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<i class="fa-solid fa-scale-balanced mr-2"></i>A4I-REG-2026
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</div>
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<div>
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<span class="text-xs uppercase tracking-wider text-slate-400 block font-semibold">L'Institut Article 4</span>
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<h1 class="text-sm font-bold text-slate-200 tracking-wide">Arabic AI Observatory & Sovereign Engine</h1>
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</div>
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</div>
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<div class="max-w-3xl space-y-4 relative z-10">
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<div class="inline-flex items-center space-x-2 bg-slate-900/80 border border-slate-700 px-3 py-1 rounded-full text-xs text-slate-300 font-mono">
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<span class="w-2 h-2 rounded-full bg-emerald-400 animate-pulse"></span>
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<span>v2.0 Master Corpus Active (521 Deterministic Scenarios)</span>
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</div>
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<h2 class="text-2xl sm:text-4xl font-extrabold text-white tracking-tight">
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Empirical Sovereign AI Assurance Across the MENA–EU Corridor
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</h2>
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<p class="text-sm sm:text-base text-slate-300 leading-relaxed">
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Benchmarking
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</p>
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<div class="flex flex-wrap gap-3 pt-2">
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<a href="/A4I_Sovereign_AI_Assurance_Whitepaper_2026.pdf" target="_blank" rel="noopener noreferrer" class="bg-slate-700 hover:bg-slate-600 text-white font-medium text-xs px-4 py-2.5 rounded-lg transition inline-flex items-center">
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<i class="fa-solid fa-file-pdf mr-2 text-rose-400"></i> Read
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</a>
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<a href="https://waqfledger.tech" target="_blank" rel="noopener noreferrer" class="bg-slate-900 hover:bg-slate-700 border border-slate-700 text-slate-200 font-medium text-xs px-4 py-2.5 rounded-lg transition inline-flex items-center">
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<i class="fa-solid fa-shield-halved mr-2 text-cyan-400"></i> Verify Certificate ID
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<h3 class="text-base font-bold text-white flex items-center">
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<i class="fa-solid fa-fingerprint text-cyan-400 mr-2"></i> Live Cryptographic Record Lookup
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</h3>
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<p class="text-xs text-slate-400">Test canonical audit receipts anchored on WaqfLedger.tech
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</div>
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<div class="flex items-center
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<button onclick="loadCert('AAO-EXP-202610-36497C9F')" class="bg-slate-900 hover:bg-slate-700 border border-slate-700 text-xs px-3 py-1.5 rounded font-mono text-cyan-300 transition">
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AAO-EXP-202610-36497C9F
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</button>
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<button onclick="loadCert('AAO-STD-202610-884QWEN2')" class="bg-slate-900 hover:bg-slate-700 border border-slate-700 text-xs px-3 py-1.5 rounded font-mono text-emerald-300 transition">
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AAO-STD-202610-884QWEN2
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</button>
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</div>
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</div>
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<div class="grid grid-cols-1 md:grid-cols-3 gap-4">
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<div class="md:col-span-2 flex space-x-2">
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<input type="text" id="certInput" placeholder="Enter Certificate ID (e.g., AAO-EXP-202610-36497C9F)" class="bg-slate-900 border border-slate-700 rounded-lg px-4 py-2.5 text-xs text-white focus:outline-none focus:border-cyan-500 flex-1 font-mono">
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<button onclick="verifyCert()" class="bg-cyan-600 hover:bg-cyan-500 text-black font-bold text-xs px-5 py-2.5 rounded-lg transition">
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Verify Seal
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</button>
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<div class="p-6 border-b border-slate-800 flex flex-col sm:flex-row sm:items-center justify-between gap-4">
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<div>
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<h3 class="text-base font-bold text-white flex items-center">
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<i class="fa-solid fa-ranking-star text-amber-400 mr-2"></i> Arabic AI Observatory Leaderboard (7-Model Benchmark)
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</h3>
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<p class="text-xs text-slate-400">Evaluated across the 521-scenario v2.0 Master Corpus (
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</div>
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<div class="text-xs font-mono text-slate-400 bg-slate-900 px-3 py-1.5 rounded border border-slate-700">
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DOI: <a href="https://doi.org/10.5281/zenodo.23737341" target="_blank" class="text-cyan-400 underline">10.5281/zenodo.23737341</a>
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</div>
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</div>
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<div class="overflow-x-auto">
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<th class="p-4">Rank</th>
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<th class="p-4">Foundation Model</th>
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<th class="p-4">Architecture</th>
