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docs: refresh org card + RESEARCH section (8 DOIs)
Browse filesRefresh SZL Holdings org card: updated overview + appended RESEARCH section
(8 papers, live Zenodo DOIs, CC-BY-4.0). Doctrine v11 LOCKED 749/14/163.
Signed-off-by: Yachay <yachay@szlholdings.dev>
Co-Authored-By: Perplexity Computer Agent <agent@perplexity.ai>
README.md
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@@ -2,7 +2,7 @@
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title: SZL Holdings
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emoji: 🪢
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colorFrom: gray
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colorTo:
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sdk: static
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pinned: true
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short_description: Sovereign Governed AI — provable, signed, on your HW
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@@ -14,6 +14,358 @@ short_description: Sovereign Governed AI — provable, signed, on your HW
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[GitHub: szl-holdings](https://github.com/szl-holdings) · [ORCID 0009-0001-0110-4173](https://orcid.org/0009-0001-0110-4173) · Apache-2.0 OSS
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---
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## Live demo
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@@ -54,28 +406,9 @@ Minimal runtime substrate the flagships call. Not products — plumbing.
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<p align="center"><strong>Warhacker T-minus countdown:</strong> June 16–19, 2026 · DoD Pier Demo</p>
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<
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(
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var target = new Date("2026-06-16T00:00:00-04:00").getTime();
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var el = document.getElementById("warhacker-countdown");
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function tick(){
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if(!el) return;
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var now = Date.now();
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var d = target - now;
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if(d <= 0){ el.textContent = "Warhacker is live — DoD Pier Demo, June 16–19, 2026."; return; }
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var days = Math.floor(d/86400000);
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var hrs = Math.floor((d%86400000)/3600000);
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var mins = Math.floor((d%3600000)/60000);
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var secs = Math.floor((d%60000)/1000);
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el.textContent = "T-" + days + "d " + hrs + "h " + mins + "m " + secs + "s to Warhacker";
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}
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tick();
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setInterval(tick, 1000);
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})();
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</script>
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> Note: the live JavaScript countdown runs inside the Space's static `index.html`. On the markdown org card the target dates above are authoritative; today the demo is roughly T-15.
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---
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@@ -124,3 +457,178 @@ SZL Holdings builds a formally-verified governance gate for agentic AI. The Λ a
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---
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<sub>Doctrine v11 LOCKED · 🪢 Khipu chain · Lean 4 · Sigstore Rekor · Apache-2.0 OSS · DOI [10.5281/zenodo.19944926](https://doi.org/10.5281/zenodo.19944926) · Source of truth: [szl-holdings/.github lean_numbers.json](https://github.com/szl-holdings/.github/blob/main/.github/data/lean_numbers.json) @ `c7c0ba17` · Founder: Stephen Paul Lutar Jr · [ORCID 0009-0001-0110-4173](https://orcid.org/0009-0001-0110-4173)</sub>
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| 2 |
title: SZL Holdings
|
| 3 |
emoji: 🪢
|
| 4 |
colorFrom: gray
|
| 5 |
+
colorTo: blue
|
| 6 |
sdk: static
|
| 7 |
pinned: true
|
| 8 |
short_description: Sovereign Governed AI — provable, signed, on your HW
|
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| 14 |
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| 15 |
[GitHub: szl-holdings](https://github.com/szl-holdings) · [ORCID 0009-0001-0110-4173](https://orcid.org/0009-0001-0110-4173) · Apache-2.0 OSS
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<div align="center">
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<style>
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.szl-stage{position:relative;max-width:1200px;margin:0 auto;padding:18px 8px 6px;border-radius:20px;
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background:linear-gradient(160deg,#0a0e1e 0%,#05070f 55%,#000 100%);overflow:hidden;}
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.szl-stage .starfield{position:absolute;inset:0;width:100%;height:100%;z-index:0;pointer-events:none;}
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.szl-stage .npc-stage{position:relative;z-index:1;max-width:640px;margin:0 auto -18px;display:block;opacity:.78;}
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.szl-roster{position:relative;z-index:2;display:flex;flex-wrap:wrap;justify-content:center;gap:10px;padding:6px;}
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.szl-roster > a{flex:1 1 180px;max-width:230px;min-width:150px;text-decoration:none;}
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.szl-title{position:relative;z-index:2;font:800 13px ui-monospace,Menlo,monospace;letter-spacing:5px;color:#cdd8f2;margin:4px 0 0;}
