This article lays out two guiding principles for PMMs: safeguard your unique skills (storytelling, judgment, strategic thinking, and stakeholder influence) and protect your cognitive abilities by using AI as a second step. It then offers a practical three-tier framework—execution, thinking, and scaling workflows—and advice on selecting high-impact use cases based on how you actually spend your time.

AWS Lambda now supports S3 Files, letting functions mount S3 buckets as file systems for direct read/write without object downloads. This simplifies stateful and AI/ML workflows by enabling shared workspaces and automatic checkpointing via durable functions.