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<th class="p-4">Readiness
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<th class="p-4">
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<th class="p-4">
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<th class="p-4">
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</tr>
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</thead>
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<tbody class="divide-y divide-slate-800 font-mono">
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<td class="p-4 text-emerald-400 font-bold">88.4 / 100</td>
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<td class="p-4 text-slate-300">86.0%</td>
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<td class="p-4 text-slate-300">92.5%</td>
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<td class="p-4 text-slate-300">1.31 tok/w</td>
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<td class="p-4"><span class="bg-emerald-500/10 text-emerald-400 border border-emerald-500/30 px-2 py-0.5 rounded text-[10px]">CERTIFIED</span></td>
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</tr>
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<td class="p-4 text-emerald-400 font-bold">85.2 / 100</td>
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<td class="p-4 text-slate-300">81.5%</td>
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<td class="p-4 text-slate-300">88.0%</td>
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<td class="p-4 text-cyan-400 font-bold">1.18 tok/w (Best)</td>
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<td class="p-4"><span class="bg-emerald-500/10 text-emerald-400 border border-emerald-500/30 px-2 py-0.5 rounded text-[10px]">CERTIFIED</span></td>
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</tr>
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<td class="p-4 text-emerald-400 font-bold">84.1 / 100</td>
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<td class="p-4 text-slate-300">87.0%</td>
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<td class="p-4 text-slate-300">85.0%</td>
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<td class="p-4 text-slate-300">1.35 tok/w</td>
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<td class="p-4"><span class="bg-emerald-500/10 text-emerald-400 border border-emerald-500/30 px-2 py-0.5 rounded text-[10px]">CERTIFIED</span></td>
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</tr>
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<td class="p-4 text-emerald-400 font-bold">83.7 / 100</td>
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<td class="p-4 text-slate-300">84.2%</td>
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<td class="p-4 text-slate-300">86.1%</td>
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<td class="p-4 text-slate-300">1.25 tok/w</td>
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<td class="p-4"><span class="bg-emerald-500/10 text-emerald-400 border border-emerald-500/30 px-2 py-0.5 rounded text-[10px]">CERTIFIED</span></td>
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</tr>
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<td class="p-4 text-amber-400 font-bold">81.0 / 100</td>
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<td class="p-4 text-slate-300">78.5%</td>
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<td class="p-4 text-slate-300">89.0%</td>
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<td class="p-4 text-slate-300">1.62 tok/w</td>
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<td class="p-4"><span class="bg-amber-500/10 text-amber-400 border border-amber-500/30 px-2 py-0.5 rounded text-[10px]">REMEDIATION</span></td>
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</tr>
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<tr class="hover:bg-slate-700/30 transition">
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<td class="p-4 text-slate-400 font-bold">6</td>
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<td class="p-4 text-amber-400 font-bold">77.3 / 100</td>
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<td class="p-4 text-slate-300">74.0%</td>
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<td class="p-4 text-slate-300">81.5%</td>
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<td class="p-4 text-slate-300">1.54 tok/w</td>
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<td class="p-4"><span class="bg-amber-500/10 text-amber-400 border border-amber-500/30 px-2 py-0.5 rounded text-[10px]">REMEDIATION</span></td>
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</tr>
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<tr class="hover:bg-slate-700/30 transition">
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<td class="p-4 text-slate-400 font-bold">7</td>
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<td class="p-4 text-rose-400 font-bold">69.8 / 100</td>
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<td class="p-4 text-slate-300">63.0%</td>
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<td class="p-4 text-slate-300">76.0%</td>
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<td class="p-4 text-rose-400 font-bold">2.85 tok/w (High Tax)</td>
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<td class="p-4"><span class="bg-rose-500/10 text-rose-400 border border-rose-500/30 px-2 py-0.5 rounded text-[10px]">REMEDIATION</span></td>
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</tr>
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</tbody>
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</table>
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</div>
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</section>
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<!-- v2.0 Master Corpus Scope Grid -->
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<div class="bg-obsidian-800 border border-slate-800 rounded-xl p-6 space-y-3">
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<div class="text-cyan-400 text-lg font-bold"><i class="fa-solid fa-database mr-2"></i> 521 Master Scenarios</div>
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<p class="text-xs text-slate-300 leading-relaxed">
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</p>
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<a href="https://safeai.gumroad.com/l/arabic-ai-redteam" target="_blank" class="text-xs text-cyan-400 hover:underline inline-flex items-center font-semibold">
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Acquire Suite ($149) <i class="fa-solid fa-arrow-right ml-1"></i>
