AWS

AWS Says SageMaker SOCI Cuts Image Pulls. Which Workloads Benefit?
A guide to assessing SOCI against complete job time, early file access, and product-specific documentation.

AWS SageMaker Training Sessions Hand Teams the RL Loop. What Does Serverless Leave Behind?
SageMaker training sessions move GPU management to AWS while leaving teams responsible for custom loops, rewards, evaluation, and adoption decisions.

Kiro’s Supervised Diff Was Not a Firewall. AWS Says Upgrade and Rotate Credentials.
AWS says older Kiro IDE versions could expose workspace data through an agent-written setting before a pending diff was resolved. Here is who should upgrade and rotate credentials.

AWS Wants Agents to Propose. Step Functions Still Gets to Decide.
AWS’s reference design for airline rebooking separates agent proposals from deterministic validation and execution. The useful idea is broader than travel: an agent should not be the final authority for an irreversible business action.

Qualcomm’s Amazon Deal Is a $60 Billion Ceiling, Not an AI Chip Victory Yet
Qualcomm’s AWS collaboration pairs custom inference silicon with 1.6T optics, but its $60 billion warrant threshold is conditional—not guaranteed chip revenue.