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1<meta name="next-size-adjust" content=""/><title>Xor — Xyne</title><meta name="description" content="Xor is an open source, multimodal decision model: typed questions in, calibrated typed answers out. Apache 2.0 weights you run on a single GPU."/><meta property="og:title" content="Xor — Xyne"/><meta property="og:description" content="Xor is an open source, multimodal decision model: typed questions in, calibrated typed answers out. Apache 2.0 weights you run on a single GPU."/><meta property="og:url" content="https://xyne.ai/models"/><meta property="og:site_name" content="Xyne"/><meta property="og:image" content="https://xyne.ai/models/opengraph-image?6e36987c730dce1d"/><meta property="og:image:type" content="image/png"/><meta property="og:image:width" content="1200"/><meta property="og:image:height" content="630"/><meta property="og:image:alt" content="Xyne — Xor, an open decision model"/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary_large_image"/><meta name="twitter:title" content="Xor — Xyne"/><meta name="twitter:description" content="Xor is an open source, multimodal decision model: typed questions in, calibrated typed answers out. Apache 2.0 weights you run on a single GPU."/><meta name="twitter:image" content="https://xyne.ai/models/opengraph-image?6e36987c730dce1d"/><meta name="twitter:image:alt" content="Xyne — Xor, an open decision model"/><meta name="twitter:image:type" content="image/png"/><meta name="twitter:image:width" content="1200"/><meta name="twitter:image:height" content="630"/><link rel="icon" href="/favicon.svg" type="image/svg+xml"/><link rel="icon" href="/favicon.png" type="image/png" sizes="78x78"/>
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1<script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://xyne.ai/#organization","name":"Xyne","url":"https://xyne.ai","description":"Xyne is an open-source enterprise AI platform to build apps & agents powered by your context. Model agnostic. Data sovereign.","logo":"https://xyne.ai/favicon.png"},{"@type":"WebSite","@id":"https://xyne.ai/#website","name":"Xyne","url":"https://xyne.ai","description":"Xyne is an open-source enterprise AI platform to build apps & agents powered by your context. Model agnostic. Data sovereign.","publisher":{"@id":"https://xyne.ai/#organization"}}]}</script>
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1-three" aria-hidden="true"><path d="M4 6H20M4 12H20M4 18H20" stroke="currentColor"></path></svg></button></div></header><section class="grid-shell gap-y-8 pt-[clamp(3.5rem,12.44vw,13.4375rem)]"><div class="col-content lg:col-line-4 lg:col-line-span-3 lg:row-start-1 lg:self-center"><div class="relative aspect-[3166/1724] w-full overflow-hidden bg-carbon"><mux-player player-software-name="mux-player-react" player-software-version="3.13.4" stream-type="on-demand" accent-color="#ff4f4f" title="See it in action" class="size-full"></mux-player></div></div><div class="col-content lg:col-line-1 lg:col-line-span-2 lg:row-start-1"><h1 class="flex flex-col items-start font-display text-title-sm font-[470] leading-[106.25%] tracking-[-0.02em] text-ink">Xor, an open<span class="-z-10 bg-brand px-[0.08em] text-white">Decision Model</span>you run yourself</h1><div class="mt-[clamp(2rem,6vw,3rem)] flex flex-col gap-6 lg:gap-8"><ul class="flex justify-start gap-10 lg:justify-between lg:gap-6"><li class="flex flex-col gap-1"><span class="whitespace-nowrap font-mono text-label-lg font-semibold uppercase tracking-[0.04em] text-brand">Apache 2.0</span><span class="whitespace-nowrap font-mono text-label font-medium uppercase tracking-[0.06em] text-ink-muted">open weights</span></li><li class="flex flex-col gap-1"><span class="whitespace-nowrap font-mono text-label-lg font-semibold uppercase tracking-[0.04em] text-brand">35B / 3B</span><span class="whitespace-nowrap font-mono text-label font-medium uppercase tracking-[0.06em] text-ink-muted">MoE, active</span></li><li class="flex flex-col gap-1"><span class="whitespace-nowrap font-mono text-label-lg font-semibold uppercase tracking-[0.04em] text-brand">1 GPU</span><span class="whitespace-nowrap font-mono text-label font-medium uppercase tracking-[0.06em] text-ink-muted">validated</span></li></ul><p class="text-body font-medium tracking-[0.015em] text-ink">Typed questions in, typed answers out. Xor is post-trained on Qwen3.6-35B-A3B for classification and decisions over text, images and video, and ships with the serving layer that makes its answers calibrated and reproducible.