In a move that signals a pivot toward system reliability, Google has officially launched the Android 17 QPR2 (Quarterly Platform Release) Beta 1. Following the conclusion of the QPR1 testing cycle, this new phase invites developers and enthusiasts to help refine the software experience ahead of its public debut, slated for the December 2026 Feature […]
The 4-Stage AI Asset Lifecycle: How to Manage Your Models, Datasets, and Labels Without Losing Track
TL;DR Every machine learning project produces three core assets: labeled datasets, trained models, and the schemas that define how labels are structured. Most teams manage code with Git, infrastructure with Terraform, and models with… nothing systematic. The result is duplicated work, untraceable training data, models in production that nobody can reproduce, and compliance gaps that […]

