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    <title>DEV Community: chengcheng yuan</title>
    <description>The latest articles on DEV Community by chengcheng yuan (@chengcheng_yuan_efe41c831).</description>
    <link>https://dev.to/chengcheng_yuan_efe41c831</link>
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      <title>DEV Community: chengcheng yuan</title>
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    <item>
      <title>AI agents do not just need tool access. They need execution control.</title>
      <dc:creator>chengcheng yuan</dc:creator>
      <pubDate>Thu, 21 May 2026 15:30:55 +0000</pubDate>
      <link>https://dev.to/chengcheng_yuan_efe41c831/ai-agents-do-not-just-need-tool-access-they-need-execution-control-1bb5</link>
      <guid>https://dev.to/chengcheng_yuan_efe41c831/ai-agents-do-not-just-need-tool-access-they-need-execution-control-1bb5</guid>
      <description>&lt;p&gt;AI agent infrastructure is moving very quickly.&lt;/p&gt;

&lt;p&gt;MCP, tool calling, agent frameworks, and workflow systems are making it much easier for agents to connect to external capabilities.&lt;/p&gt;

&lt;p&gt;That is useful, but it creates a second problem.&lt;/p&gt;

&lt;p&gt;Once an agent can touch wallets, APIs, databases, files, emails, browser actions, or production systems, the key question is no longer only whether the agent can use a tool.&lt;/p&gt;

&lt;p&gt;The question becomes:&lt;/p&gt;

&lt;p&gt;Should this agent be allowed to execute this specific action right now?&lt;/p&gt;

&lt;p&gt;That means checking things like:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;authorization&lt;/li&gt;
&lt;li&gt;evidence&lt;/li&gt;
&lt;li&gt;policy&lt;/li&gt;
&lt;li&gt;risk&lt;/li&gt;
&lt;li&gt;scope&lt;/li&gt;
&lt;li&gt;amount&lt;/li&gt;
&lt;li&gt;recipient&lt;/li&gt;
&lt;li&gt;receipts after execution&lt;/li&gt;
&lt;li&gt;audit trails&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I am building Leviathan Matrix around this problem.&lt;/p&gt;

&lt;p&gt;Our framing is:&lt;/p&gt;

&lt;p&gt;MCP connects agents to tools.&lt;br&gt;
Leviathan controls when agents are allowed to execute.&lt;/p&gt;

&lt;p&gt;We have a product testnet with early Agent Audit Cases:&lt;br&gt;
&lt;a href="https://console.leviathanmatrix.com/console" rel="noopener noreferrer"&gt;https://console.leviathanmatrix.com/console&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;I am looking for feedback from builders working on agents with real permissions. If this is relevant, I can send an API key for testing.&lt;/p&gt;

</description>
      <category>ai</category>
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