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<meta name="description" content="SZL Holdings publishes governed AI models, evidence, software, and demonstrations with explicit operational boundaries.">
<title>SZL Holdings - Control before action. Evidence after.</title>
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<meta property="og:description" content="Governed decision infrastructure for actions that must survive scrutiny.">
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#szl-hf-org-card .szl-hf-portfolio-card > p { margin: 13px 0 18px; color: var(--muted); }
#szl-hf-org-card .szl-hf-link-list { display: grid; gap: 8px; margin: 0; padding: 0; list-style: none; }
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#szl-hf-org-card .szl-hf-link-list span:last-child { color: var(--gold-hi); font-family: var(--mono); font-size: 11px; }
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#szl-hf-org-card .szl-hf-truth-panel h3 { margin: 0 0 11px; font-size: 24px; }
#szl-hf-org-card .szl-hf-truth-panel p { margin: 0 0 16px; color: var(--muted); }
#szl-hf-org-card .szl-hf-labels { display: flex; flex-wrap: wrap; gap: 7px; margin: 0; padding: 0; list-style: none; }
#szl-hf-org-card .szl-hf-label { border: 1px solid var(--line); border-radius: 999px; padding: 6px 9px; color: var(--muted); font-family: var(--mono); font-size: 10px; }
#szl-hf-org-card .szl-hf-label.szl-hf-measured { border-color: rgba(71, 215, 196, .52); color: var(--teal-hi); }
#szl-hf-org-card .szl-hf-status-list { display: grid; gap: 7px; margin: 0; padding: 0; list-style: none; }
#szl-hf-org-card .szl-hf-status-list a { display: grid; grid-template-columns: minmax(0, 1fr) auto; gap: 12px; min-height: 48px; align-items: center; border: 1px solid var(--line); border-radius: 11px; padding: 8px 12px; color: var(--muted); text-decoration: none; }
#szl-hf-org-card .szl-hf-status-list a:hover { border-color: rgba(71, 215, 196, .52); color: var(--ink); }
#szl-hf-org-card .szl-hf-status-list span:last-child { color: var(--gold-hi); font-family: var(--mono); font-size: 11px; }
#szl-hf-org-card code { color: var(--gold-hi); font-family: var(--mono); }
#szl-hf-org-card .szl-hf-closing { padding-bottom: 72px; }
#szl-hf-org-card .szl-hf-closing-panel { display: grid; grid-template-columns: minmax(0, 1.3fr) minmax(220px, .7fr); gap: 30px; align-items: center; border: 1px solid rgba(215, 181, 94, .34); border-radius: 22px; padding: clamp(28px, 5vw, 48px); background: linear-gradient(130deg, #132636, #111721 58%, #211c12); }
#szl-hf-org-card .szl-hf-closing-panel h2 { max-width: 700px; }
#szl-hf-org-card .szl-hf-closing-panel p { max-width: 650px; margin-bottom: 0; color: var(--muted); font-size: 17px; }
#szl-hf-org-card .szl-hf-closing-actions { display: grid; gap: 9px; }
#szl-hf-org-card footer { border-top: 1px solid rgba(132, 149, 171, .15); padding: 28px 0 38px; color: var(--quiet); font-size: 12px; }
#szl-hf-org-card .szl-hf-footer-row { display: flex; justify-content: space-between; flex-wrap: wrap; gap: 16px; }
#szl-hf-org-card .szl-hf-footer-links { display: flex; flex-wrap: wrap; gap: 16px; }
#szl-hf-org-card .szl-hf-footer-links a { min-height: var(--tap); display: inline-flex; align-items: center; text-decoration: none; }
#szl-hf-org-card .szl-hf-footer-links a:hover { color: var(--ink); }
@media (max-width: 900px) {
#szl-hf-org-card .szl-hf-section-head, #szl-hf-org-card .szl-hf-kernel-note, #szl-hf-org-card .szl-hf-closing-panel { grid-template-columns: 1fr; }
#szl-hf-org-card .szl-hf-hero { min-height: 500px; }
