Off-topic for aiqbench
This story was gathered from a source we follow but falls outside AI and quantum coverage, so there is no aiqbench take for it.
Quality Isn't Vibes: How We Created a Practical Framework to Measure Software Quality

Hoping is not engineering "if you can’t measure quality, you can’t manage it. And if you can’t manage it, you’re hoping rather than engineering." When I ask engineers about quality, I get ten different answers. Code coverage. Test pass rates. Customer satisfaction. Time to resolution. All of them are right, and none of them are complete. Product quality encompasses attention to every deta...
"if you can’t measure quality, you can’t manage it. And if you can’t manage it, you’re hoping rather than engineering." When I ask engineers about quality, I get ten different answers. Code coverage. Test pass rates. Customer satisfaction. Time to resolution. All of them are right, and none of them are complete. Product quality encompasses attention to every detail. In software, the problem is that quality often turns into a feeling. A vibe. Teams know when things feel shaky. Leaders sense when trust is eroding. But without shared, measurable signals, quality conversations quickly devolve into opinions and trade-offs driven by whoever speaks loudest. This isn’t a breakthrough idea, but it’s the one that fundamentally changed how we operate years ago: if you can’t measure quality, you can’t manage it. And if you can’t manage it, you’re hoping rather than engineering. "The problem isn't the metrics themselves. It's that quality is…
Excerpt shown under the publisher's RSS terms · 150 words · full text and figures are on the publisher's site
Related coverage
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs
arXiv · Aug 5, 2026
Working with AI: A Design Framework for Human-AI Collaboration
arXiv · Sep 29, 2026

Moving from Theory to Action in AI Risk Management
Partnership on AI · May 14, 2026
Choosing a Text Embedding Model: A Practical Benchmarking and Decision Framework
arXiv · Jul 28, 2026