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<!DOCTYPE html>
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<title>SCBE Blog | AI Governance Lab Notes</title>
<meta name="description" content="Lab notes, research findings, benchmark updates, and engineering logs from the SCBE-AETHERMOORE AI governance framework.">
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<h1>Lab notes from the governance stack.</h1>
<p class="section-copy">Engineering logs, benchmark results, research findings, and honest progress reports. Written from git commits, not a content calendar.</p>
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<div class="day">01</div>
<div class="month">Apr</div>
<div class="year">2026</div>
</div>
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<h3><a href="#">10 Pages Deployed: Enterprise, Compliance, Chat, and the Full Rewrite</a></h3>
<p>Major site expansion — enterprise landing page, compliance matrices (EU AI Act, NIST, OWASP), full-page Polly chat with slash commands, test suite dashboard, tools catalog, workflow gallery, and contact forms. Unified design system across all pages. Sitemap went from 35 to 84 URLs.</p>
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<div class="day">01</div>
<div class="month">Apr</div>
<div class="year">2026</div>
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<h3><a href="#">690K Unknown Labels Dropped: Cleaning the Training Pipeline</a></h3>
<p>Training data audit revealed 84% of records labeled "unknown" and 134 labels with fewer than 10 samples. Consolidated 254 raw labels into 24 families. Accuracy on the placeholder model dropped from 66% to 43% — because the task is now real instead of memorizing noise. Qwen fine-tune on Kaggle next.</p>
<div class="tags">
<span class="tag">training</span>
<span class="tag">data quality</span>
<span class="tag">HuggingFace</span>
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<div class="day">31</div>
<div class="month">Mar</div>
<div class="year">2026</div>
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<h3><a href="articles/2026-03-31-nightly-roundup.html">Overnight Build: Pump Architecture, 233K Dataset, and Binary-First Stack</a></h3>
<p>Pricing page shipped ($49/$199/$499), benchmark suite with 91-attack corpus, spectral sweep across 8 configs, and the 233K multi-view SFT dataset pushed to HuggingFace. Research page updated with March 31 verified numbers.</p>
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<div class="day">01</div>
<div class="month">Apr</div>
<div class="year">2026</div>
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<h3><a href="research/multi-agent-security.html">Case Study: SentinelAgent and Multi-Agent Security</a></h3>
<p>How the 14-layer pipeline provides runtime oversight for hub-and-spoke multi-agent architectures. Three pillars of defense mapped to specific pipeline layers: input validation, planning validation, and behavioral analysis.</p>
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<span class="tag">multi-agent</span>
<span class="tag">case study</span>
<span class="tag">security</span>
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<h4 style="margin-bottom:10px;">About Issac</h4>
<p style="color:var(--muted);font-size:13px;margin-bottom:10px;">Solo founder, Port Angeles, WA. Started as a D&D campaign, became a patent-pending AI governance framework.</p>
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