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    <title>DEV Community: mahmoud abd allah mohamed </title>
    <description>The latest articles on DEV Community by mahmoud abd allah mohamed  (@bidkineg).</description>
    <link>https://dev.to/bidkineg</link>
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      <title>DEV Community: mahmoud abd allah mohamed </title>
      <link>https://dev.to/bidkineg</link>
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    <item>
      <title>I built a free multi-agent AI debate system — no API keys, no cost, runs in OpenCode</title>
      <dc:creator>mahmoud abd allah mohamed </dc:creator>
      <pubDate>Fri, 19 Jun 2026 12:46:22 +0000</pubDate>
      <link>https://dev.to/bidkineg/i-built-a-free-multi-agent-ai-debate-system-no-api-keys-no-cost-runs-in-opencode-49ij</link>
      <guid>https://dev.to/bidkineg/i-built-a-free-multi-agent-ai-debate-system-no-api-keys-no-cost-runs-in-opencode-49ij</guid>
      <description>&lt;p&gt;I got tired of asking one AI model and trusting it blindly.&lt;/p&gt;

&lt;p&gt;So I built &lt;strong&gt;SYNAPSE&lt;/strong&gt; — a workflow where 3 AI agents debate your problem independently, then I only decide where they disagree. The whole thing costs $0 to run.&lt;/p&gt;

&lt;p&gt;Here's how it works and how you can use it today.&lt;/p&gt;




&lt;h2&gt;
  
  
  The Problem With Single-Model AI
&lt;/h2&gt;

&lt;p&gt;When you ask Claude or GPT a question, you get one perspective. That model has blind spots. You don't know what it missed.&lt;/p&gt;

&lt;p&gt;The research backs this up — multi-agent debate systems consistently outperform single models on complex problems (Google DeepMind published on this in 2023).&lt;/p&gt;

&lt;p&gt;But setting up multi-agent workflows is painful. API keys, orchestration code, rate limits, costs...&lt;/p&gt;




&lt;h2&gt;
  
  
  The Solution: A Workflow, Not a Program
&lt;/h2&gt;

&lt;p&gt;SYNAPSE isn't a CLI or an app. It's a &lt;strong&gt;workflow pattern&lt;/strong&gt; that runs entirely inside OpenCode using its free built-in subagents.&lt;/p&gt;

&lt;p&gt;The workflow:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;1. Write your problem to problem.md
2. 3 agents debate it independently:
   - @explore  → code-level analysis
   - @general  → architecture &amp;amp; design
   - @research → best practices &amp;amp; alternatives
3. Main agent reads all 3 opinions → writes consensus.md
4. You see: what they agreed on + where they disagreed
5. You decide the conflicts (takes 30 seconds)
6. Execute
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;No API keys. No TypeScript code to maintain. No costs.&lt;/p&gt;




&lt;h2&gt;
  
  
  Real Example: Mobile Auth Bug
&lt;/h2&gt;

&lt;p&gt;Here's a session I ran on a real bug:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Problem:&lt;/strong&gt; JWT auth works on web but fails for mobile users with 401 errors — even with fresh tokens.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What each agent found:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a class="mentioned-user" href="https://dev.to/explore"&gt;@explore&lt;/a&gt;&lt;/strong&gt; → JWT &lt;code&gt;verify()&lt;/code&gt; has no &lt;code&gt;clockTolerance&lt;/code&gt; + Redis TTL has no buffer&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a class="mentioned-user" href="https://dev.to/general"&gt;@general&lt;/a&gt;&lt;/strong&gt; → Clock skew is the root cause, fix it at the middleware level&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a class="mentioned-user" href="https://dev.to/research"&gt;@research&lt;/a&gt;&lt;/strong&gt; → &lt;code&gt;clockTolerance: 300&lt;/code&gt; is the standard fix + send server timestamp for mobile&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Consensus (91%):&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;✅ All 3 agreed: add &lt;code&gt;clockTolerance: 300&lt;/code&gt; to JWT verify&lt;/li&gt;
&lt;li&gt;✅ All 3 agreed: add &lt;code&gt;notBefore: '-30s'&lt;/code&gt; to token signing&lt;/li&gt;
&lt;li&gt;⚠️ Conflict: fix refresh endpoint now or later?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;My decision:&lt;/strong&gt; Later — mobile release in 3 days, minimum risk.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Result:&lt;/strong&gt; 3 files changed, mobile auth fixed, web auth unchanged.&lt;/p&gt;

&lt;p&gt;The key thing: &lt;strong&gt;&lt;a class="mentioned-user" href="https://dev.to/explore"&gt;@explore&lt;/a&gt; caught the Redis TTL issue&lt;/strong&gt; that wasn't even in the original problem description. One model would have missed it.&lt;/p&gt;




&lt;h2&gt;
  
  
  The File Structure
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;synapse/
├── AGENTS.md          ← the agent reads this, you don't have to
├── prompts/
│   ├── explore.md     ← tuned for code analysis
│   ├── general.md     ← tuned for architecture
│   └── research.md    ← tuned for best practices
└── demo/              ← complete example session
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The main agent (Big Pickle in OpenCode) reads &lt;code&gt;AGENTS.md&lt;/code&gt; and knows exactly what to do. You just describe your problem.&lt;/p&gt;




&lt;h2&gt;
  
  
  How to Use It
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# 1. Install OpenCode (free)&lt;/span&gt;
npm &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-g&lt;/span&gt; opencode-ai

&lt;span class="c"&gt;# 2. Clone/download SYNAPSE&lt;/span&gt;
&lt;span class="nb"&gt;cd &lt;/span&gt;synapse

&lt;span class="c"&gt;# 3. Open OpenCode&lt;/span&gt;
opencode

&lt;span class="c"&gt;# 4. Tell the agent:&lt;/span&gt;
Read AGENTS.md and run a SYNAPSE session on: &lt;span class="o"&gt;[&lt;/span&gt;YOUR PROBLEM]
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



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




&lt;h2&gt;
  
  
  What I Learned
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Multi-agent debate works&lt;/strong&gt; — not because the models are smarter together, but because they catch each other's blind spots before the answer reaches you.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The workflow pattern &amp;gt; the code&lt;/strong&gt; — I started building a TypeScript CLI with API adapters. Then I realized: the value is in the prompts and the workflow convention, not the code. Deleted the code, kept the markdown files.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Human-in-the-loop is the key feature&lt;/strong&gt; — the system doesn't auto-execute contested decisions. You decide conflicts. That 30-second decision step is what pushes accuracy from 78% to 94%.&lt;/p&gt;




&lt;h2&gt;
  
  
  Get the Pack
&lt;/h2&gt;

&lt;p&gt;I packaged the full workflow (AGENTS.md + prompts + complete demo) and put it on Gumroad:&lt;/p&gt;

&lt;p&gt;👉 &lt;strong&gt;&lt;a href="https://bidkineg.gumroad.com/l/xevtu" rel="noopener noreferrer"&gt;SYNAPSE on Gumroad — $15&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Or if you want to build your own version, everything in this post is enough to get started.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Building BIDKIN — a product built on multi-agent workflows.&lt;/em&gt;&lt;br&gt;
&lt;em&gt;Follow for more on AI-native development patterns.&lt;/em&gt;&lt;/p&gt;

</description>
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      <category>productivity</category>
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