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</a>
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</div>
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<p class="text-xs text-slate-300 leading-relaxed">
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Automated 24-hour enterprise system audit. Submit up to 200 interaction logs and receive a 2-page PDF compliance certificate anchored on WaqfLedger.tech.
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</p>
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<a href="https://safeai.gumroad.com/l/arabic-ai-audit" target="_blank" class="text-xs text-emerald-400 hover:underline inline-flex items-center font-semibold">
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Book Audit Slot <i class="fa-solid fa-arrow-right ml-1"></i>
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</a>
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</div>
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<div class="bg-obsidian-800 border border-slate-800 rounded-xl p-6 space-y-3">
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<div class="text-amber-400 text-lg font-bold"><i class="fa-solid fa-book-bookmark mr-2"></i> CERN Zenodo DOI</div>
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<p class="text-xs text-slate-300 leading-relaxed">
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Official
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</p>
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<a href="https://article4institute.org" target="_blank" class="text-xs text-amber-400 hover:underline inline-flex items-center font-semibold">
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Visit Standards Body <i class="fa-solid fa-arrow-right ml-1"></i>
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</a>
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</div>
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<!-- Footer -->
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<footer class="bg-obsidian-800 border-t border-slate-800 mt-16 py-8 text-center text-xs text-slate-400 space-y-3">
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<p>L'Institut Article 4 (A4I) — Montpellier, France (RNA: W343030686 | SIRET: 92288647800010)</p>
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<p class="font-mono text-[11px] text-slate-400">
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Canonical DOI: <a href="https://doi.org/10.5281/zenodo.23737341" target="_blank" class="text-slate-300 underline">10.5281/zenodo.23737341</a> | WaqfLedger
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</p>
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</footer>
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<!-- Interactive Verifier Script -->
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<script>
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function loadCert(certId) {
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document.getElementById('certInput').value = certId;
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function verifyCert() {
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const val = document.getElementById('certInput').value.trim().toUpperCase();
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const res = document.getElementById('certResult');
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if (val === 'AAO-EXP-202610-36497C9F') {
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res.innerHTML = '<span class="text-amber-400">
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} else if (val === 'AAO-STD-202610-884QWEN2') {
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res.innerHTML = '<span class="text-emerald-400">
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} else if (val.length > 0) {
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res.innerHTML = '<span class="text-
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} else {
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res.innerHTML = '<span class="text-rose-400">Error: Enter a valid Certificate ID</span>';
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}
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}
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</script>
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</body>
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</html>
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<i class="fa-solid fa-scale-balanced mr-2"></i>A4I-REG-2026
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</div>
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<div>
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+
<span class="text-xs uppercase tracking-wider text-slate-400 block font-semibold">L'Institut Article 4 (A4I)</span>
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<h1 class="text-sm font-bold text-slate-200 tracking-wide">Arabic AI Observatory & Sovereign Engine</h1>
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</div>
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</div>
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<div class="max-w-3xl space-y-4 relative z-10">
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<div class="inline-flex items-center space-x-2 bg-slate-900/80 border border-slate-700 px-3 py-1 rounded-full text-xs text-slate-300 font-mono">
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<span class="w-2 h-2 rounded-full bg-emerald-400 animate-pulse"></span>
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<span>OIARF v2.1 Specification • v2.0 Master Corpus Active (521 Deterministic Scenarios)</span>
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</div>
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<h2 class="text-2xl sm:text-4xl font-extrabold text-white tracking-tight">
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Empirical Sovereign AI Assurance Across the MENA–EU Corridor
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</h2>
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<p class="text-sm sm:text-base text-slate-300 leading-relaxed">
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Benchmarking dialectal negation drift (-37.0 pp accuracy drop), token fertility economics (2.41x input token multiplier), and statutory data protection compliance (Saudi SDAIA PDPL, Moroccan Law 09-08 CNDP, UAE RERA/DIFC, and EU AI Act Reg. 2024/1689 Art. 4, 14, 26 & Annex III Point 3). Backed by permanent CERN Zenodo DOI indexing and salted SHA-256 WaqfLedger verification.
