<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Smoke-Testing on LLM API Reliability Notes</title><link>https://llmapireliability.com/tags/smoke-testing/</link><description>Practical guides for LLM API reliability and fallback engineering.</description><generator>Hugo</generator><language>en-us</language><atom:link href="https://llmapireliability.com/tags/smoke-testing/index.xml" rel="self" type="application/rss+xml"/><item><title>How to Use Model Change Evidence for LLM API Reliability Checks</title><link>https://llmapireliability.com/posts/model-change-evidence-for-llm-api-reliability-checks/</link><pubDate>Sun, 14 Jun 2026 02:40:03 +0000</pubDate><guid>https://llmapireliability.com/posts/model-change-evidence-for-llm-api-reliability-checks/</guid><description>A practical guide for backend engineers and SREs who need to detect and respond to CometAPI model changes before they silently break reliability checks. Covers the model catalog baseline, response-level assertions, a smoke-test workflow, and a sanitized log-record template.</description></item></channel></rss>