Regulators, courts, and copyright holders now demand that AI models forget specific data they were trained on. Machine unlearning is the fast-moving field trying to make that possible without retraining from scratch — and it is quickly becoming an AI compliance essential.
Agent observability has become the layer that decides whether autonomous AI agents reach production or get quietly decommissioned. Here is what changed in 2026.