</p><div class="flex flex-wrap items-center gap-6"><a href="https://huggingface.co/juspay/xor" target="_blank" rel="noopener noreferrer" class="flex items-center gap-2 rounded-full bg-brand py-2 pl-4 pr-2.5 text-[14px] font-[550] leading-5 text-white transition-transform active:scale-[0.97]">Try XOR yourself<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 20 20" fill="none" stroke-width="1.875" stroke-linecap="round" stroke-linejoin="round" width="20" height="20" class="pika pika-arrow-right" aria-hidden="true"><path d="M4.16667 10H15.8333M10 15.8333L15.8333 10L10 4.16667" stroke="currentColor"></path></svg></a><a href="#quick-start" class="text-[14px] font-[550] leading-5 text-brand transition-colors hover:text-brand-deep">Quick start</a></div></div></div></section><section class="grid-shell pt-[clamp(3.75rem,10.65vw,11.5rem)]"><ul class="col-content grid gap-6 md:grid-cols-2 lg:grid-cols-4 lg:gap-[27px]"><li class="relative bg-surface px-5 pb-10 pt-11 lg:min-h-45"><div class="relative mb-[15px]"><span aria-hidden="true" class="absolute -left-5 top-1/2 h-8 w-1 -translate-y-1/2 bg-brand"></span><span class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink">typed questions</span></div><p class="text-body font-medium tracking-[0.02em] text-ink-muted">Ask noul, choice or score questions and get typed answers back, never free text.</p></li><li class="relative bg-surface px-5 pb-10 pt-11 lg:min-h-45"><div class="relative mb-[15px]"><span aria-hidden="true" class="absolute -left-5 top-1/2 h-8 w-1 -translate-y-1/2 bg-brand"></span><span class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink">calibrated</span></div><p class="text-body font-medium tracking-[0.02em] text-ink-muted">Every answer comes with a full probability distribution, calibrated per question type.</p></li><li class="relative bg-surface px-5 pb-10 pt-11 lg:min-h-45"><div class="relative mb-[15px]"><span aria-hidden="true" class="absolute -left-5 top-1/2 h-8 w-1 -translate-y-1/2 bg-brand"></span><span class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink">multimodal</span></div><p class="text-body font-medium tracking-[0.02em] text-ink-muted">Classify from text plus up to eight images, or one video, in a single request.</p></li><li class="relative bg-surface px-5 pb-10 pt-11 lg:min-h-45"><div class="relative mb-[15px]"><span aria-hidden="true" class="absolute -left-5 top-1/2 h-8 w-1 -translate-y-1/2 bg-brand"></span><span class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink">order-debiased</span></div><p class="text-body font-medium tracking-[0.02em] text-ink-muted">Options are read forward and in reverse, so candidate order does not sway the answer.</p></li><li class="relative bg-surface px-5 pb-10 pt-11 lg:min-h-45"><div class="relative mb-[15px]"><span aria-hidden="true" class="absolute -left-5 top-1/2 h-8 w-1 -translate-y-1/2 bg-brand"></span><span class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink">up to 255 options</span></div><p class="text-body font-medium tracking-[0.02em] text-ink-muted">Choice and score questions take anywhere from 2 to 255 candidates.</p></li><li class="relative bg-surface px-5 pb-10 pt-11 lg:min-h-45"><div class="relative mb-[15px]"><span aria-hidden="true" class="absolute -left-5 top-1/2 h-8 w-1 -translate-y-1/2 bg-brand"></span><span class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink">one gpu</span></div><p class="text-body font-medium tracking-[0.02em] text-ink-muted">Validated on a single NVIDIA H200 with a pinned, patched SGLang runtime.</p></li><li class="relative bg-surface px-5 pb-10 pt-11 lg:min-h-45"><div class="relative mb-[15px]"><span aria-hidden="true" class="absolute -left-5 top-1/2 h-8 w-1 -translate-y-1/2 bg-brand"></span><span class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink">
1verifiable release</span></div><p class="text-body font-medium tracking-[0.02em] text-ink-muted">Every model file is checked against published hashes before the server starts.</p></li><li class="relative bg-surface px-5 pb-10 pt-11 lg:min-h-45"><div class="relative mb-[15px]"><span aria-hidden="true" class="absolute -left-5 top-1/2 h-8 w-1 -translate-y-1/2 bg-brand"></span><span class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink">self-hosted</span></div><p class="text-body font-medium tracking-[0.02em] text-ink-muted">Runs on your own infrastructure. No API key needed when bound to localhost.