Cisco’s 2026 State of AI Security report found that 83% of enterprises are actively building agentic AI systems, yet a March 2026 industry survey put the share running at production scale between 11% and 14% — a 54-point gap that is widening, not closing (Synapt-AI, June 2026). McKinsey’s 2026 State …
LLM-as-Judge Has a Reliability Problem in Production
The headline number everyone quotes for LLM-as-Judge is 80%: GPT-4 agrees with human evaluators roughly 80% of the time, the same rate at which human annotators agree with each other. That figure comes from Lianmin Zheng and colleagues’ 2023 MT-Bench study, built on about 3,000 expert votes, and it made …