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Analysis of a recurring failure pattern in production AI systems where technically correct decisions become contextually wrong as underlying assumptions shift, framed as the 'Formalisation Trap' where meaning gets locked into outdated structures.
CyberAgent, a Japanese internet company, has adopted ChatGPT Enterprise and Codex as foundational AI technologies to accelerate business operations across advertising, media, and gaming divisions. The enterprise adoption addresses security, governance, and compliance concerns while enabling broader AI use across the organization.
OpenAI shares how it reimagined its support operations using AI to handle millions of requests annually by creating an operating model where every interaction improves the next. The approach combines chat/email/phone surfaces, continuously improving knowledge bases, and human-AI evaluation loops that empower support reps to act as builders and inform product improvements.