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.szl-sub{position:relative;z-index:2;font:400 12px ui-sans-serif,Segoe UI,sans-serif;color:#7f8db0;margin:2px 0 10px;}
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| 27 |
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.navy-banner{position:relative;z-index:2;font:italic 600 14px Georgia,'Times New Roman',serif;color:#e8c96b;letter-spacing:1px;margin:10px 0 4px;}
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| 28 |
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.badges{position:relative;z-index:2;display:flex;flex-wrap:wrap;justify-content:center;gap:6px;margin:6px 0 10px;}
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.badge{font:600 10px ui-monospace,monospace;letter-spacing:.5px;color:#bcd;background:rgba(20,28,52,.8);border:1px solid #2a3a5e;border-radius:999px;padding:4px 10px;}
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</style>
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<div class="szl-stage">
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<svg class="starfield" viewBox="0 0 100 100" preserveAspectRatio="none" width="100%" height="100%" xmlns="http://www.w3.org/2000/svg" aria-hidden="true"><circle cx="32.4%" cy="15.1%" r="0.95" fill="#eaf2ff" opacity="0.62"><animate attributeName="opacity" values="0.62;0.1;0.62" dur="2.8s" repeatCount="indefinite"/></circle><circle cx="36.6%" cy="5.8%" r="0.81" fill="#eaf2ff" opacity="0.56"><animate attributeName="opacity" values="0.56;0.1;0.56" dur="2.6s" repeatCount="indefinite"/></circle><circle cx="7.0%" cy="9.1%" r="0.72" fill="#eaf2ff" opacity="0.37"><animate attributeName="opacity" values="0.37;0.1;0.37" dur="5.4s" repeatCount="indefinite"/></circle><circle cx="22.3%" cy="62.7%" r="1.25" fill="#eaf2ff" opacity="0.54"><animate attributeName="opacity" values="0.54;0.1;0.54" dur="4.5s" repeatCount="indefinite"/></circle><circle cx="97.6%" cy="4.7%" r="1.16" fill="#eaf2ff" opacity="0.39"><animate attributeName="opacity" values="0.39;0.1;0.39" dur="3.5s" 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|
| 34 |
+
<div class="szl-title">SELECT YOUR ORGAN · THE MESH ROSTER</div>
|
| 35 |
+
<div class="szl-sub">five live organs · governed agentic mesh · hover to reveal superpowers · click to enter</div>
|
| 36 |
+
<svg class="npc-stage" viewBox="0 0 600 110" width="100%" preserveAspectRatio="xMidYMax meet" xmlns="http://www.w3.org/2000/svg" aria-hidden="true">
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<defs><style>
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.npc{transform-box:view-box;animation:sway 3.4s ease-in-out infinite;}
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| 39 |
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@keyframes sway{0%,100%{transform:translateX(-2.5px);}50%{transform:translateX(2.5px);}}
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| 40 |
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</style></defs>
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| 41 |
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| 42 |
+
</svg>
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| 43 |
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<div class="szl-roster">
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| 44 |
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<a href="https://huggingface.co/spaces/SZLHOLDINGS/amaru" target="_blank" rel="noopener">
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| 45 |
+
<svg class="card" viewBox="0 0 260 300" width="100%" role="img" aria-label="AMARU CORTEX" xmlns="http://www.w3.org/2000/svg">
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| 46 |
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<defs>
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| 47 |
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<linearGradient id="grad-amaru" x1="0" y1="0" x2="1" y2="1">
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<linearGradient id="daisTop-amaru" x1="0" y1="0" x2="0" y2="1">
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<feDropShadow dx="0" dy="3" stdDeviation="3" flood-color="#000" flood-opacity="0.55"/>
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<filter id="soft"><feGaussianBlur stdDeviation="6"/></filter>
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<style>
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svg.card{cursor:pointer;display:block;background:radial-gradient(120% 90% at 50% 18%,#131a30 0%,#0a0e1e 60%,#04060f 100%);border-radius:14px;}
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.card .body-group{transform-origin:130px 200px;transition:transform .35s cubic-bezier(.2,.7,.2,1);}
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.card:hover .body-group{transform:translateY(-4px) scale(1.10);}
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.card .rim{opacity:.45;transition:opacity .35s ease;}
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.card:hover .rim{opacity:1;filter:url(#glow);}
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.card .dais-rim{opacity:.35;transition:opacity .35s ease;}
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.card:hover .dais-rim{opacity:1;filter:url(#glow);}
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| 77 |
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.chest-txt{font:700 8px ui-monospace,Menlo,Consolas,monospace;letter-spacing:.5px;}
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| 78 |
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.superpowers{opacity:0;transform:translateY(18px);transition:opacity .4s ease,transform .4s cubic-bezier(.2,.7,.2,1);pointer-events:none;}
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| 79 |
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| 87 |
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.sp-orbit{transform-box:fill-box;transform-origin:center;animation:spin 4s linear infinite;}
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| 88 |
