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    <title>DEV Community: ARK SP. Z O.O.</title>
    <description>The latest articles on DEV Community by ARK SP. Z O.O. (@arklabscloud).</description>
    <link>https://dev.to/arklabscloud</link>
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      <title>DEV Community: ARK SP. Z O.O.</title>
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      <title>Meet ARKLABS API: Stateful AI Inference you never heard about</title>
      <dc:creator>Conrad Bogusz</dc:creator>
      <pubDate>Thu, 31 Jul 2025 10:14:43 +0000</pubDate>
      <link>https://dev.to/arklabscloud/meet-arklabs-api-stateful-ai-inference-you-never-heard-about-32mb</link>
      <guid>https://dev.to/arklabscloud/meet-arklabs-api-stateful-ai-inference-you-never-heard-about-32mb</guid>
      <description>&lt;p&gt;&lt;strong&gt;TL;DR:&lt;/strong&gt; ARK Cloud API launches today with stateful AI inference (&lt;strong&gt;almost free input tokens&lt;/strong&gt;), signup &amp;amp; model inference in under 10 s with Google SSO (no credit card needed), and &lt;strong&gt;up to 71% cost savings&lt;/strong&gt; on Stable Diffusion 3.5 Large inference — all running on &lt;strong&gt;100% EU‑based infrastructure&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Stateful AI Matters
&lt;/h2&gt;

&lt;p&gt;Most AI APIs are &lt;strong&gt;stateless&lt;/strong&gt;—meaning you resend the same context over and over, burning budget and GPU cycles. As inference demand skyrockets, this inefficiency becomes a bottleneck. Enter &lt;strong&gt;stateful inference&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Almost-Zero-Cost Input Tokens&lt;/strong&gt;
Context persists across calls, so you never overpay for tokens you’ve already sent.
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Optimized GPU Utilization&lt;/strong&gt;
Less recompute = more throughput on the same hardware.
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;We built ARK Cloud API to fix that. Our &lt;strong&gt;stateful mode&lt;/strong&gt; “remembers” your context so your &lt;strong&gt;input tokens cost zero&lt;/strong&gt;—forever. That means richer, longer conversations and way more efficient GPU use.&lt;/p&gt;

&lt;h2&gt;
  
  
  Key Features
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;🚀 &lt;strong&gt;10-Second Onboarding&lt;/strong&gt;
Google SSO → Dashboard → API Key. Blink, and you’re running inference.
&lt;/li&gt;
&lt;li&gt;💰 &lt;strong&gt;50 000 Free Credits&lt;/strong&gt;
No credit card required. Fuel LLMs, STT, embeddings, and Stable Diffusion.
&lt;/li&gt;
&lt;li&gt;🔀 &lt;strong&gt;OpenAI-Compatible API&lt;/strong&gt;
Swap endpoints, keep your existing code.
&lt;/li&gt;
&lt;li&gt;🇪🇺 &lt;strong&gt;100% EU Infrastructure&lt;/strong&gt;
GDPR-strong, no logs, no stored data.
&lt;/li&gt;
&lt;li&gt;💸 &lt;strong&gt;Pay-As-You-Go&lt;/strong&gt;
Only pay for output tokens and compute time.
&lt;/li&gt;
&lt;li&gt;🎨 &lt;strong&gt;Cheapest Stable Diffusion&lt;/strong&gt;
Best price on the market for Stable Diffusion&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Visit ark-labs.cloud&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Sign in with Google (⏱️ 10s)&lt;/li&gt;
&lt;li&gt;Claim your 50 000 free credits&lt;/li&gt;
&lt;li&gt;Integrate your existing calls to ARK Cloud API&lt;/li&gt;
&lt;li&gt;Scale with confidence—no hidden fees, total privacy&lt;/li&gt;
&lt;/ol&gt;

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      <category>ai</category>
      <category>llm</category>
      <category>openai</category>
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