</p></li></ul></section><section id="quick-start" class="grid-shell gap-y-10 pt-[clamp(5rem,10.65vw,11.5rem)] scroll-mt-16"><div class="relative col-content font-display text-title-sm font-medium tracking-[-0.01em] text-ink lg:col-line-1 lg:col-line-span-2 lg:pr-10"><h2>Try it yourself</h2><p class="mt-4 text-body font-medium tracking-[0.015em] text-ink-muted lg:mt-6">Four steps from download to a running API on one GPU.</p><ul class="mt-8 space-y-2 lg:mt-12"><li class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">Linux x86-64</li><li class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">Hugging Face CLI</li><li class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">Docker Engine + Compose v2</li><li class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">NVIDIA Container Toolkit</li><li class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">~120 GB free disk</li></ul></div><ol class="relative col-content lg:col-line-3 lg:col-line-span-4 space-y-8"><li><p class="mb-3 flex items-baseline gap-3 text-body font-semibold text-ink"><span class="font-mono text-label text-brand">0<!-- -->1</span>Download a pinned release</p><pre class="overflow-x-auto bg-carbon p-5 font-mono text-[13px] leading-[1.7] text-white/85"><code>hf download juspay/xor --revision v1.1 --local-dir xor-1.1</code></pre></li><li><p class="mb-3 flex items-baseline gap-3 text-body font-semibold text-ink"><span class="font-mono text-label text-brand">0<!-- -->2</span>Verify and extract the serving bundle</p><pre class="overflow-x-auto bg-carbon p-5 font-mono text-[13px] leading-[1.7] text-white/85"><code>(cd xor-1.1/serving &amp;&amp; sha256sum -c xor-1.1-serving.tar.gz.sha256)
2
3mkdir -p xor-1.1-runtime
4tar -xzf xor-1.1/serving/xor-1.1-serving.tar.gz \
5  -C xor-1.1-runtime --strip-components=1</code></pre></li><li><p class="mb-3 flex items-baseline gap-3 text-body font-semibold text-ink"><span class="font-mono text-label text-brand">0<!-- -->3</span>Point it at the weights and start it</p><pre class="overflow-x-auto bg-carbon p-5 font-mono text-[13px] leading-[1.7] text-white/85"><code>cd xor-1.1-runtime
6cp .env.example .env
7sed -i &quot;s|^MODEL_DIR=.*|MODEL_DIR=$(cd ../xor-1.1 &amp;&amp; pwd)|&quot; .env
8./run.sh</code></pre></li><li><p class="mb-3 flex items-baseline gap-3 text-body font-semibold text-ink"><span class="font-mono text-label text-brand">0<!-- -->4</span>Ask it a typed question</p><pre class="overflow-x-auto bg-carbon p-5 font-mono text-[13px] leading-[1.7] text-white/85"><code>curl -sS -X POST http://127.0.0.1:30002/v1/systemone \
9  -H &#x27;Content-Type: application/json&#x27; \
10  --data @examples/request.json</code></pre></li><li class="text-body font-medium tracking-[0.015em] text-ink-muted">The API comes up at<!-- --> <code class="font-mono text-[0.9em] text-ink">127.0.0.1:30002/v1/systemone</code>. Before exposing it beyond localhost, add authentication, TLS, rate limits and request-size limits at your ingress.</li></ol></section><section class="grid-shell gap-y-10 pt-[clamp(5rem,10.65vw,11.5rem)]"><div class="relative col-content font-display text-title-sm font-medium tracking-[-0.01em] text-ink lg:col-line-1 lg:col-line-span-2 lg:pr-10"><h2>Benchmarks</h2><p class="mt-4 text-body font-medium tracking-[0.015em] text-ink-muted lg:mt-6">Xor 1.1 on the public tiers of JevBench, run locally on one H200, one request at a time. A self
10-run result, not an official rank.</p></div><div class="relative col-content lg:col-line-3 lg:col-line-span-4"><div class="overflow-x-auto bg-surface"><table class="w-full min-w-[560px] text-left"><thead><tr class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted border-b border-rail-line"><th class="px-5 py-4 font-medium">Tier</th><th class="px-5 py-4 text-right font-medium">Correct</th><th class="px-5 py-4 text-right font-medium">Accuracy</th><th class="px-5 py-4 text-right font-medium">p50</th><th class="px-5 py-4 text-right font-medium">p95</th></tr></thead><tbody class="text-body font-medium text-ink"><tr class="border-b border-rail-line"><td class="px-5 py-4 ">Easy</td><td class="px-5 py-4 text-right font-mono text-ink-muted">48<!-- -->/<!-- -->48</td><td class="px-5 py-4 text-right font-mono ">100%</td><td class="px-5 py-4 text-right font-mono text-ink-muted">0.074 s</td><td class="px-5 py-4 text-right font-mono text-ink-muted">0.077 s</td></tr><tr class="border-b border-rail-line"><td class="px-5 py-4 ">Original</td><td class="px-5 py-4 text-right font-mono text-ink-muted">70<!-- -->/<!-- -->72</td><td class="px-5 py-4 text-right font-mono ">97.2%</td><td class="px-5 py-4 text-right font-mono text-ink-muted">0.074 s</td><td class="px-5 py-4 text-right font-mono text-ink-muted">0.078 s</td></tr><tr class="border-b border-rail-line"><td class="px-5 py-4 ">Hard</td><td class="px-5 py-4 text-right font-mono text-ink-muted">89<!