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    <title>DEV Community: Ashutosh Singh</title>
    <description>The latest articles on DEV Community by Ashutosh Singh (@erashu212).</description>
    <link>https://dev.to/erashu212</link>
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      <title>DEV Community: Ashutosh Singh</title>
      <link>https://dev.to/erashu212</link>
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      <title>Why Anthropic’s "Agent Teams" is missing the most important part: Governance.</title>
      <dc:creator>Ashutosh Singh</dc:creator>
      <pubDate>Thu, 05 Mar 2026 05:52:07 +0000</pubDate>
      <link>https://dev.to/erashu212/why-anthropics-agent-teams-is-missing-the-most-important-part-governance-4hhi</link>
      <guid>https://dev.to/erashu212/why-anthropics-agent-teams-is-missing-the-most-important-part-governance-4hhi</guid>
      <description>&lt;p&gt;&lt;strong&gt;We’ve been shipping multi-agent orchestration since January. Here is why orchestration is the easy part—and why "Trust" is the real boss battle.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Anthropic just announced Agent Teams. It’s a great validation of the category, but while the giants are focusing on the how of connecting agents, we’ve been obsessing over the should.&lt;/p&gt;

&lt;p&gt;​I’ve been building Rigovo Teams for months. 37K lines of code, 8 specialized agents, and one Master Agent later, I’ve realized one thing: The hard problem isn’t orchestration. &lt;strong&gt;It’s trust&lt;/strong&gt;.&lt;br&gt;
​1. Memory without Governance is just "Accumulated Hallucination"&lt;/p&gt;

&lt;p&gt;​Most multi-agent systems use a shared memory bank. If Agent A hallucinates an API call and Agent B reads that memory, the mistake is now "institutional knowledge."&lt;/p&gt;

&lt;p&gt;​In Rigovo, we built flat semantic memory using pgvector, &lt;strong&gt;but with a twist: **&lt;br&gt;
**The Quality Gate&lt;/strong&gt;. Every memory entry must pass through 24+ deterministic gates—checking for phantom APIs, secret leakage, and structural violations—before it’s allowed to influence the team.&lt;br&gt;
​2. The Separation of Concerns (Coder vs. Reviewer)&lt;/p&gt;

&lt;p&gt;​If you give an agent the same context for coding and reviewing, it will inherit its own biases. In our architecture:&lt;br&gt;
​The Coder and The Reviewer have completely separate contexts.&lt;br&gt;
​The Reviewer doesn't care about the Coder's "opinion."&lt;br&gt;
​It uses &lt;strong&gt;Rigour (our open-source governance layer)&lt;/strong&gt; to perform structural analysis, not just LLM-based vibes.&lt;br&gt;
​3. The Audit Trail: Moving beyond the Black Box&lt;br&gt;
​"Why did the AI make this change?" is the most terrifying question in production.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;If you can't trace a decision back to the exact agent&lt;/strong&gt;, the exact timestamp, and the exact quality gate result, you don't have a team—you have a compliance nightmare.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;​Why we Open Sourced it&lt;br&gt;
​We believe the future of AI-generated code depends on transparency&lt;/strong&gt;. &lt;/p&gt;

&lt;p&gt;That’s why Rigour is MIT licensed. It’s already been forked by teams like &lt;strong&gt;Alibaba’s iFlow&lt;/strong&gt;, proving that production-grade AI needs a governance layer.&lt;/p&gt;

&lt;p&gt;​Check out the repo here: github.com/rigovo/rigovo-virtual-team&lt;/p&gt;

&lt;p&gt;Governance Layer: rigour.run&lt;/p&gt;

&lt;p&gt;​I’m excited to see the big players enter the space, but we’re building this for the engineers who need to ship code that actually works in production, not just in a demo video.&lt;/p&gt;

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      <category>ai</category>
      <category>agents</category>
      <category>vibecoding</category>
      <category>opensource</category>
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