GPT-6 Astra delivers improved speed but incurs roughly 60% higher real‑world operating costs. TypeSafe’s Jev introduces a new evaluation primitive that enables practical inline scoring of AI agents. A $40 million investment highlights liability as the emerging bottleneck for AI adoption, while data shows most AI‑generated applications remain low‑value noise.