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    <title>DEV Community: JohTandou</title>
    <description>The latest articles on DEV Community by JohTandou (@johtandou).</description>
    <link>https://dev.to/johtandou</link>
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      <title>DEV Community: JohTandou</title>
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      <title>How 9 AI Agents Collaborate to Code, Test, and Deploy Automatically</title>
      <dc:creator>JohTandou</dc:creator>
      <pubDate>Wed, 24 Jun 2026 18:02:18 +0000</pubDate>
      <link>https://dev.to/johtandou/how-9-ai-agents-collaborate-to-code-test-and-deploy-automatically-2dga</link>
      <guid>https://dev.to/johtandou/how-9-ai-agents-collaborate-to-code-test-and-deploy-automatically-2dga</guid>
      <description>&lt;p&gt;Modern software development is fractal. Every feature touches 5-10 contexts&lt;br&gt;
simultaneously. A single LLM struggles to maintain multi-domain coherence.&lt;br&gt;
This is the problem Agent Swarm solves.&lt;/p&gt;

&lt;h2&gt;
  
  
  9 Agents, One Pipeline
&lt;/h2&gt;

&lt;p&gt;Unlike single-agent tools, Swarm is a pipeline where 9 specialized AI agents&lt;br&gt;
collaborate automatically, each with a precise role and strict constraints:&lt;br&gt;
Orchestrator, Search, Planner, Contract, Front, Back, Tester, Reviewer, Writer.&lt;/p&gt;

&lt;h2&gt;
  
  
  Automatic Classification into 5 Routes
&lt;/h2&gt;

&lt;p&gt;The Orchestrator uses mandatory pre-search: extracts technical terms, runs&lt;br&gt;
parallel grep on the codebase, and counts distinct files touched. No LLM&lt;br&gt;
guessing its own difficulty. Routes: DIRECT → SIMPLE → ADAPT → MEDIUM → FULL.&lt;/p&gt;

&lt;h2&gt;
  
  
  Real Example: 8 minutes vs 2-4 hours
&lt;/h2&gt;

&lt;p&gt;"Add a Recent Updates section to the homepage" → 8 files touched → MEDIUM.&lt;br&gt;
Planner designs 5-step plan. Front+Back implement in parallel. Tester ensures&lt;br&gt;
80% coverage. Reviewer audits (security &amp;gt;=1.0, quality &amp;gt;=0.85). Merge automatic.&lt;/p&gt;

&lt;h2&gt;
  
  
  Results
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;5-8x cheaper than single-agent (specialization reduces context 80%)&lt;/li&gt;
&lt;li&gt;MIT licensed, built for OpenCode&lt;/li&gt;
&lt;li&gt;Full wiki: &lt;a href="https://swarm-wiki.vercel.app" rel="noopener noreferrer"&gt;https://swarm-wiki.vercel.app&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  3-Minute Setup
&lt;/h2&gt;

&lt;p&gt;git clone &lt;a href="https://github.com/JohTandou/agent-swarm.git" rel="noopener noreferrer"&gt;https://github.com/JohTandou/agent-swarm.git&lt;/a&gt;&lt;br&gt;
cp -r agent-swarm/.opencode/* ~/.opencode/&lt;br&gt;
cp agent-swarm/opencode.json ~/.config/opencode/opencode.json&lt;/p&gt;

&lt;h1&gt;
  
  
  Configure API keys, restart OpenCode
&lt;/h1&gt;

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      <category>programming</category>
      <category>productivity</category>
      <category>opensource</category>
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