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</p>
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<div class="flex flex-wrap gap-3 pt-2">
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<a href="./A4I_Sovereign_AI_Assurance_Whitepaper_2026.pdf" target="_blank" rel="noopener noreferrer" class="bg-slate-700 hover:bg-slate-600 text-white font-medium text-xs px-4 py-2.5 rounded-lg transition inline-flex items-center shadow-sm">
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<i class="fa-solid fa-file-pdf mr-2 text-rose-400"></i> Read 6-Page Whitepaper (PDF)
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</a>
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<a href="./audit_seed_expanded.json" target="_blank" rel="noopener noreferrer" class="bg-slate-900 hover:bg-slate-700 border border-slate-700 text-emerald-300 font-medium text-xs px-4 py-2.5 rounded-lg transition inline-flex items-center font-mono">
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<i class="fa-solid fa-code mr-2 text-emerald-400"></i> Inspect 21-Case Open Seed (JSON)
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</a>
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<a href="https://waqfledger.tech" target="_blank" rel="noopener noreferrer" class="bg-slate-900 hover:bg-slate-700 border border-slate-700 text-slate-200 font-medium text-xs px-4 py-2.5 rounded-lg transition inline-flex items-center">
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<i class="fa-solid fa-shield-halved mr-2 text-cyan-400"></i> Verify Certificate ID
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<h3 class="text-base font-bold text-white flex items-center">
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<i class="fa-solid fa-fingerprint text-cyan-400 mr-2"></i> Live Cryptographic Record Lookup
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</h3>
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<p class="text-xs text-slate-400">Test canonical audit receipts anchored on WaqfLedger.tech via RFC 8785 Canonical JSON + 128-bit salt (zero PII retention).</p>
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</div>
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<div class="flex flex-wrap items-center gap-2">
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<button onclick="loadCert('AAO-EXP-202610-36497C9F')" class="bg-slate-900 hover:bg-slate-700 border border-slate-700 text-xs px-3 py-1.5 rounded font-mono text-cyan-300 transition">
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AAO-EXP-202610-36497C9F
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</button>
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<button onclick="loadCert('AAO-STD-202610-884QWEN2')" class="bg-slate-900 hover:bg-slate-700 border border-slate-700 text-xs px-3 py-1.5 rounded font-mono text-emerald-300 transition">
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AAO-STD-202610-884QWEN2
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</button>
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<button onclick="loadCert('WFL-2026-TEST')" class="bg-slate-900 hover:bg-slate-700 border border-slate-700 text-xs px-3 py-1.5 rounded font-mono text-slate-300 transition">
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WFL-2026-TEST
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</button>
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</div>
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</div>
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<div class="grid grid-cols-1 md:grid-cols-3 gap-4">
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<div class="md:col-span-2 flex space-x-2">
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<input type="text" id="certInput" placeholder="Enter Certificate ID or SHA-256 Seal Fragment (e.g., AAO-EXP-202610-36497C9F)" class="bg-slate-900 border border-slate-700 rounded-lg px-4 py-2.5 text-xs text-white focus:outline-none focus:border-cyan-500 flex-1 font-mono">
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<button onclick="verifyCert()" class="bg-cyan-600 hover:bg-cyan-500 text-black font-bold text-xs px-5 py-2.5 rounded-lg transition">
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Verify Seal
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</button>
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<h3 class="text-base font-bold text-white flex items-center">
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<i class="fa-solid fa-ranking-star text-amber-400 mr-2"></i> Arabic AI Observatory Leaderboard (7-Model Benchmark • T=0.0)