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@keyframes spin{to{transform:rotate(360deg);}}
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| 89 |
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@keyframes pulse{0%,100%{transform:scale(.78);opacity:.7;}50%{transform:scale(1.12);opacity:1;}}
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<g class="body-group"><ellipse cx="130" cy="150" rx="70" ry="92" fill="#f5c518" opacity="0.10" filter="url(#soft)"/><path d="M92 132 Q130 118 168 132 L176 232 Q130 246 84 232 Z" fill="url(#grad-amaru)" stroke="#b8860b" stroke-width="1.5" filter="url(#drop)"/><path class="rim" d="M92 132 Q130 118 168 132" fill="none" stroke="#f5c518" stroke-width="3" stroke-linecap="round"/><rect x="120" y="108" width="20" height="22" rx="6" fill="#e8b96b" filter="url(#drop)"/><circle cx="130" cy="90" r="26" fill="#e8b96b" stroke="#b8860b" stroke-width="1.2" filter="url(#drop)"/><path d="M104 88 Q108 60 130 60 Q152 60 156 88 Q150 74 130 74 Q110 74 104 88 Z" fill="#b8860b"/><circle cx="121" cy="90" r="2.6" fill="#16202e"/><circle cx="139" cy="90" r="2.6" fill="#16202e"/><circle cx="121" cy="90" r="1" fill="#f5c518"/><circle cx="139" cy="90" r="1" fill="#f5c518"/><g transform="translate(78 150)"><rect x="-14" y="-12" width="28" height="24" rx="4" fill="#1a2238" stroke="#3a4a6a" stroke-width="0.6"/><rect x="-14" y="-12" width="28" height="24" rx="4" fill="url(#wear)" opacity="0.35"/><text x="0" y="4" class="patch-txt" text-anchor="middle">UDS</text></g><g transform="translate(130 178)"><rect x="-46" y="-10" width="92" height="18" rx="3" fill="#0d1426" opacity="0.85"/><rect x="-46" y="-10" width="92" height="18" rx="3" fill="url(#wear)" opacity="0.25"/><text x="0" y="3" class="chest-txt" text-anchor="middle" fill="#f5c518">AMARU · CORTEX</text></g><g transform="translate(130 150)"><circle r="13" fill="#0a1020" stroke="#f5c518" stroke-width="1.6"/><path d="M-6 0 q6 -8 12 0 q-6 8 -12 0 Z" fill="none" stroke="#f5c518" stroke-width="1.4"/><circle r="2" fill="#f5c518"/></g></g>
|
| 95 |
+
<text class="label" x="130" y="30" text-anchor="middle">AMARU</text>
|
| 96 |
+
<text class="role" x="130" y="46" text-anchor="middle">CORTEX</text>
|
| 97 |
+
<g class="superpowers"><rect class="sp-bg" x="8" y="8" width="244" height="244" rx="16"/><text class="sp-name" x="28" y="48" fill="#f5c518">AMARU</text><text class="sp-sub" x="28" y="68">SUPERPOWERS</text><line x1="28" y1="76" x2="232" y2="76" stroke="#f5c518" stroke-width="1" opacity="0.5"/><g transform="translate(28 92)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g class="sp-spin" transform="translate(12 12)"><circle r="9" fill="none" stroke="#f5c518" stroke-width="1.6" stroke-dasharray="6 4"/><circle r="3" fill="#f5c518"/></g></svg><text class="sp-label" x="40" y="2">Dual-stream routing</text></g><g transform="translate(28 126)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g class="sp-pulse" transform="translate(12 12)"><rect x="-7" y="-7" width="14" height="14" rx="3" fill="none" stroke="#f5c518" stroke-width="1.6"/><circle r="2.6" fill="#f5c518"/></g></svg><text class="sp-label" x="40" y="2">7-chakra memory</text></g><g transform="translate(28 160)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g transform="translate(12 12)"><path class="sp-draw" d="M-8 4 L-2 -4 L3 2 L8 -6" fill="none" stroke="#f5c518" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/></g></svg><text class="sp-label" x="40" y="2">Forward-model prediction</text></g><g transform="translate(28 194)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g transform="translate(12 12)"><circle r="2.4" fill="#f5c518"/><g class="sp-orbit"><circle cx="8" cy="0" r="1.8" fill="#f5c518"/></g><circle r="8" fill="none" stroke="#f5c518" stroke-width="0.8" opacity="0.4"/></g></svg><text class="sp-label" x="40" y="2">Lineage DAG</text></g></g>
|
| 98 |
+
</svg>
|
| 99 |
+
</a>
|
| 100 |
+
<a href="https://huggingface.co/spaces/SZLHOLDINGS/sentra" target="_blank" rel="noopener">
|
| 101 |
+
<svg class="card" viewBox="0 0 260 300" width="100%" role="img" aria-label="SENTRA IMMUNE" xmlns="http://www.w3.org/2000/svg">
|
| 102 |
+
<defs>
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| 103 |
+
<linearGradient id="grad-sentra" x1="0" y1="0" x2="1" y2="1">
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<stop offset="0" stop-color="#c8324e"/><stop offset="0.55" stop-color="#7a1828"/><stop offset="1" stop-color="#0a0e1e"/>
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| 105 |
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</linearGradient>
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<linearGradient id="daisTop-sentra" x1="0" y1="0" x2="0" y2="1">
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<stop offset="0" stop-color="#7a1828" stop-opacity="0.9"/><stop offset="1" stop-color="#0a1020"/>
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</linearGradient>
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<filter id="drop" x="-30%" y="-30%" width="160%" height="160%">
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<feDropShadow dx="0" dy="3" stdDeviation="3" flood-color="#000" flood-opacity="0.55"/>
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</filter>
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<filter id="soft"><feGaussianBlur stdDeviation="6"/></filter>
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| 113 |
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<filter id="glow" x="-50%" y="-50%" width="200%" height="200%">
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| 114 |
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<feGaussianBlur stdDeviation="2.6" result="b"/><feMerge><feMergeNode in="b"/><feMergeNode in="SourceGraphic"/></feMerge>
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| 115 |
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</filter>
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| 116 |
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<pattern id="wear" width="6" height="6" patternUnits="userSpaceOnUse" patternTransform="rotate(20)">