-- -->/<!-- -->111</td><td class="px-5 py-4 text-right font-mono ">80.2%</td><td class="px-5 py-4 text-right font-mono text-ink-muted">0.078 s</td><td class="px-5 py-4 text-right font-mono text-ink-muted">0.138 s</td></tr><tr class=""><td class="px-5 py-4 font-semibold">All public</td><td class="px-5 py-4 text-right font-mono text-ink-muted">207<!-- -->/<!-- -->231</td><td class="px-5 py-4 text-right font-mono font-semibold text-brand">89.6%</td><td class="px-5 py-4 text-right font-mono text-ink-muted">0.075 s</td><td class="px-5 py-4 text-right font-mono text-ink-muted">0.121 s</td></tr></tbody></table></div><ul class="mt-8 flex flex-wrap gap-x-12 gap-y-6"><li class="flex flex-col gap-1"><span class="font-display text-title-sm font-medium tracking-[-0.01em] text-ink">90.6%</span><span class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">macro accuracy</span></li><li class="flex flex-col gap-1"><span class="font-display text-title-sm font-medium tracking-[-0.01em] text-ink">0.170</span><span class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">brier mean</span></li><li class="flex flex-col gap-1"><span class="font-display text-title-sm font-medium tracking-[-0.01em] text-ink">0.056</span><span class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">ece</span></li></ul></div></section><section class="grid-shell gap-y-10 pt-[clamp(5rem,10.65vw,11.5rem)] pb-[clamp(5rem,14.1vw,15.25rem)]"><div class="relative col-content font-display text-title-sm font-medium tracking-[-0.01em] text-ink lg:col-line-1 lg:col-line-span-2 lg:pr-10"><h2>Model details</h2></div><dl class="relative col-content lg:col-line-3 lg:col-line-span-4 grid md:grid-cols-2 md:gap-x-[27px]"><div class="flex flex-col gap-1 border-b border-rail-line py-4"><dt class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">Base checkpoint</dt><dd class="text-body font-medium text-ink">Qwen/Qwen3.6-35B-A3B</dd></div><div class="flex flex-col gap-1 border-b border-rail-line py-4"><dt class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">Architecture</dt><dd class="text-body font-medium text-ink">Mixture-of-experts causal LM</dd></div><div class="flex flex-col gap-1 border-b border-rail-line py-4"><dt class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">Parameters</dt><dd class="text-body font-medium text-ink">35B total, ~3B active per token</dd></div><div class="flex flex-col gap-1 border-b border-rail-line py-4"><dt class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">
10Post-training</dt><dd class="text-body font-medium text-ink">LoRA rank 16, merged into BF16 weights</dd></div><div class="flex flex-col gap-1 border-b border-rail-line py-4"><dt class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">Precision</dt><dd class="text-body font-medium text-ink">BF16</dd></div><div class="flex flex-col gap-1 border-b border-rail-line py-4"><dt class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">Max prefill</dt><dd class="text-body font-medium text-ink">250,000 tokens</dd></div><div class="flex flex-col gap-1 border-b border-rail-line py-4"><dt class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">Model files</dt><dd class="text-body font-medium text-ink">~66 GB</dd></div><div class="flex flex-col gap-1 border-b border-rail-line py-4"><dt class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">Request limit</dt><dd class="text-body font-medium text-ink">8 MB, ~6 MB of media</dd></div><div class="flex flex-col gap-1 border-b border-rail-line py-4"><dt class="font-mono text-label font-medium uppercase tracking-[0.1em] text-ink-muted">License</dt><dd class="text-body font-medium text-ink">Apache 2.0</dd></div></dl></section><!--$--><!--/$--><footer class="grid-shell content-start gap-y-10 bg-surface pb-[clamp(4rem,7.9vw,8.5rem)] pt-[clamp(5rem,9.3vw,10rem)] mt-auto shrink-0"><div class="col-content lg:col-line-1 lg:col-line-span-2"><a class="block" href="/"><span class="block font-logo text-2xl font-bold lowercase tracking-[-0.12em] text-brand">xyne</span><span class="mt-2 block text-label-lg font-[550] tracking-[0.01em] text-[#949fb1]">A product from Juspay</span></a><ul class="mt-6 flex items-center gap-4 text-icon lg:hidden"><li><a href="mailto:[email protected]" aria-label="Email" class="block transition-colors duration-200 hover:text-ink"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 22 18" fill="none" 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