#Data Quality

Automating High-Quality Image Editing Data

A new pipeline, EditCaption, drastically improves VLM instruction synthesis for image editing, boosting Qwen3-VL performance and reducing critical errors.

IBM's Jeff Crume on AI Tech Debt

Jeff Crume of IBM explains how AI systems can accrue technical debt, the risks involved, and how to mitigate it through strategic planning and discipline.

The Personalization Trap AI: When Smart Tools Amplify Dumb Data

The "personalization trap AI" warns that without clean, unified customer data, advanced AI tools will only amplify existing errors, not impact.

Data Commons AI: The Public Data Play AI Needs

Qualytics Secures $10 Million Series A Funding to Control Data Quality

Qualytics raises $10M for AI data quality while Gartner projects that 70% of organizations will automate data quality by 2027.

Acceldata Unveils Agentic Data Management Platform at Autonomous 25