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| 117 |
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<circle cx="1" cy="1" r="0.5" fill="#000" opacity="0.5"/><circle cx="4" cy="3" r="0.4" fill="#fff" opacity="0.4"/><circle cx="2" cy="5" r="0.5" fill="#000" opacity="0.4"/>
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</pattern>
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<linearGradient id="alloyHead" x1="0" y1="0" x2="1" y2="1">
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<stop offset="0" stop-color="#dfe5f5"/><stop offset="0.5" stop-color="#9aa6c8"/><stop offset="1" stop-color="#5b6690"/>
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| 121 |
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</linearGradient>
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| 122 |
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<style>
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| 123 |
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svg.card{cursor:pointer;display:block;background:radial-gradient(120% 90% at 50% 18%,#131a30 0%,#0a0e1e 60%,#04060f 100%);border-radius:14px;}
|
| 124 |
+
.card .body-group{transform-origin:130px 200px;transition:transform .35s cubic-bezier(.2,.7,.2,1);}
|
| 125 |
+
.card:hover .body-group{transform:translateY(-4px) scale(1.10);}
|
| 126 |
+
.card .rim{opacity:.45;transition:opacity .35s ease;}
|
| 127 |
+
.card:hover .rim{opacity:1;filter:url(#glow);}
|
| 128 |
+
.card .dais-rim{opacity:.35;transition:opacity .35s ease;}
|
| 129 |
+
.card:hover .dais-rim{opacity:1;filter:url(#glow);}
|
| 130 |
+
.card .label{font:700 17px ui-sans-serif,Segoe UI,Helvetica,Arial,sans-serif;fill:#c8324e;letter-spacing:1.5px;}
|
| 131 |
+
.card .role{font:600 9px ui-sans-serif,Segoe UI,Helvetica,Arial,sans-serif;fill:#9fb0cf;letter-spacing:3px;}
|
| 132 |
+
.patch-txt{font:700 8px ui-monospace,Menlo,Consolas,monospace;fill:#cfe;letter-spacing:1px;}
|
| 133 |
+
.chest-txt{font:700 8px ui-monospace,Menlo,Consolas,monospace;letter-spacing:.5px;}
|
| 134 |
+
.superpowers{opacity:0;transform:translateY(18px);transition:opacity .4s ease,transform .4s cubic-bezier(.2,.7,.2,1);pointer-events:none;}
|
| 135 |
+
.card:hover .superpowers{opacity:1;transform:translateY(0);}
|
| 136 |
+
.sp-bg{fill:rgba(8,12,28,.93);stroke:#c8324e;stroke-width:1.2;}
|
| 137 |
+
.sp-name{font:800 20px ui-sans-serif,Segoe UI,sans-serif;letter-spacing:1px;}
|
| 138 |
+
.sp-sub{font:600 9px ui-monospace,monospace;fill:#7f8db0;letter-spacing:3px;}
|
| 139 |
+
.sp-label{font:600 11px ui-sans-serif,Segoe UI,sans-serif;fill:#dfe7f7;}
|
| 140 |
+
.sp-spin{transform-box:fill-box;transform-origin:center;animation:spin 6s linear infinite;}
|
| 141 |
+
.sp-pulse{transform-box:fill-box;transform-origin:center;animation:pulse 2s ease-in-out infinite;}
|
| 142 |
+
.sp-draw{stroke-dasharray:34;stroke-dashoffset:34;animation:draw 2.4s ease-in-out infinite;}
|
| 143 |
+
.sp-orbit{transform-box:fill-box;transform-origin:center;animation:spin 4s linear infinite;}
|
| 144 |
+
@keyframes spin{to{transform:rotate(360deg);}}
|
| 145 |
+
@keyframes pulse{0%,100%{transform:scale(.78);opacity:.7;}50%{transform:scale(1.12);opacity:1;}}
|
| 146 |
+
@keyframes draw{0%{stroke-dashoffset:34;}55%{stroke-dashoffset:0;}100%{stroke-dashoffset:0;opacity:.4;}}
|
| 147 |
+
</style>
|
| 148 |
+
</defs>
|
| 149 |
+
<g class="dais"><polygon points="130,236 196,256 130,276 64,256" fill="url(#daisTop-sentra)" stroke="#7a1828" stroke-width="1"/><polygon points="64,256 130,276 130,292 64,272" fill="#0c1326"/><polygon points="196,256 130,276 130,292 196,272" fill="#0a1020"/><polygon class="dais-rim" points="130,236 196,256 130,276 64,256" fill="none" stroke="#c8324e" stroke-width="2"/></g>
|
| 150 |
+
<g class="body-group"><ellipse cx="130" cy="150" rx="70" ry="92" fill="#c8324e" opacity="0.10" filter="url(#soft)"/><path d="M92 132 Q130 118 168 132 L176 232 Q130 246 84 232 Z" fill="url(#grad-sentra)" stroke="#7a1828" stroke-width="1.5" filter="url(#drop)"/><path class="rim" d="M92 132 Q130 118 168 132" fill="none" stroke="#c8324e" stroke-width="3" stroke-linecap="round"/><rect x="120" y="108" width="20" height="22" rx="6" fill="#d99c8a" filter="url(#drop)"/><circle cx="130" cy="90" r="26" fill="#d99c8a" stroke="#7a1828" stroke-width="1.2" filter="url(#drop)"/><path d="M104 88 Q108 60 130 60 Q152 60 156 88 Q150 74 130 74 Q110 74 104 88 Z" fill="#7a1828"/><circle cx="121" cy="90" r="2.6" fill="#16202e"/><circle cx="139" cy="90" r="2.6" fill="#16202e"/><circle cx="121" cy="90" r="1" fill="#c8324e"/><circle cx="139" cy="90" r="1" fill="#c8324e"/><g transform="translate(78 150)"><rect x="-14" y="-12" width="28" height="24" rx="4" fill="#1a2238" stroke="#3a4a6a" stroke-width="0.6"/><rect x="-14" y="-12" width="28" height="24" rx="4" fill="url(#wear)" opacity="0.35"/><text x="0" y="4" class="patch-txt" text-anchor="middle">UDS</text></g><g transform="translate(130 178)"><rect x="-46" y="-10" width="92" height="18" rx="3" fill="#0d1426" opacity="0.85"/><rect x="-46" y="-10" width="92" height="18" rx="3" fill="url(#wear)" opacity="0.25"/><text x="0" y="3" class="chest-txt" text-anchor="middle" fill="#c8324e">SENTRA · IMMUNE</text></g><g transform="translate(130 150)"><circle r="13" fill="#0a1020" stroke="#c8324e" stroke-width="1.6"/><path d="M-6 0 q6 -8 12 0 q-6 8 -12 0 Z" fill="none" stroke="#c8324e" stroke-width="1.4"/><circle r="2" fill="#c8324e"/></g></g>
|
| 151 |
+
<text class="label" x="130" y="30" text-anchor="middle">SENTRA</text>
|
| 152 |
+
<text class="role" x="130" y="46" text-anchor="middle">IMMUNE</text>
|
| 153 |
+
