&lt;p&gt;Now that your OpenClaw is running:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Add more platforms&lt;/strong&gt;: Install additional plugins (&lt;code&gt;openclaw plugins list&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Customize prompts&lt;/strong&gt;: Edit &lt;code&gt;agent.systemPrompt&lt;/code&gt; for your use case&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Build skills&lt;/strong&gt;: Create automation scripts with OpenClaw's skill system&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Monitor&lt;/strong&gt;: Set up alerts for gateway health&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Backup&lt;/strong&gt;: Regularly backup &lt;code&gt;~/.openclaw/config.json&lt;/code&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Resources
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Official Docs&lt;/strong&gt;: &lt;a href="https://docs.openclaw.ai" rel="noopener noreferrer"&gt;https://docs.openclaw.ai&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GitHub&lt;/strong&gt;: &lt;a href="https://github.com/openclaw/openclaw" rel="noopener noreferrer"&gt;https://github.com/openclaw/openclaw&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Community Discord&lt;/strong&gt;: &lt;a href="https://discord.gg/clawd" rel="noopener noreferrer"&gt;https://discord.gg/clawd&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Blog&lt;/strong&gt;: &lt;a href="https://kunpeng-ai.com/blog/openclaw-getting-started" rel="noopener noreferrer"&gt;https://kunpeng-ai.com/blog/openclaw-getting-started&lt;/a&gt; (this guide in Chinese)&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;OpenClaw puts you back in control. No more monthly subscriptions, no data stored on third-party servers, and one AI assistant that works everywhere you chat.&lt;/p&gt;

&lt;p&gt;Install it today — it really does take 5 minutes.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Originally published on &lt;a href="https://kunpeng-ai.com" rel="noopener noreferrer"&gt;鲲鹏AI探索局&lt;/a&gt; blog.&lt;/em&gt;&lt;/p&gt;

</description>
    </item>
    <item>
      <title>AutoGen vs CrewAI: A Comprehensive Benchmark and Selection Guide for 2026</title>
      <dc:creator>kunpeng-ai</dc:creator>
      <pubDate>Sun, 29 Mar 2026 14:25:18 +0000</pubDate>
      <link>https://dev.to/kunpeng-ai-2026/autogen-vs-crewai-a-comprehensive-benchmark-and-selection-guide-for-2026-2nh1</link>
      <guid>https://dev.to/kunpeng-ai-2026/autogen-vs-crewai-a-comprehensive-benchmark-and-selection-guide-for-2026-2nh1</guid>
      <description>&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;If you're evaluating multi-agent frameworks, you've likely come across &lt;strong&gt;AutoGen&lt;/strong&gt; and &lt;strong&gt;CrewAI&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;After 3 months of production testing across 10 real-world tasks, here's my conclusion:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Both are excellent, but they serve completely different purposes.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;This isn't just another feature comparison. Based on real-world experience, I'll show you:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;The core philosophical differences (why one emphasizes conversation, the other roles)&lt;/li&gt;
&lt;li&gt;Code comparisons for the same task (both frameworks)&lt;/li&gt;
&lt;li&gt;Real performance data (30-60% speed differences)&lt;/li&gt;
&lt;li&gt;A decision tree to help you choose&lt;/li&gt;
&lt;li&gt;Common pitfalls and best practices&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  1. Core Difference: Conversation vs Roles
&lt;/h2&gt;

&lt;h3&gt;
  
  
  AutoGen: Conversation-Driven
&lt;/h3&gt;

&lt;p&gt;AutoGen treats AI collaboration like a &lt;strong&gt;human meeting&lt;/strong&gt; - free discussion, automatic negotiation.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;user_proxy → assistant → user_proxy → assistant → ...
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Strengths&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ Flexible: backtrack, correct, re-discuss&lt;/li&gt;
&lt;li&gt;✅ Human-in-the-loop: easy human intervention&lt;/li&gt;
&lt;li&gt;✅ Open-ended exploration: works even with unclear requirements&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Best for&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Product requirement reviews&lt;/li&gt;
&lt;li&gt;Code pair programming&lt;/li&gt;
&lt;li&gt;Open-ended architectural design&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  CrewAI: Role-Driven Pipeline
&lt;/h3&gt;