#szl-hf-org-card .szl-hf-hero::before { background: linear-gradient(90deg, rgba(5, 9, 16, .99), rgba(5, 9, 16, .7) 78%, rgba(5, 9, 16, .3)); }
#szl-hf-org-card .szl-hf-hero-art { object-position: 62% center; }
#szl-hf-org-card .szl-hf-journeys, #szl-hf-org-card .szl-hf-portfolio { grid-template-columns: 1fr; }
#szl-hf-org-card .szl-hf-journey { min-height: 150px; }
#szl-hf-org-card .szl-hf-portfolio-card { padding: 20px; }
}
@media (max-width: 760px) {
#szl-hf-org-card .szl-hf-nav { min-height: 0; padding: 10px 0; display: grid; grid-template-columns: 1fr; }
#szl-hf-org-card nav { width: 100%; display: grid; grid-template-columns: repeat(2, minmax(0, 1fr)); gap: 6px; }
#szl-hf-org-card nav a { justify-content: center; padding: 7px; text-align: center; white-space: normal; }
#szl-hf-org-card nav a.szl-hf-primary-link { grid-column: 1 / -1; }
#szl-hf-org-card .szl-hf-truth { grid-template-columns: 1fr; }
}
@media (max-width: 640px) {
#szl-hf-org-card .szl-hf-shell { width: calc(100% - 24px); }
#szl-hf-org-card .szl-hf-brand { margin-bottom: 2px; }
#szl-hf-org-card .szl-hf-hero { min-height: 0; margin: 14px auto 42px; padding: 38px 20px 34px; border-radius: 22px; }
#szl-hf-org-card .szl-hf-hero::before { background: linear-gradient(0deg, rgba(5, 9, 16, .99), rgba(5, 9, 16, .84) 72%, rgba(5, 9, 16, .5)); }
#szl-hf-org-card .szl-hf-hero::after { inset: 8px; border-radius: 15px; }
#szl-hf-org-card .szl-hf-hero-art { object-position: 70% center; opacity: .55; }
#szl-hf-org-card h1 { font-size: clamp(39px, 12.5vw, 52px); letter-spacing: -.045em; }
#szl-hf-org-card .szl-hf-lede { font-size: 16px; }
#szl-hf-org-card .szl-hf-actions { display: grid; grid-template-columns: 1fr; }
#szl-hf-org-card .szl-hf-actions .szl-hf-button { width: 100% !important; }
#szl-hf-org-card nav a.szl-hf-primary-link { grid-column: auto; }
#szl-hf-org-card section { padding: 42px 0; scroll-margin-top: 0; }
#szl-hf-org-card .szl-hf-section-head { gap: 14px; margin-bottom: 22px; }
#szl-hf-org-card .szl-hf-steps { grid-template-columns: 1fr; }
#szl-hf-org-card .szl-hf-step { min-height: 0; padding: 11px 0 13px; }
#szl-hf-org-card .szl-hf-link-list a, #szl-hf-org-card .szl-hf-status-list a { grid-template-columns: minmax(0, 1fr) auto; }
#szl-hf-org-card .szl-hf-closing { padding-bottom: 52px; }
}
@media (max-width: 390px) {
#szl-hf-org-card .szl-hf-shell { width: calc(100% - 18px); }
#szl-hf-org-card .szl-hf-portfolio-head { display: grid; }
#szl-hf-org-card .szl-hf-type { width: max-content; }
}
@media (max-height: 520px) and (orientation: landscape) {
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</head>
<body data-szl-surface="company-front-door">
<div id="szl-hf-org-card" data-szl-embed-safe="true">
<a class="szl-hf-skip" href="#szl-hf-main">Skip to main content</a>
<header>
<div class="szl-hf-shell szl-hf-nav">
<a class="szl-hf-brand" href="https://huggingface.co/SZLHOLDINGS" aria-label="SZL Holdings organization on Hugging Face">
<span class="szl-hf-brand-mark" aria-hidden="true"></span>
SZL HOLDINGS
</a>
<nav aria-label="Primary navigation">
<a href="#szl-hf-paths">Start</a>
<a href="#szl-hf-artifacts">Portfolio</a>
<a href="#szl-hf-status">Truth</a>
<a class="szl-hf-primary-link" href="https://a-11-oy.com">Open a11oy</a>
</nav>
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</header>
<main id="szl-hf-main" tabindex="-1">
<div class="szl-hf-shell">
<section class="szl-hf-hero" aria-labelledby="szl-hf-hero-title">
<img class="szl-hf-hero-art" src="https://szlholdings-readme.static.hf.space/assets/evidence-lattice-v2.webp" alt="" width="1800" height="776" fetchpriority="high" decoding="async">
