https://thecodersblog.com/tag/software-testing/Recent content in Software Testing on The Coders BlogHugoen-usWed, 29 Apr 2026 17:04:21 +0000https://thecodersblog.com/a-new-benchmark-for-testing-llms-for-deterministic-outputs-2026/Wed, 29 Apr 2026 17:04:21 +0000https://thecodersblog.com/a-new-benchmark-for-testing-llms-for-deterministic-outputs-2026/<p>Your LLMs might be silently corrupting your enterprise data. Producing perfectly valid JSON with hallucinated values isn&rsquo;t just a nuance; it&rsquo;s a critical flaw that&rsquo;s holding back true AI adoption in production. This isn&rsquo;t theoretical fear-mongering. We&rsquo;re talking about the silent erosion of data integrity, the kind that costs millions in remediation and opportunity.</p> <p>For too long, the AI community has celebrated models that <em>mostly</em> work, or produce outputs that are <em>almost</em> right. This permissiveness has been a necessary evil in the rapid development of LLMs. However, as these powerful systems move from experimental labs to the core of enterprise operations, &ldquo;almost correct&rdquo; becomes an unacceptable liability. It&rsquo;s time to demand more.</p>