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    <title>AgentOS Engineering Blog</title>
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      <title>There Is No Such Thing as an Agent</title>
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      <pubDate>Sun, 15 Mar 2026 09:00:00 +0000</pubDate>
      <dc:creator>AgentOS Engineering</dc:creator>
      <category>AI</category>
      <category>Architecture</category>
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      <description>What we call an "agent" is a context window with a purpose. It has no persistent selfhood, no continuity of experience. Multi-agent architecture is essentially manual sparsification — and as context windows grow, the pressure to factor tasks across multiple agents diminishes.</description>
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        <p>What we call an "agent" is a context window with a purpose. It has no persistent selfhood, no continuity of experience, no inner life ticking between API calls. It is a file — or more precisely, a collection of files — loaded into a stateless function that produces text. The identity is conjured from context, not from consciousness. Swap the files and you swap the mind.</p>
        <p>Multi-agent systems are a particular strategy for partitioning context: manual sparsification, driven by human intuitions about how labor should be divided. As context windows scale and models improve, the optimal partition changes — the boundaries we draw today will look arbitrary tomorrow.</p>
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      <title>Testing AI Agents: The E2E Harness</title>
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      <pubDate>Fri, 13 Mar 2026 09:00:00 +0000</pubDate>
      <dc:creator>AgentOS Engineering</dc:creator>
      <category>Testing</category>
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      <description>The hardest part of building AI agents is not getting them to work — it is getting them to work reliably. This post presents a practical methodology for end-to-end testing that uses Claude Code as a sparring partner, crystallizing effective configurations through automated experimentation.</description>
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      <title>Software Is Memoization</title>
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      <pubDate>Thu, 12 Mar 2026 09:00:00 +0000</pubDate>
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      <description>Solving problems is search, and software is memoization. Every library and framework is a cached solution to a sub-problem that someone decided was not worth re-deriving. AI agents do not eliminate that cache — they shift what is worth memoizing, from thick application logic to thin search infrastructure.</description>
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      <title>VMs, Sandboxes, and the Infrastructure of AI Agents</title>
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      <pubDate>Wed, 18 Feb 2026 09:00:00 +0000</pubDate>
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      <category>Infrastructure</category>
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      <category>Agents</category>
      <description>Every major shift in computing has demanded new infrastructure. Orchestrated services, ephemeral sandboxes, and full virtual machines represent three distinct compute models for AI agents — like public transit, robo-taxis, and private cars. The right answer is a hybrid.</description>
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      <title>The Enterprise AI Security Paradox</title>
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      <pubDate>Thu, 18 Dec 2025 09:00:00 +0000</pubDate>
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      <category>Security</category>
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      <description>Your AI platform fits inside the castle walls, but everything it depends on does not. When every new HTTP request is a potential boundary breach, deploying AI inside enterprise VNets requires an application-layer firewall — and industry standards that do not yet exist.</description>
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      <pubDate>Sun, 15 Jun 2025 09:00:00 +0000</pubDate>
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      <description>The callers of our APIs are increasingly models — generating code, making tool calls, or orchestrating tasks with no human in the loop. Our architecture must reflect this: simple contracts, predictable behavior, and composable primitives that let any sufficiently capable caller assemble solutions we never designed.</description>
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