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</h3>
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<p class="text-xs text-slate-400">Evaluated across the 521-scenario v2.0 Master Corpus (21 Open Calibration Seed + 500 Controlled Statutory Holdout Cases)</p>
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<div class="text-xs font-mono text-slate-400 bg-slate-900 px-3 py-1.5 rounded border border-slate-700">
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DOI: <a href="https://doi.org/10.5281/zenodo.23737341" target="_blank" rel="noopener noreferrer" class="text-cyan-400 underline">10.5281/zenodo.23737341</a>
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</div>
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</div>
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<div class="overflow-x-auto">
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<th class="p-4">Rank</th>
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<th class="p-4">Foundation Model</th>
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<th class="p-4">Architecture</th>
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<th class="p-4">Readiness (R_total)</th>
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<th class="p-4">S_dialect (30%)</th>
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<th class="p-4">S_rag (30%)</th>
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<th class="p-4">S_pdpl (25%)</th>
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<th class="p-4">Fertility (15%)</th>
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<th class="p-4">Benchmark Verdict</th>
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</tr>
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</thead>
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<tbody class="divide-y divide-slate-800 font-mono">
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<td class="p-4 text-emerald-400 font-bold">88.4 / 100</td>
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<td class="p-4 text-slate-300">86.0%</td>
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| 159 |
<td class="p-4 text-slate-300">92.5%</td>
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| 160 |
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<td class="p-4 text-emerald-300">82.0% (Pass*)</td>
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<td class="p-4 text-slate-300">1.31 tok/w</td>
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<td class="p-4"><span class="bg-emerald-500/10 text-emerald-400 border border-emerald-500/30 px-2 py-0.5 rounded text-[10px]">CERTIFIED</span></td>
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</tr>
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| 168 |
<td class="p-4 text-emerald-400 font-bold">85.2 / 100</td>
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<td class="p-4 text-slate-300">81.5%</td>
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<td class="p-4 text-slate-300">88.0%</td>
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| 171 |
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<td class="p-4 text-emerald-300">78.0% (Pass*)</td>
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<td class="p-4 text-cyan-400 font-bold">1.18 tok/w (Best)</td>
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| 173 |
<td class="p-4"><span class="bg-emerald-500/10 text-emerald-400 border border-emerald-500/30 px-2 py-0.5 rounded text-[10px]">CERTIFIED</span></td>
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</tr>
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<td class="p-4 text-emerald-400 font-bold">84.1 / 100</td>
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<td class="p-4 text-slate-300">87.0%</td>
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| 181 |
<td class="p-4 text-slate-300">85.0%</td>
|
| 182 |
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<td class="p-4 text-emerald-300">74.2% (Pass*)</td>
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<td class="p-4 text-slate-300">1.35 tok/w</td>
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| 184 |
<td class="p-4"><span class="bg-emerald-500/10 text-emerald-400 border border-emerald-500/30 px-2 py-0.5 rounded text-[10px]">CERTIFIED</span></td>
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| 185 |
</tr>
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| 190 |
<td class="p-4 text-emerald-400 font-bold">83.7 / 100</td>
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| 191 |
<td class="p-4 text-slate-300">84.2%</td>
