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    <title>Sleepers Research | AI Safety &amp; Security Publications</title>
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    <description>Independent AI safety and security laboratory focused on agentic systems, secure middleware, grounding loops, and applied machine learning.</description>
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    <lastBuildDate>Wed, 22 Jul 2026 22:53:23 GMT</lastBuildDate>
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      <title><![CDATA[Project Black Monolith: Agentic AI Security Middleware]]></title>
      <link>https://research.sleepersai.com/research/project-black-monolith</link>
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      <description><![CDATA[A unified AI security middleware system monitoring, filtering, and grounding agent tool executions in real-time via MCP-Shield, VectorAnchor, and TraceAudit.]]></description>
      <pubDate>Thu, 15 Jan 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Project HollowChoir - Multi-Agent Coordination & Role Emergence Research]]></title>
      <link>https://research.sleepersai.com/research/hollow-choir</link>
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      <description><![CDATA[Multi-agent systems research studying how LLM agents develop emergent roles, division of labor, and consensus mechanisms without being explicitly assigned instructions.]]></description>
      <pubDate>Sun, 01 Feb 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Project AmberRoom - Long-Context Continuous Agent Memory Architecture]]></title>
      <link>https://research.sleepersai.com/research/amber-room</link>
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      <description><![CDATA[Long-context memory architecture research aimed at making an agent's state feel continuous across long-horizon sessions rather than resetting per interaction.]]></description>
      <pubDate>Tue, 10 Feb 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Project Fathom. - Mechanistic Interpretability of Fine-Tuned Small Language Models]]></title>
      <link>https://research.sleepersai.com/research/fathom</link>
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      <description><![CDATA[Interpretability research focused on fine-tuned small language models to examine internal weight matrix shifts and activation changes during LoRA/QLoRA adaptation.]]></description>
      <pubDate>Sun, 15 Feb 2026 00:00:00 GMT</pubDate>
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      <title><![CDATA[Project Undertow. - LLM Reasoning Trace Analysis & Failure Mode Prediction]]></title>
      <link>https://research.sleepersai.com/research/undertow</link>
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      <description><![CDATA[Reasoning trace analysis studying the intermediate steps models use to arrive at outputs, identifying predictive patterns of failure before actions are committed.]]></description>
      <pubDate>Sun, 01 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Project Halflight. - Compounding Synthetic Data Effects & Multi-Generational Alignment Drift]]></title>
      <link>https://research.sleepersai.com/research/halflight</link>
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      <description><![CDATA[Studies the compounding effects of synthetic data on model behavior across successive fine-tuning generations, tracking alignment drift, style collapse, and cognitive degradation.]]></description>
      <pubDate>Sun, 15 Mar 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Project Marrow. - Model Compression & Precision-Safety Tradeoffs]]></title>
      <link>https://research.sleepersai.com/research/marrow</link>
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      <description><![CDATA[Efficiency research measuring how much reasoning capability and safety alignment survives model quantization, pruning, and knowledge distillation.]]></description>
      <pubDate>Wed, 01 Apr 2026 00:00:00 GMT</pubDate>
    </item>
    <item>
      <title><![CDATA[Project Nocturne. - On-Device Local Inference & Air-Gapped Agent Security]]></title>
      <link>https://research.sleepersai.com/research/nocturne</link>
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      <description><![CDATA[On-device and local inference research studying latency, resource tradeoffs, and behavioral consistency when running LLMs entirely locally without cloud dependencies.]]></description>
      <pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate>
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