Towards AI That Can Actually Interact

The AI industry is transitioning from turn-based chat interfaces to continuous, real-time interaction models that prioritize human-AI collaboration. Thinking Machines’ new model architecture processes streams in 200-millisecond microturns, allowing for proactive, multimodal engagement that transcends the limitations of traditional prompt-response systems. This shift coincides with OpenAI’s launch of DeployCo, a joint venture designed to provide intensive, forward-deployed engineering support for enterprise AI transformation. Simultaneously, major labs are aggressively invalidating unauthorized secondary market stock sales, signaling a reckoning for synthetic ownership structures in private equity. These developments reflect a broader maturation of the AI sector, where the focus is moving beyond raw model intelligence toward the creation of persistent, context-aware systems capable of managing complex, real-time workflows alongside human users.