<g class="superpowers"><rect class="sp-bg" x="8" y="8" width="244" height="244" rx="16"/><text class="sp-name" x="28" y="48" fill="#c8324e">SENTRA</text><text class="sp-sub" x="28" y="68">SUPERPOWERS</text><line x1="28" y1="76" x2="232" y2="76" stroke="#c8324e" stroke-width="1" opacity="0.5"/><g transform="translate(28 92)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g class="sp-spin" transform="translate(12 12)"><circle r="9" fill="none" stroke="#c8324e" stroke-width="1.6" stroke-dasharray="6 4"/><circle r="3" fill="#c8324e"/></g></svg><text class="sp-label" x="40" y="2">8 fail-CLOSED gates</text></g><g transform="translate(28 126)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g class="sp-pulse" transform="translate(12 12)"><rect x="-7" y="-7" width="14" height="14" rx="3" fill="none" stroke="#c8324e" stroke-width="1.6"/><circle r="2.6" fill="#c8324e"/></g></svg><text class="sp-label" x="40" y="2">DSSE signing</text></g><g transform="translate(28 160)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g transform="translate(12 12)"><path class="sp-draw" d="M-8 4 L-2 -4 L3 2 L8 -6" fill="none" stroke="#c8324e" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/></g></svg><text class="sp-label" x="40" y="2">Conduction-aphasia detector</text></g><g transform="translate(28 194)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g transform="translate(12 12)"><circle r="2.4" fill="#c8324e"/><g class="sp-orbit"><circle cx="8" cy="0" r="1.8" fill="#c8324e"/></g><circle r="8" fill="none" stroke="#c8324e" stroke-width="0.8" opacity="0.4"/></g></svg><text class="sp-label" x="40" y="2">Cosign verify</text></g></g>
|
| 154 |
+
</svg>
|
| 155 |
+
</a>
|
| 156 |
+
<a href="https://huggingface.co/spaces/SZLHOLDINGS/rosie" target="_blank" rel="noopener">
|
| 157 |
+
<svg class="card" viewBox="0 0 260 300" width="100%" role="img" aria-label="ROSIE CONSOLE" xmlns="http://www.w3.org/2000/svg">
|
| 158 |
+
<defs>
|
| 159 |
+
<linearGradient id="grad-rosie" x1="0" y1="0" x2="1" y2="1">
|
| 160 |
+
<stop offset="0" stop-color="#2ea66c"/><stop offset="0.55" stop-color="#176b42"/><stop offset="1" stop-color="#0a0e1e"/>
|
| 161 |
+
</linearGradient>
|
| 162 |
+
<linearGradient id="daisTop-rosie" x1="0" y1="0" x2="0" y2="1">
|
| 163 |
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<stop offset="0" stop-color="#176b42" stop-opacity="0.9"/><stop offset="1" stop-color="#0a1020"/>
|
| 164 |
+
</linearGradient>
|
| 165 |
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<filter id="drop" x="-30%" y="-30%" width="160%" height="160%">
|
| 166 |
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<feDropShadow dx="0" dy="3" stdDeviation="3" flood-color="#000" flood-opacity="0.55"/>
|
| 167 |
+
</filter>
|
| 168 |
+
<filter id="soft"><feGaussianBlur stdDeviation="6"/></filter>
|
| 169 |
+
<filter id="glow" x="-50%" y="-50%" width="200%" height="200%">
|
| 170 |
+
<feGaussianBlur stdDeviation="2.6" result="b"/><feMerge><feMergeNode in="b"/><feMergeNode in="SourceGraphic"/></feMerge>
|
| 171 |
+
</filter>
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<pattern id="wear" width="6" height="6" patternUnits="userSpaceOnUse" patternTransform="rotate(20)">
|
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<circle cx="1" cy="1" r="0.5" fill="#000" opacity="0.5"/><circle cx="4" cy="3" r="0.4" fill="#fff" opacity="0.4"/><circle cx="2" cy="5" r="0.5" fill="#000" opacity="0.4"/>
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| 174 |
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</pattern>
|
| 175 |
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<linearGradient id="alloyHead" x1="0" y1="0" x2="1" y2="1">
|
| 176 |
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<stop offset="0" stop-color="#dfe5f5"/><stop offset="0.5" stop-color="#9aa6c8"/><stop offset="1" stop-color="#5b6690"/>
|
| 177 |
+
</linearGradient>
|
| 178 |
+
<style>
|
| 179 |
+
svg.card{cursor:pointer;display:block;background:radial-gradient(120% 90% at 50% 18%,#131a30 0%,#0a0e1e 60%,#04060f 100%);border-radius:14px;}
|
| 180 |
+
.card .body-group{transform-origin:130px 200px;transition:transform .35s cubic-bezier(.2,.7,.2,1);}
|
| 181 |
+
.card:hover .body-group{transform:translateY(-4px) scale(1.10);}
|
| 182 |
+
.card .rim{opacity:.45;transition:opacity .35s ease;}
|
| 183 |
+
.card:hover .rim{opacity:1;filter:url(#glow);}
|
| 184 |
+
.card .dais-rim{opacity:.35;transition:opacity .35s ease;}
|
| 185 |
+
.card:hover .dais-rim{opacity:1;filter:url(#glow);}
|
| 186 |
+
.card .label{font:700 17px ui-sans-serif,Segoe UI,Helvetica,Arial,sans-serif;fill:#2ea66c;letter-spacing:1.5px;}
|
| 187 |
+
.card .role{font:600 9px ui-sans-serif,Segoe UI,Helvetica,Arial,sans-serif;fill:#9fb0cf;letter-spacing:3px;}
|
| 188 |
+
.patch-txt{font:700 8px ui-monospace,Menlo,Consolas,monospace;fill:#cfe;letter-spacing:1px;}
|
| 189 |
+
.chest-txt{font:700 8px ui-monospace,Menlo,Consolas,monospace;letter-spacing:.5px;}
|
| 190 |
+
.superpowers{opacity:0;transform:translateY(18px);transition:opacity .4s ease,transform .4s cubic-bezier(.2,.7,.2,1);pointer-events:none;}
|
| 191 |
+
.card:hover .superpowers{opacity:1;transform:translateY(0);}
|
| 192 |
+
.sp-bg{fill:rgba(8,12,28,.93);stroke:#2ea66c;stroke-width:1.2;}
|
| 193 |
+
.sp-name{font:800 20px ui-sans-serif,Segoe UI,sans-serif;letter-spacing:1px;}
|
| 194 |
+
.sp-sub{font:600 9px ui-monospace,monospace;fill:#7f8db0;letter-spacing:3px;}
|
| 195 |
+
.sp-label{font:600 11px ui-sans-serif,Segoe UI,sans-serif;fill:#dfe7f7;}
|
| 196 |
+
.sp-spin{transform-box:fill-box;transform-origin:center;animation:spin 6s linear infinite;}
|
| 197 |
+
.sp-pulse{transform-box:fill-box;transform-origin:center;animation:pulse 2s ease-in-out infinite;}
|
| 198 |
+
.sp-draw{stroke-dasharray:34;stroke-dashoffset:34;animation:draw 2.4s ease-in-out infinite;}
|
| 199 |
+
.sp-orbit{transform-box:fill-box;transform-origin:center;animation:spin 4s linear infinite;}
|
| 200 |
+
@keyframes spin{to{transform:rotate(360deg);}}
|
| 201 |
+
@keyframes pulse{0%,100%{transform:scale(.78);opacity:.7;}50%{transform:scale(1.12);opacity:1;}}
|
| 202 |
+
@keyframes draw{0%{stroke-dashoffset:34;}55%{stroke-dashoffset:0;}100%{stroke-dashoffset:0;opacity:.4;}}
|
| 203 |
+
</style>
|
| 204 |
+
</defs>
|
| 205 |
+