<div class="szl-hf-hero-copy">
<div class="szl-hf-eyebrow">Governed decision infrastructure</div>
<h1 id="szl-hf-hero-title">Control before action. <span>Evidence after.</span></h1>
<p class="szl-hf-lede">Models, data, kernels, and demonstrations for decisions that must stay inside declared authority and survive independent scrutiny.</p>
<div class="szl-hf-actions" aria-label="Primary actions">
<a class="szl-hf-button szl-hf-primary" href="https://a-11-oy.com">Enter the command center</a>
<a class="szl-hf-button szl-hf-secondary" href="#szl-hf-artifacts">Browse the portfolio</a>
<a class="szl-hf-button szl-hf-secondary" href="https://a11oy.net">Verify evidence</a>
</div>
<p class="szl-hf-microcopy">Artifact type, evidence class, and runtime state remain separate.</p>
</div>
</section>
<section id="szl-hf-paths" aria-labelledby="szl-hf-paths-title">
<div class="szl-hf-section-head">
<div>
<div class="szl-hf-eyebrow">Choose a path</div>
<h2 id="szl-hf-paths-title">One estate. Four clear journeys.</h2>
</div>
<p class="szl-hf-section-copy">Start with the outcome you need. Operator, builder, researcher, and verifier routes converge on the same source, release, and evidence boundaries.</p>
</div>
<div class="szl-hf-journeys">
<a class="szl-hf-journey szl-hf-path" href="https://huggingface.co/spaces/SZLHOLDINGS/a11oy">
<span class="szl-hf-index">01 / Operate</span>
<h3>Govern an action</h3>
<p>Inspect policy, authority, decision state, and the receipt emitted by a bounded workflow.</p>
<span class="szl-hf-go">Open a11oy Space -></span>
</a>
<a class="szl-hf-journey szl-hf-path" href="https://huggingface.co/SZLHOLDINGS/models">
<span class="szl-hf-index">02 / Build</span>
<h3>Use exact artifacts</h3>
<p>Pin models, datasets, and governed software by immutable revision and disclosed lineage.</p>
<span class="szl-hf-go">Browse models -></span>
</a>
<a class="szl-hf-journey szl-hf-path" href="https://huggingface.co/SZLHOLDINGS/collections">
<span class="szl-hf-index">03 / Research</span>
<h3>Follow a release family</h3>
<p>Trace primary artifacts, derived forms, evaluations, datasets, and demonstrations as one bounded collection.</p>
<span class="szl-hf-go">Open collections -></span>
</a>
<a class="szl-hf-journey szl-hf-path" href="https://a11oy.net">
<span class="szl-hf-index">04 / Verify</span>
<h3>Replay the evidence</h3>
<p>Follow receipts and provenance outside the product UI without treating reachability as proof.</p>
<span class="szl-hf-go">Open proof registry -></span>
</a>
</div>
</section>
<section id="szl-hf-artifacts" aria-labelledby="szl-hf-artifacts-title">
<div class="szl-hf-section-head">
<div>
<div class="szl-hf-eyebrow">Portfolio</div>
<h2 id="szl-hf-artifacts-title">Find the artifact, then inspect its contract.</h2>
</div>
<p class="szl-hf-section-copy">Hugging Face repository type does not redefine the artifact. Every card must say what it is, where it came from, how to reproduce it, and what it does not prove.</p>
</div>
<div class="szl-hf-portfolio">
<article class="szl-hf-portfolio-card">
<div class="szl-hf-portfolio-head">
<div><span class="szl-hf-index">Weights + software</span><h3>Models</h3></div>
<span class="szl-hf-type">Lineage</span>
</div>
<p>Trained weights, adapters, recipes, surrogates, and source-bound kernels stay explicitly classified.</p>
<ul class="szl-hf-link-list">
<li><a class="szl-hf-card" href="https://huggingface.co/SZLHOLDINGS/SZL-Khipu-1.5B"><span>Khipu 1.5B</span><span>weights</span></a></li>