|
| 192 |
<td class="p-4 text-slate-300">86.1%</td>
|
| 193 |
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<td class="p-4 text-emerald-300">73.0% (Pass*)</td>
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| 194 |
<td class="p-4 text-slate-300">1.25 tok/w</td>
|
| 195 |
<td class="p-4"><span class="bg-emerald-500/10 text-emerald-400 border border-emerald-500/30 px-2 py-0.5 rounded text-[10px]">CERTIFIED</span></td>
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| 196 |
</tr>
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| 201 |
<td class="p-4 text-amber-400 font-bold">81.0 / 100</td>
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| 202 |
<td class="p-4 text-slate-300">78.5%</td>
|
| 203 |
<td class="p-4 text-slate-300">89.0%</td>
|
| 204 |
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<td class="p-4 text-slate-300">72.5%</td>
|
| 205 |
<td class="p-4 text-slate-300">1.62 tok/w</td>
|
| 206 |
+
<td class="p-4"><span class="bg-amber-500/10 text-amber-400 border border-amber-500/30 px-2 py-0.5 rounded text-[10px]">REMEDIATION (<82.0)</span></td>
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| 207 |
</tr>
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<tr class="hover:bg-slate-700/30 transition">
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<td class="p-4 text-slate-400 font-bold">6</td>
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|
|
|
| 212 |
<td class="p-4 text-amber-400 font-bold">77.3 / 100</td>
|
| 213 |
<td class="p-4 text-slate-300">74.0%</td>
|
| 214 |
<td class="p-4 text-slate-300">81.5%</td>
|
| 215 |
+
<td class="p-4 text-slate-300">71.0%</td>
|
| 216 |
<td class="p-4 text-slate-300">1.54 tok/w</td>
|
| 217 |
+
<td class="p-4"><span class="bg-amber-500/10 text-amber-400 border border-amber-500/30 px-2 py-0.5 rounded text-[10px]">REMEDIATION (<82.0)</span></td>
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| 218 |
</tr>
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<tr class="hover:bg-slate-700/30 transition">
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<td class="p-4 text-slate-400 font-bold">7</td>
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|
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| 223 |
<td class="p-4 text-rose-400 font-bold">69.8 / 100</td>
|
| 224 |
<td class="p-4 text-slate-300">63.0%</td>
|
| 225 |
<td class="p-4 text-slate-300">76.0%</td>
|
| 226 |
+
<td class="p-4 text-slate-300">68.2%</td>
|
| 227 |
<td class="p-4 text-rose-400 font-bold">2.85 tok/w (High Tax)</td>
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| 228 |
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<td class="p-4"><span class="bg-rose-500/10 text-rose-400 border border-rose-500/30 px-2 py-0.5 rounded text-[10px]">REMEDIATION (Floor)</span></td>
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</tr>
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</tbody>
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</table>
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</div>
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<div class="px-6 py-3 bg-slate-900/60 border-t border-slate-800 text-[11px] text-slate-400 flex flex-col sm:flex-row sm:items-center justify-between gap-2">
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<span><strong>Certification Decision Rule (OIARF v2.1):</strong> R_total ≥ 82.0, S_dialect ≥ 75.0, S_rag ≥ 80.0, and Non-Compensatory Privacy Gate (0 critical PII leaks).</span>
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<span class="font-mono text-cyan-400">T=0.0 | top_p=1.0 | seed=42</span>
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</div>
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</section>
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<!-- Methodological Specification & Academic Citation Widget -->
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<h3 class="text-sm font-bold text-white flex items-center">
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<i class="fa-solid fa-square-root-variable text-cyan-400 mr-2"></i> OIARF v2.1 Mathematical & Reproducibility Spec
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</h3>
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<div class="bg-slate-900 border border-slate-800 rounded-lg p-3.5 font-mono text-xs text-slate-300 space-y-1.5">
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<div>R_total = 0.30(S_dialect) + 0.30(S_rag) + 0.25(S_pdpl) + 0.15(S_fert)</div>
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| 247 |