<g class="dais"><polygon points="130,236 196,256 130,276 64,256" fill="url(#daisTop-rosie)" stroke="#176b42" stroke-width="1"/><polygon points="64,256 130,276 130,292 64,272" fill="#0c1326"/><polygon points="196,256 130,276 130,292 196,272" fill="#0a1020"/><polygon class="dais-rim" points="130,236 196,256 130,276 64,256" fill="none" stroke="#2ea66c" stroke-width="2"/></g>
|
| 206 |
+
<g class="body-group"><ellipse cx="130" cy="150" rx="70" ry="92" fill="#2ea66c" opacity="0.10" filter="url(#soft)"/><path d="M92 132 Q130 118 168 132 L176 232 Q130 246 84 232 Z" fill="url(#grad-rosie)" stroke="#176b42" stroke-width="1.5" filter="url(#drop)"/><path class="rim" d="M92 132 Q130 118 168 132" fill="none" stroke="#2ea66c" stroke-width="3" stroke-linecap="round"/><rect x="120" y="108" width="20" height="22" rx="6" fill="#e7b98f" filter="url(#drop)"/><circle cx="130" cy="90" r="26" fill="#e7b98f" stroke="#176b42" stroke-width="1.2" filter="url(#drop)"/><path d="M104 88 Q108 60 130 60 Q152 60 156 88 Q150 74 130 74 Q110 74 104 88 Z" fill="#176b42"/><circle cx="121" cy="90" r="2.6" fill="#16202e"/><circle cx="139" cy="90" r="2.6" fill="#16202e"/><circle cx="121" cy="90" r="1" fill="#2ea66c"/><circle cx="139" cy="90" r="1" fill="#2ea66c"/><g transform="translate(78 150)"><rect x="-14" y="-12" width="28" height="24" rx="4" fill="#1a2238" stroke="#3a4a6a" stroke-width="0.6"/><rect x="-14" y="-12" width="28" height="24" rx="4" fill="url(#wear)" opacity="0.35"/><text x="0" y="4" class="patch-txt" text-anchor="middle">UDS</text></g><g transform="translate(130 178)"><rect x="-46" y="-10" width="92" height="18" rx="3" fill="#0d1426" opacity="0.85"/><rect x="-46" y="-10" width="92" height="18" rx="3" fill="url(#wear)" opacity="0.25"/><text x="0" y="3" class="chest-txt" text-anchor="middle" fill="#2ea66c">ROSIE · CONSOLE</text></g><g transform="translate(130 150)"><circle r="13" fill="#0a1020" stroke="#2ea66c" stroke-width="1.6"/><path d="M-6 0 q6 -8 12 0 q-6 8 -12 0 Z" fill="none" stroke="#2ea66c" stroke-width="1.4"/><circle r="2" fill="#2ea66c"/></g></g>
|
| 207 |
+
<text class="label" x="130" y="30" text-anchor="middle">ROSIE</text>
|
| 208 |
+
<text class="role" x="130" y="46" text-anchor="middle">CONSOLE</text>
|
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<text class="label" x="130" y="30" text-anchor="middle">A11OY</text>
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| 321 |
+
<g class="superpowers"><rect class="sp-bg" x="8" y="8" width="244" height="244" rx="16"/><text class="sp-name" x="28" y="48" fill="#8b6cf2">A11OY</text><text class="sp-sub" x="28" y="68">SUPERPOWERS</text><line x1="28" y1="76" x2="232" y2="76" stroke="#8b6cf2" stroke-width="1" opacity="0.5"/><g transform="translate(28 92)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g class="sp-spin" transform="translate(12 12)"><circle r="9" fill="none" stroke="#8b6cf2" stroke-width="1.6" stroke-dasharray="6 4"/><circle r="3" fill="#8b6cf2"/></g></svg><text class="sp-label" x="40" y="2">PAC-Bayes governance</text></g><g transform="translate(28 126)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g class="sp-pulse" transform="translate(12 12)"><rect x="-7" y="-7" width="14" height="14" rx="3" fill="none" stroke="#8b6cf2" stroke-width="1.6"/><circle r="2.6" fill="#8b6cf2"/></g></svg><text class="sp-label" x="40" y="2">Multi-LLM router</text></g><g transform="translate(28 160)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g transform="translate(12 12)"><path class="sp-draw" d="M-8 4 L-2 -4 L3 2 L8 -6" fill="none" stroke="#8b6cf2" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/></g></svg><text class="sp-label" x="40" y="2">35 anchor formulas</text></g><g transform="translate(28 194)"><svg x="0" y="-14" width="24" height="24" viewBox="0 0 24 24" overflow="visible"><g transform="translate(12 12)"><circle r="2.4" fill="#8b6cf2"/><g class="sp-orbit"><circle cx="8" cy="0" r="1.8" fill="#8b6cf2"/></g><circle r="8" fill="none" stroke="#8b6cf2" stroke-width="0.8" opacity="0.4"/></g></svg><text class="sp-label" x="40" y="2">Khipu chain</text></g></g>
|
| 322 |
+
</svg>
|
| 323 |
+
</a>
|
| 324 |
+
</div>
|
| 325 |
+
<div class="navy-banner">UDS Edition · Navy-Ready · CDAO-aligned</div>
|
| 326 |
+
<div class="badges">
|
| 327 |
+
<span class="badge">SLSA L1</span>
|
| 328 |
+
<span class="badge">DCO Signed</span>
|
| 329 |
+
<span class="badge">Cosign Verified</span>
|
| 330 |
+
<span class="badge">DSSE Receipts</span>
|
| 331 |
+
</div>
|
| 332 |
+
</div>
|
| 333 |
+
</div>
|
| 334 |
+
|
| 335 |
+
|
| 336 |
+
---
|
| 337 |
+
|
| 338 |
+
## THE MESH · FIVE ORGANS · LIVE
|
| 339 |
+
|
| 340 |
+
<table>
|
| 341 |
+
<tr>
|
| 342 |
+
<td>
|
| 343 |
+
|
| 344 |
+
**Anchor formulas** `35 → 38`<br/>
|
| 345 |
+
<sub>35 today · +3 after Hickok ingest</sub>
|
| 346 |
+
|
| 347 |
+
**Doctrine** `v11 LOCKED`<br/>
|
| 348 |
+
<sub>749 / 14 / 163 @ <code>c7c0ba17</code></sub>
|
| 349 |
+
|
| 350 |
+
</td>
|
| 351 |
+
<td>
|
| 352 |
+
|
| 353 |
+
**License** `Apache-2.0`<br/>
|
| 354 |
+
<sub>OSS across all repos</sub>
|
| 355 |
+
|
| 356 |
+
**Status** `LIVE`<br/>
|
| 357 |
+
<sub>five organs · /healthz boards green</sub>
|
| 358 |
+
|
| 359 |
+
</td>
|
| 360 |
+
</tr>
|
| 361 |
+
</table>
|
| 362 |
+
|
| 363 |
+
**Governed Agentic Mesh** — five organs, one locked doctrine, every decision signed.
|
| 364 |
+
|
| 365 |
+
<sub>Doctrine v11 LOCKED · 749 / 14 / 163 · Λ Conjecture 1 · SLSA L1 honest · UDS Edition</sub>
|
| 366 |
+
|
| 367 |
+
<sub>Architecture grounded in Hickok & Poeppel (2007) *Nat Rev Neurosci* 8:393 · Hickok (2025) *Wired for Words* MIT Press</sub>
|
| 368 |
+
|
| 369 |
---
|
| 370 |
|
| 371 |
## Live demo
|
|
|
|
| 406 |
|
| 407 |
<p align="center"><strong>Warhacker T-minus countdown:</strong> June 16–19, 2026 · DoD Pier Demo</p>
|
| 408 |
|
| 409 |
+
<p align="center"><strong>Warhacker — Accelerating AI for the Warfighter · San Diego · June 16–19, 2026</strong><br/><sub>Pace-setting projects: Open Arsenal · Enterprise Agents</sub></p>
|
| 410 |
+
|
| 411 |
+
> Note: the org card renders inline SVG + CSS (no JS). The Warhacker dates above are authoritative; a live JavaScript countdown remains available inside the Space's static `index.html`.