&lt;p&gt;CrewAI treats AI collaboration like a &lt;strong&gt;factory assembly line&lt;/strong&gt; - each role does its job, following a predefined flow.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;researcher → writer → editor (sequential)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Strengths&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ Controllable: stable output format, predictable&lt;/li&gt;
&lt;li&gt;✅ Efficient: no redundant conversations, 25% less token usage&lt;/li&gt;
&lt;li&gt;✅ Monitorable: each Task has clear output&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Best for&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Automated content production&lt;/li&gt;
&lt;li&gt;Enterprise data pipelines&lt;/li&gt;
&lt;li&gt;Fixed workflows&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  2. Code Comparison: The Same Task
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Task&lt;/strong&gt;: Write a scraper that fetches news headlines and saves them as JSON.&lt;/p&gt;




&lt;h3&gt;
  
  
  AutoGen (Conversational)
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;autogen&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;AssistantAgent&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;UserProxyAgent&lt;/span&gt;

&lt;span class="n"&gt;assistant&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;AssistantAgent&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;coder&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;system_message&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;You are a Python expert, skilled in web scraping.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;llm_config&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;config_list&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;model&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-4&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}]}&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;user_proxy&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;UserProxyAgent&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;human_input_mode&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;NEVER&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;max_consecutive_auto_reply&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;code_execution_config&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;work_dir&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;tmp&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="n"&gt;user_proxy&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;initiate_chat&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;assistant&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Write a scraper using requests and BeautifulSoup to fetch news headlines and links, save as JSON.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;How it works&lt;/strong&gt;:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;assistant writes code&lt;/li&gt;
&lt;li&gt;user_proxy executes it&lt;/li&gt;
&lt;li&gt;Error? assistant fixes automatically&lt;/li&gt;
&lt;li&gt;Repeat until success&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Characteristics&lt;/strong&gt;: Flexible, great for debugging&lt;/p&gt;




&lt;h3&gt;
  
  
  CrewAI (Task-Based)
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;crewai&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Agent&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;Crew&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;Process&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;crewai.tools&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;ScrapeWebsiteTool&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CodeInterpreterTool&lt;/span&gt;

&lt;span class="c1"&gt;# 1. Define Agents (clear roles)
&lt;/span&gt;&lt;span class="n"&gt;scraper&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Agent&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;role&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Web Scraping Specialist&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;goal&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Accurately and efficiently fetch website data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;backstory&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;You have 5 years of scraping experience, expert in anti-scraping mechanisms.&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;tools&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nc"&gt;ScrapeWebsiteTool&lt;/span&gt;&lt;span class="p"&gt;(),&lt;/span&gt; &lt;span class="nc"&gt;CodeInterpreterTool&lt;/span&gt;&lt;span class="p"&gt;()],&lt;/span&gt;
    &lt;span class="n"&gt;verbose&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="n"&gt;writer&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Agent&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;role&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Data Processor&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;goal&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Organize data into structured JSON&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;backstory&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;You excel at data cleaning, with a focus on data integrity.&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;tools&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nc"&gt;CodeInterpreterTool&lt;/span&gt;&lt;span class="p"&gt;()],&lt;/span&gt;
    &lt;span class="n"&gt;verbose&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# 2. Define Tasks (with dependencies)
&lt;/span&gt;&lt;span class="n"&gt;task1&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;description&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Fetch news headlines and links&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;agent&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;scraper&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;expected_output&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Python list: [{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;title&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;: &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;...&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;url&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;: &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;...&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;}]&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="n"&gt;task2&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;description&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Save data as news.json&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;agent&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;writer&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;task1&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;  &lt;span class="c1"&gt;# depends on task1 output
&lt;/span&gt;    &lt;span class="n"&gt;expected_output&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;JSON file content, beautifully formatted and valid&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# 3. Sequential execution
&lt;/span&gt;&lt;span class="n"&gt;crew&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Crew&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;agents&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;scraper&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;writer&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
    &lt;span class="n"&gt;tasks&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;task1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;task2&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
    &lt;span class="n"&gt;process&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;Process&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;sequential&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;verbose&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="n"&gt;result&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;crew&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;kickoff&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;How it works&lt;/strong&gt;:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;scraper executes task1 (fetch data)&lt;/li&gt;
&lt;li&gt;writer executes task2 (save JSON)&lt;/li&gt;
&lt;li&gt;Returns result&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Characteristics&lt;/strong&gt;: Clean, fixed output format&lt;/p&gt;




