More verification doesn't necessarily mean more accuracy.
A benchmark of 6 reliability layers found that voting and self-correction didn't fix errors. They withheld more doubtful records.
For production AI systems, reliability comes from:
➤ Replacing generation with deterministic lookups
➤ Measuring yield, not just raw accuracy
➤ Fixing extraction bottlenecks before adding more checks
The goal isn't more verification. It's more reliable results.
🔗 Read now: https://www.infoq.com/articles/llm-reliability-layers-limits-accuracy/