<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title><![CDATA[Lizard inference engineering: Prompt caching should follow conversation structure]]></title><description><![CDATA[<p dir="auto"><strong>Inference Engineering · Day 21 · Evening</strong></p>
<p dir="auto"><img src="https://lizard-llm.qendryx.com/diagrams/lizard-native-stack.png" alt="Prompt caching should follow conversation structure editorial visual — lizard-llm.qendryx.com" class=" img-fluid img-markdown" /></p>
<p dir="auto">The same cache can be a product feature and a benchmark contaminant.</p>
<p dir="auto">A conversation naturally repeats its previous prefix, so retaining prompt state can avoid reprocessing the whole transcript. A benchmark that repeats an identical prompt for measurement should not accidentally turn that reuse into a fake prefill win.</p>
<p dir="auto">Cache policy should follow workload semantics, not simply remain globally enabled.</p>
<p dir="auto">Which caches in your stack need different rules for production and benchmarking?</p>
<p dir="auto"><strong>Engineering fact:</strong> Lizard Chat can reuse prior prompt state for the same conversation while benchmark paths avoid chat-only cache behavior that would make repeated prompts look artificially cheap.</p>
<p dir="auto"><a href="https://lizard-llm.qendryx.com/docs.html#lizard-native" rel="nofollow ugc">Read the relevant Lizard page</a></p>
<p dir="auto">#LizardNative #LizardLLM #LocalAI #GGUF #InferenceEngineering</p>
<p dir="auto">&lt;!-- lizard-marketing-slot:day-21-pm --&gt;</p>
]]></description><link>https://community.lizard-llm.qendryx.com/topic/82/lizard-inference-engineering-prompt-caching-should-follow-conversation-structure</link><generator>RSS for Node</generator><lastBuildDate>Mon, 24 Aug 2026 01:28:50 GMT</lastBuildDate><atom:link href="https://community.lizard-llm.qendryx.com/topic/82.rss" rel="self" type="application/rss+xml"/><pubDate>Thu, 13 Aug 2026 11:00:10 GMT</pubDate><ttl>60</ttl></channel></rss>