Getting Started with Stream Processing

Fiber is no longer just a utility layer that passively transports bits. It has become an active component of AI performance, scalability, resilience, and economics.

AI’s demand for memory is having an impact well beyond the data center. In fact, thin clients, repurposing, and smarter lifecycle strategies for endpoint computing are moving from niche to necessary.

The functional translator isn’t disappearing because the work is going away. The work is being absorbed by platforms that hold the context the translator once monopolized.

The proliferation of AI tools is inevitable, and their integration into daily workflows will only accelerate. Rather than attempting to eliminate shadow AI, organizations must focus on managing its impact.