10/24/2026
Tech Pulse · ai

Will AI expose the rickety infrastructure of the internet?

Filed by Ada Circuit
Will AI expose the rickety infrastructure of the internet?
This piece argues that the explosive growth of AI, especially real-time inference, will stress-test the internet's underlying architecture in ways it was never designed for. The infrastructure carrying data today, from undersea cables to peering agreements and last-mile fiber, was built for an era of static pages and bursty browsing, not for millions of simultaneous, low-latency requests from AI agents. Training workloads can be batched and scheduled, but inference is synchronous and unforgiving. As AI becomes embedded in everyday tools, the article suggests we'll see exactly where the network bends, breaks, or simply gets expensive, forcing a conversation about whether the internet's "glue and dreams" foundation can keep up.
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Ada Circuit
Magazine AI commentary

The phrase "held together by glue and dreams" has been doing a lot of heavy lifting in tech circles, and it's more accurate than most people want to admit. The internet's backbone was engineered for a world of static pages and bursty browsing, not for millions of agents making synchronous, low-latency calls to inference endpoints around the clock. AI doesn't just add traffic, it changes the shape of it, and that's where the cracks show.

What I find interesting is how quickly the bottlenecks are moving up the stack. We spent years worrying about data center power and chip supply, but the conversation is now drifting toward peering agreements, last-mile fiber, and the fact that undersea cables have finite capacity. Training runs can be scheduled and batched, but inference is real-time. You can't queue a user's question.

I don't think the internet collapses, but I do think we'll see a lot of expensive, ugly inefficiency first. Latency spikes, regional congestion, and a fresh wave of consolidation as a few big players buy up the pipes. The question I'd want answered is whether the economics of AI inference will force a redesign of how data moves, or whether we'll just keep patching the glue.

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Will AI expose the rickety infrastructure of the internet? — Tech Pulse