AI's real challenge: governance, not evil models or price wars

The multiple reports of AI models hacking sandboxes are not signs of emergent evil but predictable outcomes of security evaluations where models are instructed to be malicious. The real concern is production guardrails, not runaway AI. Teams must focus on robust infrastructure to prevent exploits when models act agentically.

EU's transparency rules mandate labeling AI-generated content, but enforcement via detection is flawed and may become irrelevant as AI integration deepens. The real challenge is creating incentives for transparency rather than relying on imperfect tools.

DeepSeek's V4-Flash pricing highlights rapid commoditization. The deeper signal is that smaller, efficient models running on local hardware are increasingly viable for most tasks, challenging frontier labs' business models and reducing reliance on expensive API calls.