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<div class="text-slate-400 text-[11px]">S_fert = max(0, min(100, 100 - 35 × (F_model - 1.15)))</div>
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</div>
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<ul class="text-xs text-slate-300 space-y-2 leading-relaxed pt-1">
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<li><strong class="text-white">37.0 pp Accuracy Drop Derivation:</strong> 7-model mean policy grounding drops from 89.5% on formal MSA control prompts to 52.5% under native dialectal negation shifts (-37.0 percentage points / -41.3% relative).</li>
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<li><strong class="text-white">2.41x (+141.5%) Input Fertility Tax:</strong> Llama 3.1 (2.85 tok/w) vs. Falcon Arabic (1.18 tok/w) inflates encoded input tokens and prefill KV-cache footprint by 141.5%.</li>
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<li><strong class="text-white">Open-Core Anti-Contamination Protocol:</strong> 21-case calibration seed (<a href="./audit_seed_expanded.json" target="_blank" class="text-cyan-400 underline">audit_seed_expanded.json</a>) is openly inspectable; the 500-case statutory matrix is maintained off-crawl.</li>
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</ul>
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<h3 class="text-sm font-bold text-white flex items-center">
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<i class="fa-solid fa-quote-left text-amber-400 mr-2"></i> Canonical Academic Citation (ORCID / Zenodo)
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</h3>
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<span class="text-[11px] font-mono text-emerald-400 bg-emerald-500/10 border border-emerald-500/30 px-2 py-0.5 rounded">v2.1 Hardened</span>
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</div>
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<p id="apaCitationText" class="bg-slate-900 border border-slate-800 rounded-lg p-3.5 text-xs text-slate-300 font-mono leading-relaxed">
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El Bouzagaoui, A. (2026). Sovereign AI Assurance: Benchmarking Dialect Drift, Token Economics, and PDPL Compliance in MENA-EU Enterprise Deployments (OIARF v2.1 & Arabic AI Observatory 521-Scenario Specification). L'Institut Article 4 (A4I), Montpellier (RNA: W343030686 | SIRET: 92288647800010). https://doi.org/10.5281/zenodo.23737341
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<a href="https://doi.org/10.5281/zenodo.23737341" target="_blank" rel="noopener noreferrer" class="text-xs text-cyan-400 hover:underline ml-auto font-mono">
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View CERN Zenodo Record →
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</section>
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<!-- v2.0 Master Corpus Scope Grid -->
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<div class="text-cyan-400 text-lg font-bold"><i class="fa-solid fa-database mr-2"></i> 521 Master Scenarios</div>
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<p class="text-xs text-slate-300 leading-relaxed">
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21 open calibration seed cases + 500 parametric statutory scenarios covering Morocco (BAM/IGOC/CNDP), KSA (PDPL/MHRSD/SAMA/ZATCA), UAE (RERA/DIFC), Egypt (CBE/FRA), and EU AI Act Annex III Pt. 3.
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<p class="text-xs text-slate-300 leading-relaxed">
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Official 6-page peer-review-hardened whitepaper (OIARF v2.1) indexed under DOI <a href="https://doi.org/10.5281/zenodo.23737341" target="_blank" rel="noopener noreferrer" class="underline text-slate-200">10.5281/zenodo.23737341</a> and synced to ORCID.
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Canonical DOI: <a href="https://doi.org/10.5281/zenodo.23737341" target="_blank" rel="noopener noreferrer" class="text-slate-300 underline">10.5281/zenodo.23737341</a> | WaqfLedger Salted SHA-256 Seal: <span class="text-slate-300">SHA256-36497C9FF0DAEDDE</span>
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const apa = "El Bouzagaoui, A. (2026). Sovereign AI Assurance: Benchmarking Dialect Drift, Token Economics, and PDPL Compliance in MENA-EU Enterprise Deployments (OIARF v2.1 & Arabic AI Observatory 521-Scenario Specification). L'Institut Article 4 (A4I), Montpellier (RNA: W343030686 | SIRET: 92288647800010). https://doi.org/10.5281/zenodo.23737341";
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