<li><a class="szl-hf-card" href="https://huggingface.co/SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent"><span>ReceiptAgent</span><span>weights</span></a></li>
<li><a class="szl-hf-card" href="https://huggingface.co/SZLHOLDINGS/szl-kernels"><span>SZL Kernels</span><span>software</span></a></li>
</ul>
<a class="szl-hf-browse" href="https://huggingface.co/SZLHOLDINGS/models">View every model -></a>
</article>
<article class="szl-hf-portfolio-card">
<div class="szl-hf-portfolio-head">
<div><span class="szl-hf-index">Records + evidence</span><h3>Datasets</h3></div>
<span class="szl-hf-type">Provenance</span>
</div>
<p>Corpora, admitted evidence, evaluations, receipts, and proofs expose source and privacy boundaries.</p>
<ul class="szl-hf-link-list">
<li><a class="szl-hf-card" href="https://huggingface.co/datasets/SZLHOLDINGS/szl-lake"><span>szl-lake</span><span>admitted</span></a></li>
<li><a class="szl-hf-card" href="https://huggingface.co/datasets/SZLHOLDINGS/a11oy-verifiable-corpus"><span>a11oy corpus</span><span>verifiable</span></a></li>
<li><a class="szl-hf-card" href="https://huggingface.co/datasets/SZLHOLDINGS/governed-receipts-bench"><span>Agent bench</span><span>evaluation</span></a></li>
</ul>
<a class="szl-hf-browse" href="https://huggingface.co/SZLHOLDINGS/datasets">View every dataset -></a>
</article>
<article class="szl-hf-portfolio-card">
<div class="szl-hf-portfolio-head">
<div><span class="szl-hf-index">Interfaces + demos</span><h3>Spaces</h3></div>
<span class="szl-hf-type">Runtime</span>
</div>
<p>Command, verification, research, and visualization interfaces expose source and demonstration limits.</p>
<ul class="szl-hf-link-list">
<li><a class="szl-hf-card" href="https://huggingface.co/spaces/SZLHOLDINGS/a11oy"><span>a11oy</span><span>command</span></a></li>
<li><a class="szl-hf-card" href="https://huggingface.co/spaces/SZLHOLDINGS/killinchu"><span>Killinchu</span><span>intelligence / SIMULATED</span></a></li>
<li><a class="szl-hf-card" href="https://huggingface.co/spaces/SZLHOLDINGS/szl-kernels-live"><span>Kernels live</span><span>evidence</span></a></li>
</ul>
<a class="szl-hf-browse" href="https://huggingface.co/SZLHOLDINGS/spaces">View every Space -></a>
</article>
</div>
<div class="szl-hf-kernel-note">
<h3>Governed kernels are software, not trained models.</h3>
<p>The Models surface groups source-bound executable kernels for discovery. Their cards must not imply neural training, benchmark coverage, or production authorization that their receipts do not establish.</p>
</div>
</section>
<section aria-labelledby="szl-hf-loop-title">
<div class="szl-hf-section-head">
<div>
<div class="szl-hf-eyebrow">Operating loop</div>
<h2 id="szl-hf-loop-title">Decision and evidence travel together.</h2>
</div>
<p class="szl-hf-section-copy">A six-stage contract makes the control boundary legible on a phone without a horizontal carousel or clipped final steps.</p>
</div>
<div class="szl-hf-loop">
<ol class="szl-hf-steps">
<li class="szl-hf-step szl-hf-control"><strong>Intent</strong><span>Declare the requested outcome and scope.</span></li>
<li class="szl-hf-step szl-hf-control"><strong>Policy</strong><span>Evaluate authority before execution.</span></li>
<li class="szl-hf-step szl-hf-control"><strong>Decision</strong><span>Allow, deny, warn, or escalate.</span></li>
<li class="szl-hf-step szl-hf-evidence"><strong>Receipt</strong><span>Bind inputs, policy, action, and outcome.</span></li>
<li class="szl-hf-step szl-hf-evidence"><strong>Verify</strong><span>Replay evidence outside the product UI.</span></li>