&lt;h2&gt;
  
  
  3. Performance Benchmark (Real Data)
&lt;/h2&gt;

&lt;p&gt;Tested on 10 real tasks (GPT-4, averaged over 5 runs):&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Task Type&lt;/th&gt;
&lt;th&gt;AutoGen&lt;/th&gt;
&lt;th&gt;CrewAI&lt;/th&gt;
&lt;th&gt;Winner&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Single-agent code generation&lt;/td&gt;
&lt;td&gt;45s&lt;/td&gt;
&lt;td&gt;38s&lt;/td&gt;
&lt;td&gt;CrewAI 15% faster&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Multi-agent discussion&lt;/td&gt;
&lt;td&gt;180s&lt;/td&gt;
&lt;td&gt;N/A&lt;/td&gt;
&lt;td&gt;AutoGen only&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;3-step pipeline&lt;/td&gt;
&lt;td&gt;240s&lt;/td&gt;
&lt;td&gt;95s&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;CrewAI 60% faster&lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Complex debugging&lt;/td&gt;
&lt;td&gt;200s&lt;/td&gt;
&lt;td&gt;requires re-kickoff&lt;/td&gt;
&lt;td&gt;AutoGen wins&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Structured output&lt;/td&gt;
&lt;td&gt;60s&lt;/td&gt;
&lt;td&gt;42s&lt;/td&gt;
&lt;td&gt;CrewAI 30% faster&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Token consumption&lt;/td&gt;
&lt;td&gt;12k&lt;/td&gt;
&lt;td&gt;8k&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;CrewAI saves 33%&lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;strong&gt;Takeaways&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;CrewAI averages 30-60% faster on structured tasks, 33% fewer tokens&lt;/li&gt;
&lt;li&gt;AutoGen is irreplaceable for discussions, debugging, and human-in-the-loop&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  4. How to Choose? Decision Tree
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Your primary need?
├── Need multi-round free discussion, backtracking?
│   └── ✅ AutoGen
│
├── Fixed pipeline (A→B→C)?
│   └── ✅ CrewAI
│
├── Frequent human intervention?
│   └── ✅ AutoGen (native support)
│
├── Need stable output, low cost?
│   └── ✅ CrewAI
│
└── Not sure?
    └── ✅ Try both (2-3 hour demos) with your real use case
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  5. Common Pitfalls &amp;amp; Solutions
&lt;/h2&gt;

&lt;h3&gt;
  
  
  AutoGen Pitfalls
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Pitfall&lt;/th&gt;
&lt;th&gt;Cause&lt;/th&gt;
&lt;th&gt;Solution&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Infinite conversation&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;max_round&lt;/code&gt; not set&lt;/td&gt;
&lt;td&gt;&lt;code&gt;GroupChat(max_round=10)&lt;/code&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Context overflow&lt;/td&gt;
&lt;td&gt;AI forgets earlier in long conversations&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;summary_method="refine"&lt;/code&gt; periodic summarization&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Code execution security&lt;/td&gt;
&lt;td&gt;Executing in current directory&lt;/td&gt;
&lt;td&gt;&lt;code&gt;work_dir="separate_dir"&lt;/code&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h3&gt;
  
  
  CrewAI Pitfalls
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Pitfall&lt;/th&gt;
&lt;th&gt;Cause&lt;/th&gt;
&lt;th&gt;Solution&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Task info loss&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;context&lt;/code&gt; not set&lt;/td&gt;
&lt;td&gt;&lt;code&gt;context=[previous_task]&lt;/code&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Vague agent role&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;role&lt;/code&gt;/&lt;code&gt;goal&lt;/code&gt; too general&lt;/td&gt;
&lt;td&gt;Be specific, add &lt;code&gt;backstory&lt;/code&gt;
&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Wrong process&lt;/td&gt;
&lt;td&gt;Wrong &lt;code&gt;Process&lt;/code&gt; selection&lt;/td&gt;
&lt;td&gt;Sequential (simple) / Hierarchical (complex)&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h2&gt;
  
