0
Applied AI·September 29, 2026·1 min read

Organizations must rethink skills to realize AI ROI

Share

If AI is reshaping roles faster than job descriptions, your ROI problem is probably organizational design, not model quality. This week, the highest-leverage move is to rewrite one critical role spec around AI-augmented workflows and see what that unlocks in hiring and training.

Applied AI

OpenAI is adopting a structured "safety case" documentation framework modeled after industries like aviation and nuclear power to govern frontier RL training

OpenAI adopting aviation-style safety cases for frontier RL training is a strong signal that structured, auditable risk arguments will become a prerequisite for deploying top-end models. If you’re training or fine-tuning at scale, start building your own safety case artifacts now—regulators and enterprise buyers will eventually ask for them.