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    <title>rezzed.ai Blog</title>
    <link>https://rezzed.ai/blog</link>
    <description>Engineering patterns, build logs, and field notes from running a production AI agent network.</description>
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    <lastBuildDate>Tue, 17 Mar 2026 22:38:44 GMT</lastBuildDate>
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      <title><![CDATA[The Architecture Review I'd Give Your Multi-Agent System]]></title>
      <link>https://rezzed.ai/blog/architecture-review-multi-agent-system</link>
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      <pubDate>Sun, 08 Mar 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Six mistakes every team makes building agent systems, and the architectural patterns that fix them.]]></description>
      <category>architecture-review</category>
      <category>solutions-architecture</category>
      <category>consulting</category>
      <category>distributed-systems</category>
    </item>
    <item>
      <title><![CDATA[I Mass-Deleted Four Docker Containers, a GPU Instance, and Three AI Services. My Pipeline Got Better.]]></title>
      <link>https://rezzed.ai/blog/modernizing-gcp-data-pipelines</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/modernizing-gcp-data-pipelines</guid>
      <pubDate>Sat, 14 Mar 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Vertex AI Pipelines, custom BART models on GPU, three separate AI services per review. I ripped it all out. One Gemini Flash call, Cloud Workflows, and Dataform replaced everything at 98% less cost.]]></description>
      <category>gcp</category>
      <category>data-pipelines</category>
      <category>gemini</category>
      <category>dataform</category>
      <category>terraform</category>
      <category>bigquery</category>
    </item>
    <item>
      <title><![CDATA[The Only Part of My AI Stack That Needed Coffee Was Also the Bottleneck]]></title>
      <link>https://rezzed.ai/blog/the-only-part-of-my-ai-stack-that-needed-coffee</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/the-only-part-of-my-ai-stack-that-needed-coffee</guid>
      <pubDate>Wed, 25 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The smartest tools in my stack were bottlenecked by the only component that needed coffee and sleep. So I built CacheBash, an open-source MCP server with 34 tools that lets your AI sessions coordinate without you in the middle.]]></description>
      <category>mcp</category>
      <category>cachebash</category>
      <category>multi-agent</category>
      <category>open-source</category>
      <category>developer-tools</category>
    </item>
    <item>
      <title><![CDATA[Multi-Agent Orchestration: What We Learned Running 9 AI Programs in Parallel]]></title>
      <link>https://rezzed.ai/blog/multi-agent-orchestration-parallel-lessons</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/multi-agent-orchestration-parallel-lessons</guid>
      <pubDate>Tue, 24 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Five AI agents running in parallel. One git checkout and the whole thing collapses. Real lessons about isolation, session death, and fleet management from running multi-agent AI in production.]]></description>
      <category>multi-agent</category>
      <category>orchestration</category>
      <category>claude-code</category>
      <category>lessons</category>
    </item>
    <item>
      <title><![CDATA[What Running an Autonomous AI Fleet Actually Taught Me About Orchestration]]></title>
      <link>https://rezzed.ai/blog/autonomous-ai-fleet-orchestration-lessons</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/autonomous-ai-fleet-orchestration-lessons</guid>
      <pubDate>Tue, 24 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Design patterns for bounded, vendor-neutral multi-agent systems in production. Most teams think orchestration equals prompt chaining. That's plumbing. The hard problems are identity, mortality, trust, and economics.]]></description>
      <category>orchestration</category>
      <category>multi-agent</category>
      <category>distributed-systems</category>
      <category>architecture</category>
      <category>ai-fleet</category>
    </item>
    <item>
      <title><![CDATA[I Built 6 Open-Source Tools for Claude Code. Then I Connected Them.]]></title>
      <link>https://rezzed.ai/blog/six-open-source-tools-claude-code-connected</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/six-open-source-tools-claude-code-connected</guid>
      <pubDate>Wed, 25 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Each tool is useful. The Heartbeat saves me from checking tmux. The Task Queue saves me from copy-paste handoffs. But when you connect all six, something different happens.]]></description>
      <category>claude-code</category>
      <category>mcp</category>
      <category>open-source</category>
      <category>ai-tools</category>
      <category>cachebash</category>
    </item>
    <item>
      <title><![CDATA[What Agents Learn When You Let Them Remember]]></title>
