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| <aside class="sidebar" aria-label="Main navigation"><div class="brand"><div class="brand-mark">◇</div><div><small>HUGDRIGO LABS / RESEARCH OPS</small><strong>ModelGuard<span> Observatory</span></strong></div></div><div class="brand-divider"></div><div class="side-heading">WORKSPACE <span>v1.0</span></div><nav id="nav" class="nav-items" aria-label="Research modules"> | |
| <button type="button" class="nav-btn active" data-view="overview"><span>◫</span> 01 / Overview</button> | |
| <button type="button" class="nav-btn" data-view="drift"><span>⌁</span> 02 / Drift detection</button> | |
| <button type="button" class="nav-btn" data-view="slices"><span>▥</span> 03 / Slice analysis</button> | |
| <button type="button" class="nav-btn" data-view="errors"><span>⊞</span> 04 / Error explorer</button> | |
| <button type="button" class="nav-btn" data-view="regression"><span>⇆</span> 05 / Model regression</button> | |
| <button type="button" class="nav-btn" data-view="gates"><span>◈</span> 06 / Release gates</button> | |
| <button type="button" class="nav-btn" data-view="registry"><span>⌑</span> 07 / Run registry</button> | |
| <button type="button" class="nav-btn" data-view="export"><span>↧</span> 08 / Export & governance</button></nav> | |
| <div class="sidebar-bottom"><div class="source-status"><span class="status-dot"></span> LOCAL EVALUATION ARTIFACTS</div><p>Baseline and challenge are two synthetic-curated evaluation splits, <b>not</b> a time-series production stream.</p><div class="mini-foot">MIT code · CC BY 4.0 dataset<br>2026 · Rodrigo Pantoja</div></div></aside> | |
| <div class="main-column"><header class="topbar"><div class="breadcrumbs">MODEL GOVERNANCE <span>/</span> <strong id="crumb">Overview</strong></div><div class="header-right"><span class="release-pill">● REPRODUCIBLE RELEASE</span><span class="avatar">RP</span></div></header> | |
| <main id="main"><section class="hero"><div class="hero-grid"><div><div class="eyebrow">RESEARCH INFRASTRUCTURE / MODEL GOVERNANCE</div><h1>ModelGuard<br><span>Observatory.</span></h1><p>Evidence-based evaluation monitoring for multilingual NLP. Examine model performance, dataset shift, class-level errors and reproducible release criteria.</p><div class="pills"><span>4 deterministic models</span><span>3 languages</span><span>6 rhetorical classes</span><span>zero-server compute</span></div></div><div class="hero-panel"><div class="hero-panel-top"><span>ARTIFACT PROVENANCE</span><span class="on">● VERIFIED LOCALLY</span></div><div class="hero-counts"><div><strong id="heroN">736</strong><small>Prediction records</small></div><div><strong>2</strong><small>Evaluation splits</small></div><div><strong>842</strong><small>Training records</small></div><div><strong>4</strong><small>Baseline methods</small></div></div><div class="hero-note">Academic Rhetorical Intent Mini v1.1 · curated synthetic sentences. Evaluation results are not evidence of real-world deployment reliability.</div></div></div></section> | |
| <div class="content"><div class="contextbar"><div class="selectors"><label for="methodSelect">ACTIVE MODEL <select id="methodSelect"><option value="hybrid">Hybrid TF-IDF</option><option value="nb">Multinomial NB</option><option value="word">Word TF-IDF</option><option value="char">Character TF-IDF</option></select></label><label for="splitSelect">EVALUATION SET <select id="splitSelect"><option value="challenge">Challenge · 54 rows</option><option value="iid">Controlled IID · 130 rows</option></select></label></div><div class="rightline"><span id="sourceLabel" class="data-badge">SYNTHETIC-CURATED DATA</span><button type="button" class="btn btn-outline" id="reportBtn">↧ Download report</button></div></div> | |
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| <footer><span>MODEL GUARDRAILS, NOT MODEL CERTIFICATION</span><span>Audit rule: no claims of causality, fairness certification or production readiness.</span></footer></div></main></div></div> | |
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