Everything on Enterprise Operations & Security

Static models struggle with real-world operational shifts, such as breaking API updates or adversarial security threats, necessitating weight-level adaptation rather than prompt-based fixes.

Impact: Organizations must transition from reactive prompt engineering to proactive parametric updates to maintain system integrity and security in dynamic environments.

— from Beyond Frozen Models: The Business Case for AI Continual Learning · AI + a16z· Apr 28, 2026