Failures aren’t in single responses but across conversations. Multi-turn AI behavior breaks - and control must happen during generation.
Research shows LLMs often contain correct answers internally but fail to express them, revealing a gap between knowledge and behavior.
Prompt injection isn’t just a security issue. It reveals how easily AI behavior can be redirected when constraints aren’t enforced.
Alignment defines what AI should do. The challenge is ensuring systems apply it consistently under real-world conditions.
AI systems are more capable, but not always more stable. This explores the gap between intelligence and how it behaves in real time.