Emerging Patterns

These patterns are at the frontier—speculative decoding, test-time compute scaling, continuous fine-tuning, reasoning distillation. They're appearing in production systems before the security implications are understood.

We analyze emerging patterns with the same rigor as established ones. Often, the security implications are worse because the patterns haven't been battle-tested.

If you're adopting cutting-edge AI architecture, understand the attack surface before your adversaries do.