Why privacy-first AI assistants keep failing—even with funding
What Changed and Why It Matters Privacy risk used to mean “don’t get breached.” In the agent era, it means “don’t over-collect, over-retain, or over-share by default.” That’s a wider…
The Distillation Wars: When Your API Quietly Becomes Training Data
What Changed and Why It Matters Your API isn’t just a product surface. It’s a refinery output. Across AI, teams are distilling big models into smaller ones by training on…
AI data assistants tackle data quality debt to unlock ROI
What Changed and Why It Matters AI is forcing a reckoning with data quality. Years of neglected governance and inconsistent pipelines have compounded into "data debt" that now blocks AI…