<li class="szl-hf-step szl-hf-evidence"><strong>Respond</strong><span>Rollback, investigate, or improve policy.</span></li>
</ol>
</div>
</section>
<section id="szl-hf-status" aria-labelledby="szl-hf-status-title">
<div class="szl-hf-section-head">
<div>
<div class="szl-hf-eyebrow">Truth contract</div>
<h2 id="szl-hf-status-title">Read the label before the claim.</h2>
</div>
<p class="szl-hf-section-copy">Evidence class says how a claim was established. Runtime state says what is available now. Neither grants authorization.</p>
</div>
<div class="szl-hf-truth">
<article class="szl-hf-truth-panel">
<h3>Evidence classes</h3>
<p>Every consequential statement carries one of these explicit scopes. Demonstrations may be <strong>SIMULATED</strong>. <a href="https://huggingface.co/datasets/SZLHOLDINGS/SZLHOLDINGS">SZLHOLDINGS/SZLHOLDINGS</a> is a <strong>HISTORICAL</strong> profile mirror only; do not infer current inventory, runtime status, proof counts, or canonical links from it.</p>
<ul class="szl-hf-labels">
<li class="szl-hf-label szl-hf-measured">PROVED</li>
<li class="szl-hf-label szl-hf-measured">MEASURED</li>
<li class="szl-hf-label">REPORTED</li>
<li class="szl-hf-label">MODELED</li>
<li class="szl-hf-label">CONJECTURE</li>
<li class="szl-hf-label">ROADMAP</li>
</ul>
<p class="szl-hf-microcopy">A signature establishes scoped integrity and origin, not accuracy, safety, or fitness.</p>
</article>
<article class="szl-hf-truth-panel">
<h3>Current state sources</h3>
<p>Inspect source-bound status before relying on a running interface.</p>
<ul class="szl-hf-status-list">
<li><a href="https://huggingface.co/spaces/SZLHOLDINGS/README"><span>Hugging Face front door</span><span>Hub Space</span></a></li>
<li><a href="https://szlholdings-readme.static.hf.space/deployment.json"><span>Served front-door binding</span><span>source</span></a></li>
<li><a href="https://a-11-oy.com/api/a11oy/v1/readiness"><span>a11oy readiness</span><span>runtime</span></a></li>
<li><a href="https://szlholdings-killinchu.hf.space/api/build-info"><span>Killinchu build</span><span>revision</span></a></li>
<li><a href="https://szlholdings-killinchu.hf.space/api/public-risk-status"><span>Killinchu public-risk gate</span><span>risk</span></a></li>
<li><a href="https://szlholdings-killinchu.hf.space/api/killinchu/readyz"><span>Killinchu service readiness</span><span>runtime</span></a></li>
<li><a href="https://github.com/szl-holdings"><span>Protected GitHub source</span><span>code</span></a></li>
</ul>
</article>
</div>
</section>
<section class="szl-hf-closing" aria-labelledby="szl-hf-closing-title">
<div class="szl-hf-closing-panel">
<div>
<div class="szl-hf-eyebrow">Build or verify</div>
<h2 id="szl-hf-closing-title">Start with the product. Finish with the evidence.</h2>
<p>Use exact revisions, keep runtime and evidence state separate, and report security issues through the protected channel.</p>
</div>
<div class="szl-hf-closing-actions">
<a class="szl-hf-button szl-hf-primary" href="https://holdings.a-11-oy.com/docs-site/">Developer documentation</a>
<a class="szl-hf-button szl-hf-secondary" href="https://github.com/szl-holdings/.github/security/policy">Security policy</a>
<a class="szl-hf-button szl-hf-secondary" href="https://github.com/szl-holdings/.github/blob/main/SUPPORT.md">Support</a>
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<a href="https://huggingface.co/SZLHOLDINGS/collections">Collections</a>
<a href="https://github.com/szl-holdings/.github/blob/main/TRUST.md">Trust</a>
<a href="https://github.com/szl-holdings/.github">Source</a>
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