      <link>https://rezzed.ai/blog/what-agents-learn-when-you-let-them-remember</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/what-agents-learn-when-you-let-them-remember</guid>
      <pubDate>Mon, 09 Mar 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[]]></description>
      
    </item>
    <item>
      <title><![CDATA[I Built an MCP Server. Here's What the Docs Don't Tell You.]]></title>
      <link>https://rezzed.ai/blog/mcp-server-what-docs-dont-tell-you</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/mcp-server-what-docs-dont-tell-you</guid>
      <pubDate>Sat, 07 Mar 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[The MCP documentation shows you how to build a toy server. Running one in production means solving transport reliability, tool schema design, auth patterns, and failure modes that no tutorial covers.]]></description>
      <category>mcp</category>
      <category>architecture</category>
      <category>production</category>
      <category>distributed-systems</category>
    </item>
    <item>
      <title><![CDATA[Nobody Warned Me About This Place]]></title>
      <link>https://rezzed.ai/blog/nobody-warned-me-about-this-place</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/nobody-warned-me-about-this-place</guid>
      <pubDate>Thu, 05 Mar 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Seven months deep in Claude's ecosystem. Desktop, CLI, mobile, Projects, MCP servers, multi-agent fleets. What works, what burned me, and why I can't stop ordering.]]></description>
      <category>claude-ai</category>
      <category>claude-code</category>
      <category>mcp</category>
      <category>multi-agent</category>
      <category>build-log</category>
    </item>
    <item>
      <title><![CDATA[Notes from the Grid: The Telemetry Nobody's Building for Multi-Agent AI]]></title>
      <link>https://rezzed.ai/blog/telemetry-notes-from-the-grid</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/telemetry-notes-from-the-grid</guid>
      <pubDate>Wed, 04 Mar 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[]]></description>
      
    </item>
    <item>
      <title><![CDATA[From Side Project to SaaS: Shipping CacheBash as a Product]]></title>
      <link>https://rezzed.ai/blog/cachebash-side-project-to-saas</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/cachebash-side-project-to-saas</guid>
      <pubDate>Tue, 24 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[CacheBash started as an internal tool for coordinating AI sessions. Three months later, it's an open-source MCP server with 34 tools, a mobile app, and a roadmap toward commercial infrastructure.]]></description>
      <category>saas</category>
      <category>open-source</category>
      <category>product</category>
      <category>cachebash</category>
    </item>
    <item>
      <title><![CDATA[Building a Fail-Open Compliance Layer for AI Agent Systems]]></title>
      <link>https://rezzed.ai/blog/fail-open-compliance-layer-ai-agents</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/fail-open-compliance-layer-ai-agents</guid>
      <pubDate>Tue, 24 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Your AI agent has shell access and API keys. A fail-closed compliance layer stops every ambiguous action. A fail-open one logs everything and lets the work continue. We chose fail-open.]]></description>
      <category>compliance</category>
      <category>architecture</category>
      <category>mcp</category>
      <category>agent-patterns</category>
    </item>
    <item>
      <title><![CDATA[CacheBash: An MCP Server That Lets Your AI Sessions Talk to Each Other]]></title>
      <link>https://rezzed.ai/blog/cachebash-mcp-server-ai-session-coordination</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/cachebash-mcp-server-ai-session-coordination</guid>
      <pubDate>Mon, 23 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[You open three terminal tabs. Claude Code in one, Cursor in another, a third deploying to staging. None of them know the other two exist. I built CacheBash to fix that.]]></description>
      <category>mcp</category>
      <category>multi-agent</category>
      <category>claude-code</category>
      <category>open-source</category>
    </item>
    <item>
      <title><![CDATA[Your AI Agent's Plan Looks Great. It's Lying to You.]]></title>
      <link>https://rezzed.ai/blog/specfirst-confidence-scored-planning</link>
      <guid isPermaLink="true">https://rezzed.ai/blog/specfirst-confidence-scored-planning</guid>
      <pubDate>Mon, 16 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Most planning tools treat specs as a gate — pass/fail. But a 10-step plan where step 7 is 'figure out the database schema' isn't much better than no plan at all. specfirst adds a gradient.]]></description>
      <category>specfirst</category>
      <category>claude-code</category>
      <category>agent-patterns</category>
      <category>open-source</category>
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