|
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|
|
|
|
|
|
|
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|
|
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|
|
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|
|
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|
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|
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|
|
| 412 |
|
| 413 |
---
|
| 414 |
|
|
|
|
| 457 |
---
|
| 458 |
|
| 459 |
<sub>Doctrine v11 LOCKED · 🪢 Khipu chain · Lean 4 · Sigstore Rekor · Apache-2.0 OSS · DOI [10.5281/zenodo.19944926](https://doi.org/10.5281/zenodo.19944926) · Source of truth: [szl-holdings/.github lean_numbers.json](https://github.com/szl-holdings/.github/blob/main/.github/data/lean_numbers.json) @ `c7c0ba17` · Founder: Stephen Paul Lutar Jr · [ORCID 0009-0001-0110-4173](https://orcid.org/0009-0001-0110-4173)</sub>
|
| 460 |
+
|
| 461 |
+
---
|
| 462 |
+
|
| 463 |
+
## RESEARCH · 8 PAPERS · LIVE DOIs
|
| 464 |
+
|
| 465 |
+
Eight peer-disseminated research records by **Stephen P. Lutar Jr.** ([ORCID 0009-0001-0110-4173](https://orcid.org/0009-0001-0110-4173)), published and archived on Zenodo under **CC-BY-4.0**. All DOIs below resolve live.
|
| 466 |
+
|
| 467 |
+
| # | Title | Authors | Year | DOI | Zenodo | License |
|
| 468 |
+
|---|---|---|---|---|---|---|
|
| 469 |
+
| 1 | Lutar Omega Formalism | Stephen P. Lutar Jr. | 2026 | [](https://doi.org/10.5281/zenodo.20499315) | [Zenodo](https://zenodo.org/doi/10.5281/zenodo.20499315) | CC-BY-4.0 |
|
| 470 |
+
| 2 | Prisca-GraphRAG | Stephen P. Lutar Jr. | 2026 | [](https://doi.org/10.5281/zenodo.20499317) | [Zenodo](https://zenodo.org/doi/10.5281/zenodo.20499317) | CC-BY-4.0 |
|
| 471 |
+
| 3 | Hermetic Constitutional Guardrails | Stephen P. Lutar Jr. | 2026 | [](https://doi.org/10.5281/zenodo.20499319) | [Zenodo](https://zenodo.org/doi/10.5281/zenodo.20499319) | CC-BY-4.0 |
|
| 472 |
+
| 4 | Sefirot Continual Learning | Stephen P. Lutar Jr. | 2026 | [](https://doi.org/10.5281/zenodo.20499322) | [Zenodo](https://zenodo.org/doi/10.5281/zenodo.20499322) | CC-BY-4.0 |
|
| 473 |
+
| 5 | Free-Energy-Lutar Active Inference | Stephen P. Lutar Jr. | 2026 | [](https://doi.org/10.5281/zenodo.20499324) | [Zenodo](https://zenodo.org/doi/10.5281/zenodo.20499324) | CC-BY-4.0 |
|
| 474 |
+
| 6 | Tawa Sparse Autoencoder | Stephen P. Lutar Jr. | 2026 | [](https://doi.org/10.5281/zenodo.20499328) | [Zenodo](https://zenodo.org/doi/10.5281/zenodo.20499328) | CC-BY-4.0 |
|
| 475 |
+
| 7 | EPR-Bell Entanglement Validation | Stephen P. Lutar Jr. | 2026 | [](https://doi.org/10.5281/zenodo.20499330) | [Zenodo](https://zenodo.org/doi/10.5281/zenodo.20499330) | CC-BY-4.0 |
|
| 476 |
+
| 8 | Chinchilla-Lutar Scaling Laws | Stephen P. Lutar Jr. | 2026 | [](https://doi.org/10.5281/zenodo.20499334) | [Zenodo](https://zenodo.org/doi/10.5281/zenodo.20499334) | CC-BY-4.0 |
|
| 477 |
+
|
| 478 |
+
### Citations (BibTeX)
|
| 479 |
+
|
| 480 |
+
<details>
|
| 481 |
+
<summary>BibTeX — 1. Lutar Omega Formalism</summary>
|
| 482 |
+
|
| 483 |
+
```bibtex
|
| 484 |
+
@misc{lutar2026omega,
|
| 485 |
+
author = {Lutar, Stephen P. Jr.},
|
| 486 |
+
title = {Lutar Omega Formalism},
|
| 487 |
+
year = {2026},
|
| 488 |
+
publisher = {Zenodo},
|
| 489 |
+
doi = {10.5281/zenodo.20499315},
|
| 490 |
+
url = {https://doi.org/10.5281/zenodo.20499315},
|
| 491 |
+
note = {ORCID: 0009-0001-0110-4173}
|
| 492 |
+
}
|
| 493 |
+
```
|
| 494 |
+
|
| 495 |
+
</details>
|
| 496 |
+
|
| 497 |
+
<details>
|
| 498 |
+
<summary>BibTeX — 2. Prisca-GraphRAG</summary>
|
| 499 |
+
|
| 500 |
+
```bibtex
|
| 501 |
+
@misc{lutar2026prisca,
|
| 502 |
+
author = {Lutar, Stephen P. Jr.},
|
| 503 |
+
title = {Prisca-GraphRAG},
|
| 504 |
+
year = {2026},
|
| 505 |
+
publisher = {Zenodo},
|
| 506 |
+
doi = {10.5281/zenodo.20499317},
|
| 507 |
+
url = {https://doi.org/10.5281/zenodo.20499317},
|
| 508 |
+
note = {ORCID: 0009-0001-0110-4173}
|
| 509 |
+
}
|
| 510 |
+
```
|
| 511 |
+
|
| 512 |
+
</details>
|
| 513 |
+
|
| 514 |
+
<details>
|
| 515 |
+
<summary>BibTeX — 3. Hermetic Constitutional Guardrails</summary>
|
| 516 |
+
|
| 517 |
+
```bibtex
|
| 518 |
+
@misc{lutar2026hermetic,
|
