Based on recent industry experience and emerging research, this 13-family technical framework proposes a structured methodology for evaluating the operational reliability, compliance posture, and architectural robustness of agentic AI platforms.

Vibe coding went from Andrej Karpathy's tweet to 84% developer adoption in under 12 months. But the hangover is real: security debt, a productivity paradox, and a new attack surface called slopsquatting. Here's what decision-makers need to understand in 2026.