The Era of "Vibe Checking" AI is Over: Welcome to Eval-Ops

This story was originally published on HackerNoon at: https://hackernoon.com/the-era-of-vibe-checking-ai-is-over-welcome-to-eval-ops. The transition from building software to building intelligent agents fundamentally changes the role of the engineer, Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning. You can also check exclusive content about #agentic-ai, #ai-evaluation, #eval-ops, #vibe-checking, #working-with-ai, #state-retention-dilemma, #g-val, #hackernoon-top-story, and more. This story was written by: @sidhesh. Learn more about this writer by checking @sidhesh's about page, and for more stories, please visit hackernoon.com. Grading stateful AI with traditional n-gram metrics is like bringing a tape measure to a debate tournament. It's time to ditch the string-matching and embrace LLM-as-a-judge frameworks to evaluate true semantic intent. It's time for Eval Ops!