<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Vision API on SoloSoft</title><link>https://www.solosoft.dev/tags/vision-api/</link><description>Recent content in Vision API on SoloSoft</description><generator>Hugo</generator><language>en-us</language><lastBuildDate>Thu, 20 Aug 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://www.solosoft.dev/tags/vision-api/index.xml" rel="self" type="application/rss+xml"/><item><title>DeepSeek Vision API: The $0.22/M-Token Vision Model That Uses 10x Less KV Cache</title><link>https://www.solosoft.dev/post/deepseek-vision-api-guide/</link><pubDate>Thu, 20 Aug 2026 00:00:00 +0000</pubDate><guid>https://www.solosoft.dev/post/deepseek-vision-api-guide/</guid><description>&lt;h1 id="deepseek-vision-api-the-022m-token-vision-model-that-uses-10x-less-kv-cache"&gt;DeepSeek Vision API: The $0.22/M-Token Vision Model That Uses 10x Less KV Cache&lt;/h1&gt;
&lt;p&gt;DeepSeek quietly added eyes to its cheapest model line. &lt;strong&gt;deepseek-v4-flash-vision-exp&lt;/strong&gt; — the experimental multimodal version of V4-Flash — accepts images, screenshots, charts, and video frames at &lt;strong&gt;V4-Flash prices&lt;/strong&gt;: $0.22 per million input tokens, with every image capped at &lt;strong&gt;384 tokens&lt;/strong&gt; no matter how big it is.&lt;/p&gt;
&lt;p&gt;The architecture makes it even more interesting: a custom vision transformer that squeezes a 756×756 image into just &lt;strong&gt;81 KV cache entries&lt;/strong&gt; — roughly &lt;strong&gt;10x fewer&lt;/strong&gt; than Claude Sonnet 4.6 (~870) or Gemini Flash 3 (~1,000). At scale, that&amp;rsquo;s a 10x infrastructure cost difference before you even look at the price list.&lt;/p&gt;</description></item></channel></rss>