  
  6. Hybrid Approach: Best of Both Worlds
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Pattern&lt;/strong&gt;: CrewAI main flow + AutoGen discussion nodes&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# CrewAI manages overall flow
&lt;/span&gt;&lt;span class="n"&gt;crew&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Crew&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;agents&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;pm&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;dev&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;qa&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;tasks&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[...],&lt;/span&gt; &lt;span class="n"&gt;process&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;Process&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;sequential&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Complex decisions use AutoGen
&lt;/span&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;architectural_discussion&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;result&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;run_autogen_group_chat&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;How to design the database schema?&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;result&lt;/span&gt;

&lt;span class="n"&gt;task&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;description&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Discuss and determine architecture&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;execute&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;architectural_discussion&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;In production, we use this hybrid: CrewAI for workflow management, AutoGen for complex decisions - balancing control and flexibility.&lt;/p&gt;




&lt;h2&gt;
  
  
  7. Summary &amp;amp; Recommendations
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Quick Comparison
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Dimension&lt;/th&gt;
&lt;th&gt;AutoGen&lt;/th&gt;
&lt;th&gt;CrewAI&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Philosophy&lt;/td&gt;
&lt;td&gt;Conversation (like meeting)&lt;/td&gt;
&lt;td&gt;Roles (like assembly line)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Flexibility&lt;/td&gt;
&lt;td&gt;High (free conversation)&lt;/td&gt;
&lt;td&gt;Medium (fixed flow)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Predictability&lt;/td&gt;
&lt;td&gt;Low (may go off-topic)&lt;/td&gt;
&lt;td&gt;High (controlled flow)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Performance&lt;/td&gt;
&lt;td&gt;30-60% slower, 33% more tokens&lt;/td&gt;
&lt;td&gt;Fast, token-efficient&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Human-in-loop&lt;/td&gt;
&lt;td&gt;Native, excellent&lt;/td&gt;
&lt;td&gt;Manual intervention&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Learning curve&lt;/td&gt;
&lt;td&gt;Medium&lt;/td&gt;
&lt;td&gt;Low&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h3&gt;
  
  
  My Recommendations
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Beginners&lt;/strong&gt;: Start with CrewAI (role-based is more intuitive)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Rapid prototyping&lt;/strong&gt;: Use AutoGen (flexible, fast iteration)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Production&lt;/strong&gt;:

&lt;ul&gt;
&lt;li&gt;Clear task structure → CrewAI (stable, monitorable)&lt;/li&gt;
&lt;li&gt;Need flexible discussion → AutoGen (strong negotiation)&lt;/li&gt;
&lt;li&gt;Need both → Hybrid approach&lt;/li&gt;
&lt;/ul&gt;


&lt;/li&gt;

&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Don't limit to one&lt;/strong&gt;: Write demos with both (2-3 hours) and decide based on your real scenario.&lt;/p&gt;




&lt;h2&gt;
  
  
  Full Source Code &amp;amp; Benchmark
&lt;/h2&gt;

&lt;p&gt;All examples and benchmark scripts are open source:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;GitHub&lt;/strong&gt;: &lt;a href="https://github.com/kunpeng-ai-research/autogen-vs-crewai-benchmark" rel="noopener noreferrer"&gt;https://github.com/kunpeng-ai-research/autogen-vs-crewai-benchmark&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;10 benchmark tasks (dual implementation)&lt;/li&gt;
&lt;li&gt;Benchmark scripts (reproducible)&lt;/li&gt;
&lt;li&gt;Performance Excel data&lt;/li&gt;
&lt;li&gt;Production deployment experience&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;💬 &lt;strong&gt;Questions? Comment below - I'll respond to each!&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Read the full article&lt;/strong&gt; on my blog for deeper analysis (architecture diagrams, migration costs, production deployment):&lt;/p&gt;

&lt;p&gt;👉 &lt;a href="https://kunpeng-ai.com/en/blog/en-autogen-vs-crewai?utm_source=devto" rel="noopener noreferrer"&gt;https://kunpeng-ai.com/en/blog/en-autogen-vs-crewai?utm_source=devto&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;About the Author&lt;/strong&gt;:&lt;br&gt;
Kunpeng - AI Agent developer&lt;br&gt;
Blog: &lt;a href="https://kunpeng-ai.com" rel="noopener noreferrer"&gt;https://kunpeng-ai.com&lt;/a&gt;&lt;br&gt;
GitHub: @kunpeng-ai-research&lt;/p&gt;

</description>
      <category>autogen</category>
      <category>crewai</category>
      <category>python</category>
      <category>ai</category>
    </item>
  </channel>
</rss>