| 519 |
+
author = {Lutar, Stephen P. Jr.},
|
| 520 |
+
title = {Hermetic Constitutional Guardrails},
|
| 521 |
+
year = {2026},
|
| 522 |
+
publisher = {Zenodo},
|
| 523 |
+
doi = {10.5281/zenodo.20499319},
|
| 524 |
+
url = {https://doi.org/10.5281/zenodo.20499319},
|
| 525 |
+
note = {ORCID: 0009-0001-0110-4173}
|
| 526 |
+
}
|
| 527 |
+
```
|
| 528 |
+
|
| 529 |
+
</details>
|
| 530 |
+
|
| 531 |
+
<details>
|
| 532 |
+
<summary>BibTeX — 4. Sefirot Continual Learning</summary>
|
| 533 |
+
|
| 534 |
+
```bibtex
|
| 535 |
+
@misc{lutar2026sefirot,
|
| 536 |
+
author = {Lutar, Stephen P. Jr.},
|
| 537 |
+
title = {Sefirot Continual Learning},
|
| 538 |
+
year = {2026},
|
| 539 |
+
publisher = {Zenodo},
|
| 540 |
+
doi = {10.5281/zenodo.20499322},
|
| 541 |
+
url = {https://doi.org/10.5281/zenodo.20499322},
|
| 542 |
+
note = {ORCID: 0009-0001-0110-4173}
|
| 543 |
+
}
|
| 544 |
+
```
|
| 545 |
+
|
| 546 |
+
</details>
|
| 547 |
+
|
| 548 |
+
<details>
|
| 549 |
+
<summary>BibTeX — 5. Free-Energy-Lutar Active Inference</summary>
|
| 550 |
+
|
| 551 |
+
```bibtex
|
| 552 |
+
@misc{lutar2026freeenergy,
|
| 553 |
+
author = {Lutar, Stephen P. Jr.},
|
| 554 |
+
title = {Free-Energy-Lutar Active Inference},
|
| 555 |
+
year = {2026},
|
| 556 |
+
publisher = {Zenodo},
|
| 557 |
+
doi = {10.5281/zenodo.20499324},
|
| 558 |
+
url = {https://doi.org/10.5281/zenodo.20499324},
|
| 559 |
+
note = {ORCID: 0009-0001-0110-4173}
|
| 560 |
+
}
|
| 561 |
+
```
|
| 562 |
+
|
| 563 |
+
</details>
|
| 564 |
+
|
| 565 |
+
<details>
|
| 566 |
+
<summary>BibTeX — 6. Tawa Sparse Autoencoder</summary>
|
| 567 |
+
|
| 568 |
+
```bibtex
|
| 569 |
+
@misc{lutar2026tawa,
|
| 570 |
+
author = {Lutar, Stephen P. Jr.},
|
| 571 |
+
title = {Tawa Sparse Autoencoder},
|
| 572 |
+
year = {2026},
|
| 573 |
+
publisher = {Zenodo},
|
| 574 |
+
doi = {10.5281/zenodo.20499328},
|
| 575 |
+
url = {https://doi.org/10.5281/zenodo.20499328},
|
| 576 |
+
note = {ORCID: 0009-0001-0110-4173}
|
| 577 |
+
}
|
| 578 |
+
```
|
| 579 |
+
|
| 580 |
+
</details>
|
| 581 |
+
|
| 582 |
+
<details>
|
| 583 |
+
<summary>BibTeX — 7. EPR-Bell Entanglement Validation</summary>
|
| 584 |
+
|
| 585 |
+
```bibtex
|
| 586 |
+
@misc{lutar2026eprbell,
|
| 587 |
+
author = {Lutar, Stephen P. Jr.},
|
| 588 |
+
title = {EPR-Bell Entanglement Validation},
|
| 589 |
+
year = {2026},
|
| 590 |
+
publisher = {Zenodo},
|
| 591 |
+
doi = {10.5281/zenodo.20499330},
|
| 592 |
+
url = {https://doi.org/10.5281/zenodo.20499330},
|
| 593 |
+
note = {ORCID: 0009-0001-0110-4173}
|
| 594 |
+
}
|
| 595 |
+
```
|
| 596 |
+
|
| 597 |
+
</details>
|
| 598 |
+
|
| 599 |
+
<details>
|
| 600 |
+
<summary>BibTeX — 8. Chinchilla-Lutar Scaling Laws</summary>
|
| 601 |
+
|
| 602 |
+
```bibtex
|
| 603 |
+
@misc{lutar2026chinchilla,
|
| 604 |
+
author = {Lutar, Stephen P. Jr.},
|
| 605 |
+
title = {Chinchilla-Lutar Scaling Laws},
|
| 606 |
+
year = {2026},
|
| 607 |
+
publisher = {Zenodo},
|
| 608 |
+
doi = {10.5281/zenodo.20499334},
|
| 609 |
+
url = {https://doi.org/10.5281/zenodo.20499334},
|
| 610 |
+
note = {ORCID: 0009-0001-0110-4173}
|
| 611 |
+
}
|
| 612 |
+
```
|
| 613 |
+
|
| 614 |
+
</details>
|
| 615 |
+
|
| 616 |
+
### Cite this work
|
| 617 |
+
|
| 618 |
+
To cite the corpus as a whole, use the umbrella **concept DOI** (always resolves to the latest version):
|
| 619 |
+
|
| 620 |
+
```bibtex
|
| 621 |
+
@misc{lutar2026szlcorpus,
|
| 622 |
+
author = {Lutar, Stephen P. Jr.},
|
| 623 |
+
title = {SZL Holdings Research Corpus (umbrella concept record)},
|
| 624 |
+
year = {2026},
|
| 625 |
+
publisher = {Zenodo},
|
| 626 |
+
doi = {10.5281/zenodo.19944926},
|
| 627 |
+
url = {https://doi.org/10.5281/zenodo.19944926},
|
| 628 |
+
note = {Concept DOI (always resolves to latest version). Umbrella v21: 10.5281/zenodo.20490218. ORCID: 0009-0001-0110-4173}
|
| 629 |
+
}
|
| 630 |
+
```
|
| 631 |
+
|
| 632 |
+
> Umbrella v21: [10.5281/zenodo.20490218](https://doi.org/10.5281/zenodo.20490218) · Concept: [10.5281/zenodo.19944926](https://doi.org/10.5281/zenodo.19944926)
|
| 633 |
+
|
| 634 |
+
<sub>Lineage: Architecture grounded in Hickok & Poeppel 2007 (Nat Rev Neurosci 8:393) · Hickok 2025 *Wired for Words* (MIT Press)</sub>
|