Insights & Updates
Expert perspectives on AI data, annotation best practices, and the future of training data infrastructure.
Why Data Quality Matters More Than Model Architecture
The latest research shows that improving training data quality yields better results than increasing model size. Here's what that means for your AI pipeline.
January 2025
A Guide to COCO JSON Format for Object Detection
Everything you need to know about the COCO annotation format — structure, fields, and best practices for production datasets.
January 2025
Building Reliable Autonomous Vehicle Datasets
How leading AV teams approach training data: multi-sensor annotation, edge case mining, and quality certification at scale.
December 2024
The Rise of Multimodal AI and What It Means for Training Data
As models become multimodal, training data must follow. We explore the challenges of annotating across video, audio, and text.
December 2024
Human-in-the-Loop: Why AI Pre-labeling Needs Expert Refinement
AI-generated annotations save time, but human experts are essential for catching edge cases and ensuring certification-grade quality.
November 2024
Introducing Elite Certification for Enterprise Datasets
Script Network's new Elite certification level (90+ quality score) sets the standard for production-critical AI training data.
November 2024